From 25e3926a80c924bd0bebe4569f20eb4b07eebb33 Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 6 Jun 2018 05:24:13 -0400
Subject: [PATCH 001/122] First big commit for chronomatic comp. stats.

---
 Makefile                                   |  10 +-
 include/cqf.h                              |  43 ++-
 include/cqf/gqf.h                          |   1 +
 include/monochromatic_component_iterator.h | 155 +++++++++++
 src/cqf/gqf.c                              |  31 +++
 src/monochromatic_component_iterator.cc    | 310 +++++++++++++++++++++
 6 files changed, 545 insertions(+), 5 deletions(-)
 create mode 100644 include/monochromatic_component_iterator.h
 create mode 100644 src/monochromatic_component_iterator.cc

diff --git a/Makefile b/Makefile
index 3d8c450..622f9f0 100644
--- a/Makefile
+++ b/Makefile
@@ -1,4 +1,4 @@
-TARGETS= mantis 
+TARGETS= mantis monochromatic_component_iterator 
 
 ifdef D
 	DEBUG=-g -DDEBUG
@@ -33,8 +33,8 @@ CFLAGS += -Wall $(DEBUG) $(PROFILE) $(OPT) $(ARCH) -m64 -I. -I$(LOC_INCLUDE)\
 -Wno-unused-result -Wno-strict-aliasing -Wno-unused-function -Wno-sign-compare \
 -Wno-implicit-function-declaration
 
-LDFLAGS += $(DEBUG) $(PROFILE) $(OPT) -lsdsl -lpthread -lboost_system \
--lboost_thread -lm -lz -lrt
+LDFLAGS += $(DEBUG) $(PROFILE) $(OPT) -lpthread -lboost_system \
+-lboost_thread -lm -lz -lrt lib/libsdsl.a
 
 #
 # declaration of dependencies
@@ -45,6 +45,8 @@ all: $(TARGETS)
 # dependencies between programs and .o files
 mantis:									$(OBJDIR)/kmer.o $(OBJDIR)/mantis.o $(OBJDIR)/validatemantis.o $(OBJDIR)/gqf.o $(OBJDIR)/hashutil.o $(OBJDIR)/query.o $(OBJDIR)/coloreddbg.o $(OBJDIR)/bitvector.o $(OBJDIR)/util.o  $(OBJDIR)/MantisFS.o
 
+monochromatic_component_iterator:				  $(OBJDIR)/kmer.o  $(OBJDIR)/gqf.o $(OBJDIR)/hashutil.o  $(OBJDIR)/monochromatic_component_iterator.o
+
 # dependencies between .o files and .h files
 $(OBJDIR)/mantis.o:					$(LOC_SRC)/mantis.cc
 $(OBJDIR)/MantisFs.o:       $(LOC_SRC)/MantisFS.cc $(LOC_INCLUDE)/MantisFS.h
@@ -59,7 +61,7 @@ $(OBJDIR)/hashutil.o: 			$(LOC_INCLUDE)/hashutil.h
 # dependencies between .o files and .cc (or .c) files
 
 $(OBJDIR)/gqf.o: $(LOC_SRC)/cqf/gqf.c $(LOC_INCLUDE)/cqf/gqf.h
-
+$(OBJDIR)/monochromatic_component_iterator.o: $(LOC_INCLUDE)/cqf.h  $(LOC_INCLUDE)/monochromatic_component_iterator.h $(LOC_SRC)/monochromatic_component_iterator.cc
 #
 # generic build rules
 #
diff --git a/include/cqf.h b/include/cqf.h
index 6069909..6cee360 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -36,6 +36,13 @@
 #define PAGE_DROP_GRANULARITY (1ULL << 21)
 #define PAGE_BUFFER_SIZE 4096
 
+/*
+extern  int is_runend(const QF *qf, uint64_t index);
+extern  uint64_t run_end(const QF *qf, uint64_t hash_bucket_index);
+extern  uint64_t decode_counter(const QF *qf, uint64_t index, uint64_t *remainder, uint64_t *count);
+extern  int is_occupied(const QF *qf, uint64_t index);
+*/
+
 template <class key_obj>
 class CQF {
 	public:
@@ -48,7 +55,7 @@ class CQF {
 
 		/* Will return the count. */
 		uint64_t query(const key_obj& k);
-
+		std::pair<uint64_t, uint64_t> queryValAndIdx( key_obj& k) const;
 		void serialize(std::string filename) {
 			qf_serialize(&cqf, filename.c_str());
 		}
@@ -57,6 +64,7 @@ class CQF {
 		uint32_t seed(void) const { return cqf.metadata->seed; }
 		uint32_t keybits(void) const { return cqf.metadata->key_bits; }
 		uint64_t size(void) const { return cqf.metadata->ndistinct_elts; }
+		uint64_t slots(void) const {return cqf.metadata->nslots;}
 		//uint64_t set_size(void) const { return set.size(); }
 		void reset(void) { qf_reset(&cqf); }
 
@@ -144,6 +152,39 @@ uint64_t CQF<key_obj>::query(const key_obj& k) {
 	return qf_count_key_value(&cqf, k.key, k.value);
 }
 
+template <class key_obj>
+std::pair<uint64_t, uint64_t> CQF<key_obj>::queryValAndIdx(key_obj& k) const {
+	uint64_t eq, idx;
+	eq = qf_key_value_index(&cqf, k.key, k.value, &idx);
+	return std::make_pair(eq, idx);
+	/*uint64_t hash = (k.key << cqf.metadata->value_bits) | (k.value &
+														 BITMASK(cqf.metadata->value_bits));
+	uint64_t hash_remainder   = hash & BITMASK(cqf.metadata->bits_per_slot);
+	int64_t hash_bucket_index = hash >> cqf.metadata->bits_per_slot;
+
+	if (!is_occupied(&cqf, hash_bucket_index))
+		return std::make_pair(0, 0);
+
+	int64_t runstart_index = hash_bucket_index == 0 ? 0 : run_end(&cqf,
+																  hash_bucket_index-1)
+														  + 1;
+	if (runstart_index < hash_bucket_index)
+		runstart_index = hash_bucket_index;
+
+	*//* printf("MC RUNSTART: %02lx RUNEND: %02lx\n", runstart_index, runend_index); *//*
+
+	uint64_t current_remainder, current_count, current_end;
+	do {
+		current_end = decode_counter(&cqf, runstart_index, &current_remainder,
+									 &current_count);
+		if (current_remainder == hash_remainder)
+			return std::make_pair(current_count, current_end); // FIXME not sure about this
+		runstart_index = current_end + 1;
+	} while (!is_runend(&cqf, current_end));
+
+	return std::make_pair(0, 0);*/
+}
+
 template <class key_obj>
 CQF<key_obj>::Iterator::Iterator(QFi it, uint32_t cutoff, uint64_t end_hash)
 	: iter(it), last_prefetch_offset(LLONG_MIN), cutoff(cutoff),
diff --git a/include/cqf/gqf.h b/include/cqf/gqf.h
index cc954e1..266469d 100644
--- a/include/cqf/gqf.h
+++ b/include/cqf/gqf.h
@@ -141,6 +141,7 @@ extern "C" {
 		 value, into qf. */
 	uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value);
 
+	uint64_t qf_key_value_index(const QF *qf, uint64_t key, uint64_t value, uint64_t* idx);
 	/* Initialize an iterator */
 	bool qf_iterator(const QF *qf, QFi *qfi, uint64_t position);
 
diff --git a/include/monochromatic_component_iterator.h b/include/monochromatic_component_iterator.h
new file mode 100644
index 0000000..6eefce7
--- /dev/null
+++ b/include/monochromatic_component_iterator.h
@@ -0,0 +1,155 @@
+//
+// Created by Fatemeh Almodaresi on 6/4/18.
+//
+
+#ifndef MANTIS_MONOCHROME_ITERATOR_H
+#define MANTIS_MONOCHROME_ITERATOR_H
+
+#include<set>
+#include<queue>
+#include <string>
+#include <map>
+
+#include <iostream>
+#include <fstream>
+#include <unordered_map>
+#include <set>
+#include <unordered_set>
+
+#include <inttypes.h>
+
+#include "sparsepp/spp.h"
+#include "tsl/sparse_map.h"
+#include "sdsl/bit_vectors.hpp"
+//#include "bitvector.h"
+#include "cqf.h"
+#include "hashutil.h"
+#include "common_types.h"
+
+namespace dna {
+
+/////////////// bases /////////////////
+    enum base {
+        C = 0, A = 1, T = 2, G = 3
+    };
+
+    base operator-(base b); // return the complementary base
+    extern const base bases[4];
+    extern const std::map<char, base> base_from_char;
+    extern const std::map<base, char> base_to_char;
+
+///////////// kmers /////////////////////
+    class kmer {
+    public:
+        int len;
+        uint64_t val;
+
+        kmer(void);
+
+        kmer(base b);
+
+        kmer(int l, uint64_t v);
+
+        kmer(std::string s);
+
+        // Convert to string
+        operator std::string() const;
+    };
+
+    bool operator<(kmer a, kmer b);
+
+    bool operator==(kmer a, kmer b);
+
+    bool operator!=(kmer a, kmer b);
+
+// Return the reverse complement of k
+    kmer operator-(kmer k);
+
+    kmer canonicalize(kmer k);
+
+// Return the kmer of length |a| that results from shifting b into a
+// from the right
+    kmer operator<<(kmer a, kmer b);
+
+// Return the kmer of length |b| that results from shifting a into b
+// from the left
+    kmer operator>>(kmer a, kmer b);
+
+// Append two kmers
+    kmer operator+(kmer a, kmer b);
+
+    kmer suffix(kmer k, int len);
+
+    kmer prefix(kmer k, int len);
+
+// The purpose of this class is to enable us to declare containers
+// as holding canonical kmers, e.g. set<canonical_kmer>.  Then all
+// inserts/queries/etc will automatically canonicalize their
+// arguments.
+    class canonical_kmer : public kmer {
+    public:
+        canonical_kmer(void);
+
+        canonical_kmer(base b);
+
+        canonical_kmer(int l, uint64_t v);
+
+        canonical_kmer(std::string s);
+
+        canonical_kmer(kmer k);
+    };
+}
+
+struct Mc_stats {
+    uint64_t nodeCnt = 1;
+    uint64_t min_dist = -1; // infinity
+};
+
+typedef dna::canonical_kmer edge; // k-mer
+typedef dna::canonical_kmer node; // (k-1)-mer
+
+class monochromatic_component_iterator {
+public:
+    class work_item {
+    public:
+        node curr;
+        uint64_t idx;
+        uint64_t colorid;
+
+        work_item(node currin, uint64_t idxin, uint64_t coloridin) : curr(currin), idx(idxin), colorid(coloridin) {}
+
+        bool operator<(const work_item &item2) const {
+            return (*this).idx < item2.idx;
+        }
+    };
+
+    void operator++(void);
+
+    Mc_stats operator*(void);
+
+    monochromatic_component_iterator(const CQF<KeyObject> *g);
+
+private:
+
+    uint32_t k;
+    std::queue<work_item> work;
+
+
+    const CQF<KeyObject> *cqf;
+    CQF<KeyObject>::Iterator it;
+    sdsl::bit_vector visited;
+
+    bool exists(edge e, uint64_t &idx, uint64_t &eqid);
+
+    std::set<monochromatic_component_iterator::work_item> neighbors(monochromatic_component_iterator::work_item n);
+
+    work_item front(std::queue<work_item> &w);
+
+
+    uint64_t manhattanDist(uint64_t eq1, uint64_t eq2);
+
+    Mc_stats getMC();
+};
+
+
+#endif //MANTIS_MONOCHROME_ITERATOR_H
diff --git a/src/cqf/gqf.c b/src/cqf/gqf.c
index 3715ed7..cb8f58e 100644
--- a/src/cqf/gqf.c
+++ b/src/cqf/gqf.c
@@ -1945,6 +1945,37 @@ uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value)
 	return 0;
 }
 
+
+uint64_t qf_key_value_index(const QF* qf, uint64_t key, uint64_t value, uint64_t* idx) {
+	uint64_t hash = (key << qf->metadata->value_bits) | (value &
+														   BITMASK(qf->metadata->value_bits));
+	uint64_t hash_remainder   = hash & BITMASK(qf->metadata->bits_per_slot);
+	int64_t hash_bucket_index = hash >> qf->metadata->bits_per_slot;
+
+	if (!is_occupied(qf, hash_bucket_index))
+		return 0;
+
+	int64_t runstart_index = hash_bucket_index == 0 ? 0 : run_end(qf,
+																  hash_bucket_index-1)
+														  + 1;
+	if (runstart_index < hash_bucket_index)
+		runstart_index = hash_bucket_index;
+
+	/* printf("MC RUNSTART: %02lx RUNEND: %02lx\n", runstart_index, runend_index); */
+
+	uint64_t current_remainder, current_count, current_end;
+	do {
+		current_end = decode_counter(qf, runstart_index, &current_remainder,
+									 &current_count);
+		if (current_remainder == hash_remainder) {
+			(*idx) = current_end;
+			return current_count; // FIXME not sure about this
+		}
+		runstart_index = current_end + 1;
+	} while (!is_runend(qf, current_end));
+
+	return 0;
+}
 /* initialize the iterator at the run corresponding
  * to the position index
  */
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
new file mode 100644
index 0000000..fe61b2b
--- /dev/null
+++ b/src/monochromatic_component_iterator.cc
@@ -0,0 +1,310 @@
+//
+// Created by Fatemeh Almodaresi on 6/4/18.
+//
+
+#include "monochromatic_component_iterator.h"
+
+namespace dna {
+
+    /////////////// bases /////////////////
+    base operator-(base b) {
+        return (base)((~((uint64_t) b)) & 0x3ULL);
+    }
+
+    const base bases[4] = {C, A, T, G};
+    const std::map<char, base> base_from_char = {{'A', A},
+                                            {'C', C},
+                                            {'G', G},
+                                            {'T', T},
+                                            {'N', A}};
+    const std::map<base, char> base_to_char = {{A, 'A'},
+                                          {C, 'C'},
+                                          {G, 'G'},
+                                          {T, 'T'}};
+
+    ///////////// kmers /////////////////////
+    kmer::kmer(void) : len(0), val(0) {}
+
+    kmer::kmer(base b) : len(1), val((uint64_t) b) {}
+
+    kmer::kmer(int l, uint64_t v) : len(l), val(v & BITMASK(2 * l)) {
+        assert(l <= 32);
+    }
+
+    static uint64_t string_to_kmer_val(std::string s) {
+        uint64_t val = 0;
+        for (auto c : s)
+            val = (val << 2) | ((uint64_t) (base_from_char.at(c)));
+        return val;
+    }
+
+    kmer::kmer(std::string s) : len(s.size()), val(string_to_kmer_val(s)) {
+        assert(s.size() <= 32);
+    }
+
+    // Convert to string
+    kmer::operator std::string() const {
+        std::string s;
+        for (auto i = 1; i < len + 1; i++)
+            s = s + base_to_char.at((base)((val >> (2 * (len - i))) & BITMASK(2)));
+        return s;
+    }
+
+    bool operator<(kmer a, kmer b) {
+        return a.len != b.len ? a.len < b.len : a.val < b.val;
+    }
+
+    bool operator==(kmer a, kmer b) {
+        return a.len == b.len && a.val == b.val;
+    }
+
+    bool operator!=(kmer a, kmer b) {
+        return !operator==(a, b);
+    }
+
+    // Return the reverse complement of k
+    kmer operator-(kmer k) {
+        uint64_t val = k.val;
+        val =
+                (val >> 32) |
+                (val << 32);
+        val =
+                ((val >> 16) & 0x0000ffff0000ffff) |
+                ((val << 16) & 0xffff0000ffff0000);
+        val =
+                ((val >> 8) & 0x00ff00ff00ff00ff) |
+                ((val << 8) & 0xff00ff00ff00ff00);
+        val =
+                ((val >> 4) & 0x0f0f0f0f0f0f0f0f) |
+                ((val << 4) & 0xf0f0f0f0f0f0f0f0);
+        val =
+                ((val >> 2) & 0x3333333333333333) |
+                ((val << 2) & 0xcccccccccccccccc);
+        val = ~val;
+        val >>= 64 - 2 * k.len;
+        return kmer(k.len, val);
+    }
+
+    // backwards from standard definition to match kmer.h definition
+    kmer canonicalize(kmer k) {
+        return -k < k ? k : -k;
+    }
+
+    // Return the kmer of length |a| that results from shifting b into a
+    // from the right
+    kmer operator<<(kmer a, kmer b) {
+        uint64_t val = ((a.val << (2 * b.len)) | b.val) & BITMASK(2 * a.len);
+        return kmer(a.len, val);
+    }
+
+    // Return the kmer of length |b| that results from shifting b into a
+    // from the left
+    kmer operator>>(kmer a, kmer b) {
+        uint64_t val
+                = ((b.val >> (2 * a.len)) | (a.val << (2 * (b.len - a.len))))
+                  & BITMASK(2 * b.len);
+        return kmer(b.len, val);
+    }
+
+    // Append two kmers
+    kmer operator+(kmer a, kmer b) {
+        int len = a.len + b.len;
+        assert(len <= 32);
+        uint64_t val = (a.val << (2 * b.len)) | b.val;
+        return kmer(len, val);
+    }
+
+    kmer prefix(kmer k, int len) { return kmer(len, k.val >> (2 * (k.len - len))); }
+
+    kmer suffix(kmer k, int len) { return kmer(len, k.val & BITMASK(2 * len)); }
+
+    bool period_divides(kmer k, uint64_t periodicity) {
+        static const uint64_t multipliers[33] =
+                {
+                        0,
+                        0x5555555555555555, // 1
+                        0x1111111111111111, // 2
+                        0x1041041041041041, // 3
+                        0x0101010101010101, // 4
+                        0x1004010040100401, // 5
+                        0x1001001001001001, // 6
+                        0x0100040010004001, // 7
+                        0x0001000100010001, // 8
+                        0x0040001000040001, // 9
+                        0x1000010000100001, // 10
+                        0x0000100000400001, // 11
+                        0x0001000001000001, // 12
+                        0x0010000004000001, // 13
+                        0x0100000010000001, // 14
+                        0x1000000040000001, // 15
+                        0x0000000100000001, // 16
+                        0x0000000400000001, // 17
+                        0x0000001000000001, // 18
+                        0x0000004000000001, // 19
+                        0x0000010000000001, // 20
+                        0x0000040000000001, // 21
+                        0x0000100000000001, // 22
+                        0x0000400000000001, // 23
+                        0x0001000000000001, // 24
+                        0x0004000000000001, // 25
+                        0x0010000000000001, // 26
+                        0x0040000000000001, // 27
+                        0x0100000000000001, // 28
+                        0x0400000000000001, // 29
+                        0x1000000000000001, // 30
+                        0x4000000000000001, // 31
+                        0x0000000000000001, // 32
+                };
+        uint64_t piece = k.val & BITMASK(2 * periodicity);
+        piece = piece * multipliers[periodicity];
+        piece = piece & BITMASK(2 * k.len);
+        return piece == k.val;
+    }
+
+    uint64_t period(kmer k) {
+        for (int i = 1; i <= k.len; i++) {
+            if (period_divides(k, i))
+                return i;
+        }
+        abort();
+    }
+
+    canonical_kmer::canonical_kmer(void) : kmer() {}
+
+    canonical_kmer::canonical_kmer(base b) : kmer(canonicalize(kmer(b))) {}
+
+    canonical_kmer::canonical_kmer(int l, uint64_t v)
+            : kmer(canonicalize(kmer(l, v))) {}
+
+    canonical_kmer::canonical_kmer(std::string s) : kmer(canonicalize(kmer(s))) {}
+
+    canonical_kmer::canonical_kmer(kmer k) : kmer(canonicalize(k)) {}
+
+}
+
+
+
+monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g)
+        : cqf(g), it(g->begin(0)) {
+    cqf = g;
+    // initialize cqf iterator
+    k = cqf->keybits();
+    //it = &(cqf->begin(0));
+    sdsl::util::assign(visited, sdsl::bit_vector(cqf->slots(), 0));
+
+}
+
+monochromatic_component_iterator::work_item
+monochromatic_component_iterator::front(std::queue <monochromatic_component_iterator::work_item> &w) {
+    return w.front();
+}
+
+Mc_stats monochromatic_component_iterator::operator*(void) {
+    if (work.empty()) {
+        std::cerr << "Throw Exception. We're out of bound for CQF.\n";
+        std::exit(1);
+    }
+    //return getMC();
+    Mc_stats res;
+    while (!work.empty()) {
+        work_item w = front(work);
+        work.pop();
+
+        for (auto &neighbor : neighbors(w)) {
+            if (neighbor.curr != w.curr) {
+                /*if (neighbor.colorid != w.colorid) {
+                    res.min_dist = std::min(res.min_dist, manhattanDist(neighbor.colorid, w.colorid));
+                }*/
+                if (visited[neighbor.idx] == 0) {
+                    if (neighbor.colorid == w.colorid) {
+                        res.nodeCnt++;
+                        work.push(neighbor);
+                    }
+                }
+            }
+        }
+        visited[w.idx] = 1; // set the corresponding bit
+    }
+    return res;
+}
+
+void monochromatic_component_iterator::operator++(void) {
+    while (!it.done() and (bool)(visited[it.iter.current])) {
+        ++it;
+    }
+    if (it.done()) return;
+
+    KeyObject keyobj = *it;
+    uint64_t tmp = keyobj.key;
+    node root(k, HashUtil::hash_64i(tmp, BITMASK(k)));
+    monochromatic_component_iterator::work_item neww = {root,0, 0};
+    work.push(neww);
+}
+
+std::set <monochromatic_component_iterator::work_item>
+        monochromatic_component_iterator::neighbors(monochromatic_component_iterator::work_item n)  {
+    std::set <work_item> result;
+    for (const auto b : dna::bases) {
+        uint64_t eqid, idx;
+        if (exists(b + n.curr, idx, eqid))
+            result.insert(work_item(b >> n.curr, idx, eqid));
+        if (exists(n.curr + b, idx, eqid))
+            result.insert(work_item(n.curr << b, idx, eqid));
+    }
+    return result;
+}
+
+bool monochromatic_component_iterator::exists(edge e, uint64_t& idx, uint64_t& eqid) {
+    // no correction for exact CQF. right?
+    uint64_t tmp = e.val;
+    KeyObject key(HashUtil::hash_64(tmp, BITMASK(k)), 0, 0);
+    auto eq_idx = cqf->queryValAndIdx(key);
+    if (eq_idx.first) {
+        eqid = eq_idx.first;
+        idx = eq_idx.second;
+        return true;
+    }
+    return false;
+}
+
+
+Mc_stats monochromatic_component_iterator::getMC() {
+    Mc_stats res;
+    while (!work.empty()) {
+        monochromatic_component_iterator::work_item w = front(work);
+        work.pop();
+
+        for (const auto &neighbor : neighbors(w)) {
+            if (neighbor.curr != w.curr) {
+                /*if (neighbor.colorid != w.colorid) {
+                    res.min_dist = std::min(res.min_dist, manhattanDist(neighbor.colorid, w.colorid));
+                }*/
+                if (visited[neighbor.idx] == 0) {
+                    if (neighbor.colorid == w.colorid) {
+                        res.nodeCnt++;
+                        work.push(neighbor);
+                    }
+                }
+            }
+        }
+        visited[w.idx] = 1; // set the corresponding bit
+    }
+    return res;
+}
+
+/*
+ * ===  FUNCTION  ============================================================
+ *         Name:  main
+ *  Description:
+ * ===========================================================================
+ */
+
+int main ( int argc, char *argv[] ) {
+    std::cout << argc << " ....... \n";
+
+    std::string cqf_file = argv[1];
+    std::cout << cqf_file << "\n";
+    std::string eq_file = argv[2];
+    std::cout << eq_file << "\n";
+    CQF<KeyObject> cqf(cqf_file, false);
+}
\ No newline at end of file

From 587d13d6cee627710c1bd5463760db139343bcf9 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 6 Jun 2018 09:21:54 -0400
Subject: [PATCH 002/122] let CMake take CXXFLAGS on the command line

---
 CMakeLists.txt | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index f172752..fbc6c6b 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -14,7 +14,8 @@ else()
 endif()
 
 set(CMAKE_C_FLAGS "-std=gnu11 -Wno-unused-result -Wno-strict-aliasing -Wno-unused-function -Wno-sign-compare -Wno-implicit-function-declaration")
-set(CMAKE_CXX_FLAGS "-std=c++11 ${ARCH} -Wno-unused-result -Wno-strict-aliasing -Wno-unused-function -Wno-sign-compare")
+set(CMAKE_CXX_FLAGS "-std=c++11 ${ARCH} -Wno-unused-result -Wno-strict-aliasing -Wno-unused-function -Wno-sign-compare ${CMAKE_CXX_FLAGS}")
+message("CMAKE_CXX_FLAGS = ${CMAKE_CXX_FLAGS}")
 #set(CMAKE_EXE_LINKER_FLAGS "-L/home/rob/cosmo/3rd_party_inst/lib/")
 
 include(GNUInstallDirs)

From dfb1aa109f3723c3c7f52efd3537da684c322a07 Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 6 Jun 2018 09:58:35 -0400
Subject: [PATCH 003/122] Added mci to cmake file

---
 src/CMakeLists.txt | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 87431e9..8c642d5 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -27,9 +27,17 @@ target_link_libraries(mantis_core
 # with the relevant sub-commands
 add_executable(mantis
   mantis.cc)
+add_executable(monochromatic_component_iterator
+				monochromatic_component_iterator.cc)
 
 target_include_directories(mantis PUBLIC
   $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 
+target_include_directories(monochromatic_component_iterator PUBLIC
+  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+
+
 target_link_libraries(mantis
   mantis_core)
+target_link_libraries(monochromatic_component_iterator
+				mantis_core)

From e2f561a17aeda637e9993086fd0524138319cf23 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 6 Jun 2018 10:01:46 -0400
Subject: [PATCH 004/122] fixed it

---
 src/monochromatic_component_iterator.cc | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index fe61b2b..a9feaf5 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -4,6 +4,8 @@
 
 #include "monochromatic_component_iterator.h"
 
+uint64_t start_time;
+
 namespace dna {
 
     /////////////// bases /////////////////
@@ -307,4 +309,4 @@ int main ( int argc, char *argv[] ) {
     std::string eq_file = argv[2];
     std::cout << eq_file << "\n";
     CQF<KeyObject> cqf(cqf_file, false);
-}
\ No newline at end of file
+}

From b758c34ccc32b9ddcf0e2a6f1c59c1e3eedb2fce Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 6 Jun 2018 11:04:08 -0400
Subject: [PATCH 005/122] resolved a few bugs

---
 include/monochromatic_component_iterator.h |  2 +-
 src/monochromatic_component_iterator.cc    | 83 +++++++++++-----------
 2 files changed, 43 insertions(+), 42 deletions(-)

diff --git a/include/monochromatic_component_iterator.h b/include/monochromatic_component_iterator.h
index 6eefce7..5f277ef 100644
--- a/include/monochromatic_component_iterator.h
+++ b/include/monochromatic_component_iterator.h
@@ -123,6 +123,7 @@ class monochromatic_component_iterator {
         }
     };
 
+    bool done();
     void operator++(void);
 
     Mc_stats operator*(void);
@@ -148,7 +149,6 @@ class monochromatic_component_iterator {
 
     uint64_t manhattanDist(uint64_t eq1, uint64_t eq2);
 
-    Mc_stats getMC();
 };
 
 
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index a9feaf5..b473ed0 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -188,11 +188,14 @@ namespace dna {
 
 monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g)
         : cqf(g), it(g->begin(0)) {
-    cqf = g;
     // initialize cqf iterator
-    k = cqf->keybits();
+    k = cqf->keybits()/2;
+    std::cerr << " k : " << k << "\n";
     //it = &(cqf->begin(0));
     sdsl::util::assign(visited, sdsl::bit_vector(cqf->slots(), 0));
+    std::cerr << "slots: " << cqf->slots() << "\n";
+    // initialize the first item and get to done if it's empty
+    ++(*this);
 
 }
 
@@ -201,6 +204,29 @@ monochromatic_component_iterator::front(std::queue <monochromatic_component_iter
     return w.front();
 }
 
+bool monochromatic_component_iterator::done() {return it.done();}
+void monochromatic_component_iterator::operator++(void) {
+    std::cerr << "++ ";
+    while (!it.done()) {
+        std::cerr << " , " << it.iter.current << " " << (bool)(visited[it.iter.current]) << " ";
+        if ((bool)(visited[it.iter.current])) {
+            ++it;
+            //std::cerr << " ++it ";
+        }
+        else {
+            break;
+            std::cerr << " break\n";
+        }
+    }
+    std::cerr << "\n";
+    if (it.done()) return;
+
+    KeyObject keyobj = *it;
+    node root(k, HashUtil::hash_64i(keyobj.key, BITMASK(cqf->keybits())));
+    monochromatic_component_iterator::work_item neww = {root,0, 0};
+    work.push(neww);
+}
+
 Mc_stats monochromatic_component_iterator::operator*(void) {
     if (work.empty()) {
         std::cerr << "Throw Exception. We're out of bound for CQF.\n";
@@ -212,7 +238,9 @@ Mc_stats monochromatic_component_iterator::operator*(void) {
         work_item w = front(work);
         work.pop();
 
+        std::cerr << "for w " << w.idx << " : ";
         for (auto &neighbor : neighbors(w)) {
+            std::cerr << "n " << neighbor.idx << " ";
             if (neighbor.curr != w.curr) {
                 /*if (neighbor.colorid != w.colorid) {
                     res.min_dist = std::min(res.min_dist, manhattanDist(neighbor.colorid, w.colorid));
@@ -224,23 +252,15 @@ Mc_stats monochromatic_component_iterator::operator*(void) {
                     }
                 }
             }
+            else {
+                std::cerr << " same || ";
+            }
         }
         visited[w.idx] = 1; // set the corresponding bit
-    }
-    return res;
-}
+        std::cerr << " idx " << w.idx << " visited " << visited[w.idx] << "\n";
 
-void monochromatic_component_iterator::operator++(void) {
-    while (!it.done() and (bool)(visited[it.iter.current])) {
-        ++it;
     }
-    if (it.done()) return;
-
-    KeyObject keyobj = *it;
-    uint64_t tmp = keyobj.key;
-    node root(k, HashUtil::hash_64i(tmp, BITMASK(k)));
-    monochromatic_component_iterator::work_item neww = {root,0, 0};
-    work.push(neww);
+    return res;
 }
 
 std::set <monochromatic_component_iterator::work_item>
@@ -259,7 +279,7 @@ std::set <monochromatic_component_iterator::work_item>
 bool monochromatic_component_iterator::exists(edge e, uint64_t& idx, uint64_t& eqid) {
     // no correction for exact CQF. right?
     uint64_t tmp = e.val;
-    KeyObject key(HashUtil::hash_64(tmp, BITMASK(k)), 0, 0);
+    KeyObject key(HashUtil::hash_64(tmp, BITMASK(cqf->keybits())), 0, 0);
     auto eq_idx = cqf->queryValAndIdx(key);
     if (eq_idx.first) {
         eqid = eq_idx.first;
@@ -270,30 +290,6 @@ bool monochromatic_component_iterator::exists(edge e, uint64_t& idx, uint64_t& e
 }
 
 
-Mc_stats monochromatic_component_iterator::getMC() {
-    Mc_stats res;
-    while (!work.empty()) {
-        monochromatic_component_iterator::work_item w = front(work);
-        work.pop();
-
-        for (const auto &neighbor : neighbors(w)) {
-            if (neighbor.curr != w.curr) {
-                /*if (neighbor.colorid != w.colorid) {
-                    res.min_dist = std::min(res.min_dist, manhattanDist(neighbor.colorid, w.colorid));
-                }*/
-                if (visited[neighbor.idx] == 0) {
-                    if (neighbor.colorid == w.colorid) {
-                        res.nodeCnt++;
-                        work.push(neighbor);
-                    }
-                }
-            }
-        }
-        visited[w.idx] = 1; // set the corresponding bit
-    }
-    return res;
-}
-
 /*
  * ===  FUNCTION  ============================================================
  *         Name:  main
@@ -302,11 +298,16 @@ Mc_stats monochromatic_component_iterator::getMC() {
  */
 
 int main ( int argc, char *argv[] ) {
-    std::cout << argc << " ....... \n";
 
     std::string cqf_file = argv[1];
     std::cout << cqf_file << "\n";
     std::string eq_file = argv[2];
     std::cout << eq_file << "\n";
     CQF<KeyObject> cqf(cqf_file, false);
+    monochromatic_component_iterator mci(&cqf);
+    //while(!mci.done()) {
+    for (auto i = 0; i < 10; i++) {
+        std::cout << (*mci).nodeCnt << "\n";
+        ++mci;
+    }
 }

From dc466a8fe9e47b7ba2c21ffbbda7f4f3c20bce6d Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 6 Jun 2018 11:10:39 -0400
Subject: [PATCH 006/122] included kmer.h

---
 include/monochromatic_component_iterator.h |  75 +--------
 src/monochromatic_component_iterator.cc    | 180 ---------------------
 2 files changed, 1 insertion(+), 254 deletions(-)

diff --git a/include/monochromatic_component_iterator.h b/include/monochromatic_component_iterator.h
index 5f277ef..949f159 100644
--- a/include/monochromatic_component_iterator.h
+++ b/include/monochromatic_component_iterator.h
@@ -22,84 +22,11 @@
 #include "tsl/sparse_map.h"
 #include "sdsl/bit_vectors.hpp"
 //#include "bitvector.h"
+#include "kmer.h"
 #include "cqf.h"
 #include "hashutil.h"
 #include "common_types.h"
 
-namespace dna {
-
-/////////////// bases /////////////////
-    enum base {
-        C = 0, A = 1, T = 2, G = 3
-    };
-
-    base operator-(base b); // return the complementary base
-    extern const base bases[4];
-    extern const std::map<char, base> base_from_char;
-    extern const std::map<base, char> base_to_char;
-
-///////////// kmers /////////////////////
-    class kmer {
-    public:
-        int len;
-        uint64_t val;
-
-        kmer(void);
-
-        kmer(base b);
-
-        kmer(int l, uint64_t v);
-
-        kmer(std::string s);
-
-        // Convert to string
-        operator std::string() const;
-    };
-
-    bool operator<(kmer a, kmer b);
-
-    bool operator==(kmer a, kmer b);
-
-    bool operator!=(kmer a, kmer b);
-
-// Return the reverse complement of k
-    kmer operator-(kmer k);
-
-    kmer canonicalize(kmer k);
-
-// Return the kmer of length |a| that results from shifting b into a
-// from the right
-    kmer operator<<(kmer a, kmer b);
-
-// Return the kmer of length |b| that results from shifting a into b
-// from the left
-    kmer operator>>(kmer a, kmer b);
-
-// Append two kmers
-    kmer operator+(kmer a, kmer b);
-
-    kmer suffix(kmer k, int len);
-
-    kmer prefix(kmer k, int len);
-
-// The purpose of this class is to enable us to declare containers
-// as holding canonical kmers, e.g. set<canonical_kmer>.  Then all
-// inserts/queries/etc will automatically canonicalize their
-// arguments.
-    class canonical_kmer : public kmer {
-    public:
-        canonical_kmer(void);
-
-        canonical_kmer(base b);
-
-        canonical_kmer(int l, uint64_t v);
-
-        canonical_kmer(std::string s);
-
-        canonical_kmer(kmer k);
-    };
-}
-
 struct Mc_stats {
     uint64_t nodeCnt = 1;
     uint64_t min_dist = -1; // infinity
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index b473ed0..3bc8d79 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -6,186 +6,6 @@
 
 uint64_t start_time;
 
-namespace dna {
-
-    /////////////// bases /////////////////
-    base operator-(base b) {
-        return (base)((~((uint64_t) b)) & 0x3ULL);
-    }
-
-    const base bases[4] = {C, A, T, G};
-    const std::map<char, base> base_from_char = {{'A', A},
-                                            {'C', C},
-                                            {'G', G},
-                                            {'T', T},
-                                            {'N', A}};
-    const std::map<base, char> base_to_char = {{A, 'A'},
-                                          {C, 'C'},
-                                          {G, 'G'},
-                                          {T, 'T'}};
-
-    ///////////// kmers /////////////////////
-    kmer::kmer(void) : len(0), val(0) {}
-
-    kmer::kmer(base b) : len(1), val((uint64_t) b) {}
-
-    kmer::kmer(int l, uint64_t v) : len(l), val(v & BITMASK(2 * l)) {
-        assert(l <= 32);
-    }
-
-    static uint64_t string_to_kmer_val(std::string s) {
-        uint64_t val = 0;
-        for (auto c : s)
-            val = (val << 2) | ((uint64_t) (base_from_char.at(c)));
-        return val;
-    }
-
-    kmer::kmer(std::string s) : len(s.size()), val(string_to_kmer_val(s)) {
-        assert(s.size() <= 32);
-    }
-
-    // Convert to string
-    kmer::operator std::string() const {
-        std::string s;
-        for (auto i = 1; i < len + 1; i++)
-            s = s + base_to_char.at((base)((val >> (2 * (len - i))) & BITMASK(2)));
-        return s;
-    }
-
-    bool operator<(kmer a, kmer b) {
-        return a.len != b.len ? a.len < b.len : a.val < b.val;
-    }
-
-    bool operator==(kmer a, kmer b) {
-        return a.len == b.len && a.val == b.val;
-    }
-
-    bool operator!=(kmer a, kmer b) {
-        return !operator==(a, b);
-    }
-
-    // Return the reverse complement of k
-    kmer operator-(kmer k) {
-        uint64_t val = k.val;
-        val =
-                (val >> 32) |
-                (val << 32);
-        val =
-                ((val >> 16) & 0x0000ffff0000ffff) |
-                ((val << 16) & 0xffff0000ffff0000);
-        val =
-                ((val >> 8) & 0x00ff00ff00ff00ff) |
-                ((val << 8) & 0xff00ff00ff00ff00);
-        val =
-                ((val >> 4) & 0x0f0f0f0f0f0f0f0f) |
-                ((val << 4) & 0xf0f0f0f0f0f0f0f0);
-        val =
-                ((val >> 2) & 0x3333333333333333) |
-                ((val << 2) & 0xcccccccccccccccc);
-        val = ~val;
-        val >>= 64 - 2 * k.len;
-        return kmer(k.len, val);
-    }
-
-    // backwards from standard definition to match kmer.h definition
-    kmer canonicalize(kmer k) {
-        return -k < k ? k : -k;
-    }
-
-    // Return the kmer of length |a| that results from shifting b into a
-    // from the right
-    kmer operator<<(kmer a, kmer b) {
-        uint64_t val = ((a.val << (2 * b.len)) | b.val) & BITMASK(2 * a.len);
-        return kmer(a.len, val);
-    }
-
-    // Return the kmer of length |b| that results from shifting b into a
-    // from the left
-    kmer operator>>(kmer a, kmer b) {
-        uint64_t val
-                = ((b.val >> (2 * a.len)) | (a.val << (2 * (b.len - a.len))))
-                  & BITMASK(2 * b.len);
-        return kmer(b.len, val);
-    }
-
-    // Append two kmers
-    kmer operator+(kmer a, kmer b) {
-        int len = a.len + b.len;
-        assert(len <= 32);
-        uint64_t val = (a.val << (2 * b.len)) | b.val;
-        return kmer(len, val);
-    }
-
-    kmer prefix(kmer k, int len) { return kmer(len, k.val >> (2 * (k.len - len))); }
-
-    kmer suffix(kmer k, int len) { return kmer(len, k.val & BITMASK(2 * len)); }
-
-    bool period_divides(kmer k, uint64_t periodicity) {
-        static const uint64_t multipliers[33] =
-                {
-                        0,
-                        0x5555555555555555, // 1
-                        0x1111111111111111, // 2
-                        0x1041041041041041, // 3
-                        0x0101010101010101, // 4
-                        0x1004010040100401, // 5
-                        0x1001001001001001, // 6
-                        0x0100040010004001, // 7
-                        0x0001000100010001, // 8
-                        0x0040001000040001, // 9
-                        0x1000010000100001, // 10
-                        0x0000100000400001, // 11
-                        0x0001000001000001, // 12
-                        0x0010000004000001, // 13
-                        0x0100000010000001, // 14
-                        0x1000000040000001, // 15
-                        0x0000000100000001, // 16
-                        0x0000000400000001, // 17
-                        0x0000001000000001, // 18
-                        0x0000004000000001, // 19
-                        0x0000010000000001, // 20
-                        0x0000040000000001, // 21
-                        0x0000100000000001, // 22
-                        0x0000400000000001, // 23
-                        0x0001000000000001, // 24
-                        0x0004000000000001, // 25
-                        0x0010000000000001, // 26
-                        0x0040000000000001, // 27
-                        0x0100000000000001, // 28
-                        0x0400000000000001, // 29
-                        0x1000000000000001, // 30
-                        0x4000000000000001, // 31
-                        0x0000000000000001, // 32
-                };
-        uint64_t piece = k.val & BITMASK(2 * periodicity);
-        piece = piece * multipliers[periodicity];
-        piece = piece & BITMASK(2 * k.len);
-        return piece == k.val;
-    }
-
-    uint64_t period(kmer k) {
-        for (int i = 1; i <= k.len; i++) {
-            if (period_divides(k, i))
-                return i;
-        }
-        abort();
-    }
-
-    canonical_kmer::canonical_kmer(void) : kmer() {}
-
-    canonical_kmer::canonical_kmer(base b) : kmer(canonicalize(kmer(b))) {}
-
-    canonical_kmer::canonical_kmer(int l, uint64_t v)
-            : kmer(canonicalize(kmer(l, v))) {}
-
-    canonical_kmer::canonical_kmer(std::string s) : kmer(canonicalize(kmer(s))) {}
-
-    canonical_kmer::canonical_kmer(kmer k) : kmer(canonicalize(k)) {}
-
-}
-
-
-
 monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g)
         : cqf(g), it(g->begin(0)) {
     // initialize cqf iterator

From 87cb8e03b5ee699ba2face2b5456f5ec5b3e3397 Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 6 Jun 2018 16:27:13 -0400
Subject: [PATCH 007/122] fixed the bugs in the bfs algorithm and logic of
 operators

---
 include/monochromatic_component_iterator.h |   8 +-
 src/monochromatic_component_iterator.cc    | 111 +++++++++++----------
 2 files changed, 62 insertions(+), 57 deletions(-)

diff --git a/include/monochromatic_component_iterator.h b/include/monochromatic_component_iterator.h
index 5f277ef..c55b470 100644
--- a/include/monochromatic_component_iterator.h
+++ b/include/monochromatic_component_iterator.h
@@ -101,7 +101,7 @@ namespace dna {
 }
 
 struct Mc_stats {
-    uint64_t nodeCnt = 1;
+    uint64_t nodeCnt = 0;
     uint64_t min_dist = -1; // infinity
 };
 
@@ -119,7 +119,7 @@ class monochromatic_component_iterator {
         work_item(node currin, uint64_t idxin, uint64_t coloridin) : curr(currin), idx(idxin), colorid(coloridin) {}
 
         bool operator<(const work_item &item2) const {
-            return (*this).idx < item2.idx;
+            return (*this).curr < item2.curr;
         }
     };
 
@@ -129,13 +129,13 @@ class monochromatic_component_iterator {
     Mc_stats operator*(void);
 
     monochromatic_component_iterator(const CQF<KeyObject> *g);
+    uint64_t cntr = 0;
 
 private:
 
     uint32_t k;
     std::queue<work_item> work;
-
-
+    std::unordered_set<uint64_t> visitedKeys;
     const CQF<KeyObject> *cqf;
     CQF<KeyObject>::Iterator it;
     sdsl::bit_vector visited;
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index b473ed0..771ef13 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -10,19 +10,19 @@ namespace dna {
 
     /////////////// bases /////////////////
     base operator-(base b) {
-        return (base)((~((uint64_t) b)) & 0x3ULL);
+        return (base) ((~((uint64_t) b)) & 0x3ULL);
     }
 
     const base bases[4] = {C, A, T, G};
     const std::map<char, base> base_from_char = {{'A', A},
-                                            {'C', C},
-                                            {'G', G},
-                                            {'T', T},
-                                            {'N', A}};
+                                                 {'C', C},
+                                                 {'G', G},
+                                                 {'T', T},
+                                                 {'N', A}};
     const std::map<base, char> base_to_char = {{A, 'A'},
-                                          {C, 'C'},
-                                          {G, 'G'},
-                                          {T, 'T'}};
+                                               {C, 'C'},
+                                               {G, 'G'},
+                                               {T, 'T'}};
 
     ///////////// kmers /////////////////////
     kmer::kmer(void) : len(0), val(0) {}
@@ -48,7 +48,7 @@ namespace dna {
     kmer::operator std::string() const {
         std::string s;
         for (auto i = 1; i < len + 1; i++)
-            s = s + base_to_char.at((base)((val >> (2 * (len - i))) & BITMASK(2)));
+            s = s + base_to_char.at((base) ((val >> (2 * (len - i))) & BITMASK(2)));
         return s;
     }
 
@@ -185,12 +185,11 @@ namespace dna {
 }
 
 
-
 monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g)
         : cqf(g), it(g->begin(0)) {
     // initialize cqf iterator
-    k = cqf->keybits()/2;
-    std::cerr << " k : " << k << "\n";
+    k = cqf->keybits() / 2;
+    std::cerr << "k : " << k << "\n";
     //it = &(cqf->begin(0));
     sdsl::util::assign(visited, sdsl::bit_vector(cqf->slots(), 0));
     std::cerr << "slots: " << cqf->slots() << "\n";
@@ -200,84 +199,89 @@ monochromatic_component_iterator::monochromatic_component_iterator(const CQF<Key
 }
 
 monochromatic_component_iterator::work_item
-monochromatic_component_iterator::front(std::queue <monochromatic_component_iterator::work_item> &w) {
+monochromatic_component_iterator::front(std::queue<monochromatic_component_iterator::work_item> &w) {
     return w.front();
 }
 
-bool monochromatic_component_iterator::done() {return it.done();}
+bool monochromatic_component_iterator::done() { return it.done(); }
+
 void monochromatic_component_iterator::operator++(void) {
-    std::cerr << "++ ";
+
+    if (it.done()) return; // don't cross the bound (undefined behaviour)
+        ++it;
+    auto keyFromKmer = [this](KeyObject keyobj) {
+        return HashUtil::hash_64i(keyobj.key, BITMASK(this->cqf->keybits()));
+    };
     while (!it.done()) {
-        std::cerr << " , " << it.iter.current << " " << (bool)(visited[it.iter.current]) << " ";
-        if ((bool)(visited[it.iter.current])) {
+        if (visitedKeys.find(keyFromKmer(*it)) != visitedKeys.end()) { //(bool)(visited[it.iter.current])) {
             ++it;
-            //std::cerr << " ++it ";
-        }
-        else {
+        } else {
             break;
-            std::cerr << " break\n";
         }
     }
-    std::cerr << "\n";
-    if (it.done()) return;
-
-    KeyObject keyobj = *it;
-    node root(k, HashUtil::hash_64i(keyobj.key, BITMASK(cqf->keybits())));
-    monochromatic_component_iterator::work_item neww = {root,0, 0};
-    work.push(neww);
 }
 
 Mc_stats monochromatic_component_iterator::operator*(void) {
-    if (work.empty()) {
-        std::cerr << "Throw Exception. We're out of bound for CQF.\n";
+    if (!work.empty()) {
+        std::cerr << "Throw Exception. The work queue should be empty at this point.\n";
         std::exit(1);
     }
-    //return getMC();
     Mc_stats res;
+    if (it.done()) return res;
+
+    KeyObject keyobj = *it;
+    node root(k, HashUtil::hash_64i(keyobj.key, BITMASK(cqf->keybits())));
+    monochromatic_component_iterator::work_item neww = {root, it.iter.current, keyobj.count};
+    work.push(neww);
+
     while (!work.empty()) {
         work_item w = front(work);
         work.pop();
-
-        std::cerr << "for w " << w.idx << " : ";
+        // pass over those that have been already visited
+        if (visitedKeys.find(w.curr.val) != visitedKeys.end()) {
+            continue;
+        }
+        //std::cerr << "for w " << std::string(w.curr) << " : ";
         for (auto &neighbor : neighbors(w)) {
-            std::cerr << "n " << neighbor.idx << " ";
+            //std::cerr << "n " << std::string(neighbor.curr) << " ";
             if (neighbor.curr != w.curr) {
                 /*if (neighbor.colorid != w.colorid) {
                     res.min_dist = std::min(res.min_dist, manhattanDist(neighbor.colorid, w.colorid));
                 }*/
-                if (visited[neighbor.idx] == 0) {
+                if (visitedKeys.find(neighbor.curr.val) == visitedKeys.end()) { //visited[neighbor.idx] == 0) {
                     if (neighbor.colorid == w.colorid) {
-                        res.nodeCnt++;
                         work.push(neighbor);
                     }
                 }
             }
-            else {
-                std::cerr << " same || ";
-            }
         }
+        //std::cerr << "\n";
+        visitedKeys.insert(w.curr.val);
+        res.nodeCnt++;
         visited[w.idx] = 1; // set the corresponding bit
-        std::cerr << " idx " << w.idx << " visited " << visited[w.idx] << "\n";
+        cntr++;
+        if (visitedKeys.size() % 1000000 == 0)
+            std::cerr << "visited " << cntr << " kmers\n";
+        //std::cerr << " idx " << w.idx << " visited " << visited[w.idx] << "\n";
 
     }
     return res;
 }
 
-std::set <monochromatic_component_iterator::work_item>
-        monochromatic_component_iterator::neighbors(monochromatic_component_iterator::work_item n)  {
-    std::set <work_item> result;
+std::set<monochromatic_component_iterator::work_item>
+monochromatic_component_iterator::neighbors(monochromatic_component_iterator::work_item n) {
+    std::set<work_item> result;
     for (const auto b : dna::bases) {
         uint64_t eqid, idx;
-        if (exists(b + n.curr, idx, eqid))
+        if (exists(b >> n.curr/*b + n.curr*/, idx, eqid))
             result.insert(work_item(b >> n.curr, idx, eqid));
-        if (exists(n.curr + b, idx, eqid))
+        if (exists(n.curr << b/*n.curr + b*/, idx, eqid))
             result.insert(work_item(n.curr << b, idx, eqid));
     }
     return result;
 }
 
-bool monochromatic_component_iterator::exists(edge e, uint64_t& idx, uint64_t& eqid) {
-    // no correction for exact CQF. right?
+bool monochromatic_component_iterator::exists(edge e, uint64_t &idx, uint64_t &eqid) {
     uint64_t tmp = e.val;
     KeyObject key(HashUtil::hash_64(tmp, BITMASK(cqf->keybits())), 0, 0);
     auto eq_idx = cqf->queryValAndIdx(key);
@@ -297,17 +301,18 @@ bool monochromatic_component_iterator::exists(edge e, uint64_t& idx, uint64_t& e
  * ===========================================================================
  */
 
-int main ( int argc, char *argv[] ) {
+int main(int argc, char *argv[]) {
 
     std::string cqf_file = argv[1];
-    std::cout << cqf_file << "\n";
     std::string eq_file = argv[2];
-    std::cout << eq_file << "\n";
     CQF<KeyObject> cqf(cqf_file, false);
     monochromatic_component_iterator mci(&cqf);
-    //while(!mci.done()) {
-    for (auto i = 0; i < 10; i++) {
-        std::cout << (*mci).nodeCnt << "\n";
+    uint64_t cntrr = 0;
+    while (!mci.done()) {
+        cntrr++;
+        //for (auto i = 0; i < 3; i++) {
+        //std::cout << (*mci).nodeCnt << "\n";
         ++mci;
     }
+    std::cerr << "cntr: " << cntrr << "\n";
 }

From a69a7f4af3c4d87628621eec68bc1eb9548bc7ee Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 6 Jun 2018 16:30:26 -0400
Subject: [PATCH 008/122] reformating

---
 src/monochromatic_component_iterator.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index 771ef13..a1d5784 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -208,7 +208,7 @@ bool monochromatic_component_iterator::done() { return it.done(); }
 void monochromatic_component_iterator::operator++(void) {
 
     if (it.done()) return; // don't cross the bound (undefined behaviour)
-        ++it;
+    ++it;
     auto keyFromKmer = [this](KeyObject keyobj) {
         return HashUtil::hash_64i(keyobj.key, BITMASK(this->cqf->keybits()));
     };

From 9a11b78f1f3a773cf0cb67d0044a04c06f05bb7a Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 6 Jun 2018 16:39:00 -0400
Subject: [PATCH 009/122] correct version (not scalable yet)

---
 src/monochromatic_component_iterator.cc | 11 ++---------
 1 file changed, 2 insertions(+), 9 deletions(-)

diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index a1d5784..3e2ac7c 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -188,13 +188,10 @@ namespace dna {
 monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g)
         : cqf(g), it(g->begin(0)) {
     // initialize cqf iterator
-    k = cqf->keybits() / 2;
+    k = cqf->keybits() / 2; // 2-bit encoded
     std::cerr << "k : " << k << "\n";
-    //it = &(cqf->begin(0));
     sdsl::util::assign(visited, sdsl::bit_vector(cqf->slots(), 0));
     std::cerr << "slots: " << cqf->slots() << "\n";
-    // initialize the first item and get to done if it's empty
-    ++(*this);
 
 }
 
@@ -307,12 +304,8 @@ int main(int argc, char *argv[]) {
     std::string eq_file = argv[2];
     CQF<KeyObject> cqf(cqf_file, false);
     monochromatic_component_iterator mci(&cqf);
-    uint64_t cntrr = 0;
     while (!mci.done()) {
-        cntrr++;
-        //for (auto i = 0; i < 3; i++) {
-        //std::cout << (*mci).nodeCnt << "\n";
+        std::cout << (*mci).nodeCnt << "\n";
         ++mci;
     }
-    std::cerr << "cntr: " << cntrr << "\n";
 }

From fc37687314652dab1feb5f6599a74ad030fbc9c2 Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Mon, 11 Jun 2018 01:28:36 -0400
Subject: [PATCH 010/122] Added the distance calculator

---
 include/monochromatic_component_iterator.h | 11 ++-
 src/monochromatic_component_iterator.cc    | 87 +++++++++++++++++++---
 2 files changed, 85 insertions(+), 13 deletions(-)

diff --git a/include/monochromatic_component_iterator.h b/include/monochromatic_component_iterator.h
index c55b470..3aceacc 100644
--- a/include/monochromatic_component_iterator.h
+++ b/include/monochromatic_component_iterator.h
@@ -15,13 +15,14 @@
 #include <unordered_map>
 #include <set>
 #include <unordered_set>
+#include <vector>
 
 #include <inttypes.h>
 
 #include "sparsepp/spp.h"
 #include "tsl/sparse_map.h"
 #include "sdsl/bit_vectors.hpp"
-//#include "bitvector.h"
+#include "bitvector.h"
 #include "cqf.h"
 #include "hashutil.h"
 #include "common_types.h"
@@ -128,7 +129,11 @@ class monochromatic_component_iterator {
 
     Mc_stats operator*(void);
 
-    monochromatic_component_iterator(const CQF<KeyObject> *g);
+//monochromatic_component_iterator(const CQF<KeyObject> *g);
+    monochromatic_component_iterator(const CQF<KeyObject> *g,
+                                     BitVectorRRR& bvin,
+                                    uint64_t num_samplesin=2586);
+    void neighborDist();
     uint64_t cntr = 0;
 
 private:
@@ -138,6 +143,8 @@ class monochromatic_component_iterator {
     std::unordered_set<uint64_t> visitedKeys;
     const CQF<KeyObject> *cqf;
     CQF<KeyObject>::Iterator it;
+    BitVectorRRR& bv;
+    uint64_t num_samples;
     sdsl::bit_vector visited;
 
     bool exists(edge e, uint64_t &idx, uint64_t &eqid);
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index 3e2ac7c..deece47 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -185,14 +185,18 @@ namespace dna {
 }
 
 
-monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g)
-        : cqf(g), it(g->begin(0)) {
+//////////////////////////////// monochromatic_component_iterator //////////////////////////
+
+monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g,
+                                                                   BitVectorRRR& bvin,
+                                                                   uint64_t num_samplesin)
+        : cqf(g), it(g->begin(0)), bv(bvin), num_samples(num_samplesin) {
     // initialize cqf iterator
     k = cqf->keybits() / 2; // 2-bit encoded
     std::cerr << "k : " << k << "\n";
     sdsl::util::assign(visited, sdsl::bit_vector(cqf->slots(), 0));
+    std::cerr << "kmers: " << cqf->size() << "\n";
     std::cerr << "slots: " << cqf->slots() << "\n";
-
 }
 
 monochromatic_component_iterator::work_item
@@ -210,7 +214,8 @@ void monochromatic_component_iterator::operator++(void) {
         return HashUtil::hash_64i(keyobj.key, BITMASK(this->cqf->keybits()));
     };
     while (!it.done()) {
-        if (visitedKeys.find(keyFromKmer(*it)) != visitedKeys.end()) { //(bool)(visited[it.iter.current])) {
+        if (visitedKeys.find(keyFromKmer(*it)) != visitedKeys.end()) {
+            //if ((bool)(visited[it.iter.current])) {
             ++it;
         } else {
             break;
@@ -236,6 +241,7 @@ Mc_stats monochromatic_component_iterator::operator*(void) {
         work.pop();
         // pass over those that have been already visited
         if (visitedKeys.find(w.curr.val) != visitedKeys.end()) {
+            //if (visited[w.idx]) {
             continue;
         }
         //std::cerr << "for w " << std::string(w.curr) << " : ";
@@ -245,7 +251,8 @@ Mc_stats monochromatic_component_iterator::operator*(void) {
                 /*if (neighbor.colorid != w.colorid) {
                     res.min_dist = std::min(res.min_dist, manhattanDist(neighbor.colorid, w.colorid));
                 }*/
-                if (visitedKeys.find(neighbor.curr.val) == visitedKeys.end()) { //visited[neighbor.idx] == 0) {
+                if (visitedKeys.find(neighbor.curr.val) == visitedKeys.end()) {
+                    //if (visited[neighbor.idx] == 0) {
                     if (neighbor.colorid == w.colorid) {
                         work.push(neighbor);
                     }
@@ -258,6 +265,7 @@ Mc_stats monochromatic_component_iterator::operator*(void) {
         visited[w.idx] = 1; // set the corresponding bit
         cntr++;
         if (visitedKeys.size() % 1000000 == 0)
+            //if (cntr % 1000000 == 0)
             std::cerr << "visited " << cntr << " kmers\n";
         //std::cerr << " idx " << w.idx << " visited " << visited[w.idx] << "\n";
 
@@ -290,6 +298,50 @@ bool monochromatic_component_iterator::exists(edge e, uint64_t &idx, uint64_t &e
     return false;
 }
 
+uint64_t monochromatic_component_iterator::manhattanDist(uint64_t eqid1, uint64_t eqid2) {
+    uint64_t dist{0};
+    std::vector<uint64_t> eq1(( (num_samples-1) / 64) + 1), eq2(( (num_samples-1) / 64) + 1);
+    auto colorbuilder = [this](std::vector<uint64_t> &eq, uint64_t eqid) {
+        uint64_t i{0}, bitcnt{0}, wrdcnt{0};
+        while (i < this->num_samples) {
+            bitcnt = std::min(this->num_samples - i, (uint64_t)64);
+            uint64_t wrd = (this->bv).get_int(this->num_samples * eqid + i, bitcnt);
+            eq[wrdcnt++] = wrd;
+            i += bitcnt;
+        }
+    };
+    colorbuilder(eq1, eqid1);
+    colorbuilder(eq2, eqid2);
+
+    for(uint64_t i = 0; i < eq1.size(); i++) {
+        if (eq1[i] != eq2[i])
+            dist += sdsl::bits::cnt(eq1[i] ^ eq2[i]);
+    }
+    return dist;
+
+}
+
+void monochromatic_component_iterator::neighborDist() {
+    KeyObject keyobj = *it;
+    //std::cout << "keyobj cnt: " << keyobj.count << "\n";
+    node curn(k, HashUtil::hash_64i(keyobj.key, BITMASK(cqf->keybits())));
+    work_item cur = {curn, it.iter.current, keyobj.count};
+    uint64_t mind{UINTMAX_MAX}, meand{0}, maxd{0}, neighborCnt{0};
+    for (auto& nei : neighbors(cur)) {
+        neighborCnt++;
+        if (nei.colorid != cur.colorid) {
+            //std::cerr << cur.colorid << " other: " << nei.colorid << "\n";
+            auto d = manhattanDist(nei.colorid, cur.colorid);
+            mind = std::min(mind, d);
+            maxd = std::max(maxd, d);
+            meand += d;
+        }
+        else
+            mind = 0;
+    }
+    std::cout << neighborCnt << "\t" << (neighborCnt?(mind):0) << "\t"
+              << (neighborCnt?(meand/neighborCnt):0) << "\t" << maxd << "\n";
+}
 
 /*
  * ===  FUNCTION  ============================================================
@@ -300,12 +352,25 @@ bool monochromatic_component_iterator::exists(edge e, uint64_t &idx, uint64_t &e
 
 int main(int argc, char *argv[]) {
 
-    std::string cqf_file = argv[1];
-    std::string eq_file = argv[2];
+    std::string command = argv[1];
+    std::string cqf_file = argv[2];
+    std::string eq_file = argv[3];
+    uint64_t num_samples = 2586;
+    if (argc > 4)
+        num_samples = std::stoull(argv[4]);
+    std::cerr << "num samples: " << num_samples << "\n";
     CQF<KeyObject> cqf(cqf_file, false);
-    monochromatic_component_iterator mci(&cqf);
-    while (!mci.done()) {
-        std::cout << (*mci).nodeCnt << "\n";
-        ++mci;
+    BitVectorRRR bv(eq_file);
+    monochromatic_component_iterator mci(&cqf, bv, num_samples);
+    if (command == "monocomp") {
+        while (!mci.done()) {
+            std::cout << (*mci).nodeCnt << "\n";
+            ++mci;
+        }
+    } else if (command == "neighborDist") {
+        while (!mci.done()) {
+            mci.neighborDist();
+            ++mci;
+        }
     }
 }

From 28a0aab6ac67fd9216e06a777d86d2d81bc8ba5e Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 13 Jun 2018 12:16:40 -0400
Subject: [PATCH 011/122] walkEqcls provides different
 statistics/capabilities/tests that require traversing eq. cls. table

---
 src/walkEqcls.cc | 830 +++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 830 insertions(+)
 create mode 100644 src/walkEqcls.cc

diff --git a/src/walkEqcls.cc b/src/walkEqcls.cc
new file mode 100644
index 0000000..743906f
--- /dev/null
+++ b/src/walkEqcls.cc
@@ -0,0 +1,830 @@
+
+#include "compressedSetBit.h"
+#include "hashutil.h"
+#include "bitvector.h"
+#include "sdsl/bits.hpp"
+#include "sparsepp/spp.h"
+
+#include <time.h>
+#include <random>
+#include <sstream>
+#include <algorithm>
+
+
+void print_time_elapsed(string desc, struct timeval *start, struct timeval *end) {
+    struct timeval elapsed;
+    if (start->tv_usec > end->tv_usec) {
+        end->tv_usec += 1000000;
+        end->tv_sec--;
+    }
+    elapsed.tv_usec = end->tv_usec - start->tv_usec;
+    elapsed.tv_sec = end->tv_sec - start->tv_sec;
+    float time_elapsed = (elapsed.tv_sec * 1000000 + elapsed.tv_usec) / 1000000.f;
+    std::cout << desc << "Total Time Elapsed: " << to_string(time_elapsed) << " seconds" << std::endl;
+}
+
+// @input
+// cnt: setbit cnt 
+// num_samples: total number of bits
+// @return true if the output of delta_compression/decompression is the same as bitvector_rrr
+//template<typename IndexSizeT>
+bool validate(uint16_t cnt, uint16_t num_samples = 2586) {
+    std::cout << "\n[Validate]\n";
+
+    std::cout << "validate for " << cnt << " set bits out of " << num_samples << "\n";
+    std::set<uint32_t> randIdx;
+
+    BitVector bv(num_samples);
+    std::vector<uint32_t> idxList(cnt);
+    size_t i = 0;
+    while (i < cnt) {
+        //std::cout << "i:"<<i<<"\n";
+        uint32_t currIdx = rand() % num_samples;
+        //std::cout << "b" << currIdx << "\n";
+        if (randIdx.find(currIdx) != randIdx.end()) continue;
+        randIdx.insert(currIdx);
+        bv.set(currIdx);
+        idxList[i] = currIdx;
+        //std::cout << currIdx << "\n";
+        i++;
+    }
+    BitVectorRRR bvr(bv);
+    std::vector<uint32_t> bvr_idxList;
+    uint16_t wrdCnt = 64;
+    for (uint16_t i = 0; i < num_samples; i += wrdCnt) {
+        wrdCnt = std::min((uint16_t) 64, (uint16_t) (num_samples - i));
+        uint64_t wrd = bvr.get_int(i, wrdCnt);
+        for (uint16_t j = 0, idx = i; j < wrdCnt; j++, idx++) {
+            if (wrd >> j & 0x01) {
+                //std::cout << i << " " << j << "\n";
+                bvr_idxList.push_back(idx);
+            }
+        }
+    }
+    //std::cout <<"\nidx size: " << idxList.size() << "\n";
+    CompressedSetBit<uint32_t> setBitList(idxList);
+
+    vector <uint32_t> output;
+    setBitList.uncompress(output);
+    //std::cout << "\nAfter compress&decompress size is " << output.size() << "\n";
+    if (output.size() != bvr_idxList.size()) {
+        std::cout << "rrr idx list size: " << bvr_idxList.size() << " deltac size: " << output.size() << "\n";
+        return false;
+    }
+    for (size_t i = 0; i < output.size(); i++)
+        if (output[i] != bvr_idxList[i]) {
+            std::cout << i << " rrr idx: " << bvr_idxList[i] << " deltac: " << output[i] << "\n";
+            return false;
+        }
+    return true;
+}
+
+/*
+ * validates if the rrr bvs in the input directory all together have unique rows
+ */
+void validate_uniqueness(std::string &directory, size_t num_samples) {
+    spp::sparse_hash_map<BitVector, uint64_t, sdslhash<BitVector>> eqMap;
+    uint64_t cntr = 0;
+
+    for (auto f = 0; f < 12; f++) {
+        uint64_t curCntr = 0;
+        std::string filename = directory + std::to_string(f) + "_eqclass_rrr.cls";
+        BitVectorRRR eqcls(filename);
+        //subPattern.calcHash();
+        uint64_t bitcntr = 0;
+        while (bitcntr < eqcls.bit_size()) {
+            std::cerr << "\n" << curCntr << "\n";
+
+            BitVector eq(num_samples);
+            size_t i = 0;
+            while (i < num_samples) {
+                size_t bitCnt = std::min(num_samples - i, (size_t) 64);
+                size_t wrd = eqcls.get_int(curCntr * num_samples + i, bitCnt);
+                for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
+                    if ((wrd >> j) & 0x01) {
+                        eq.set(curIdx);
+
+                    } else {
+                        std::cerr << curIdx << " ";
+                    }
+                }
+                i += bitCnt;
+                bitcntr += bitCnt;
+            }
+            // Find if the eqclass of the kmer is already there.
+            // If it is there then increment the abundance.
+            // Else create a new eq class.
+            if (eqMap.find(eq) == eqMap.end()) {
+                eqMap.emplace(std::piecewise_construct, std::forward_as_tuple(eq), std::forward_as_tuple(cntr));
+            } else { // eq class is seen before. Throw exception
+                std::cerr << "\nFound an already existing equivalence class pattern. eq. number "
+                          << cntr << " file " << f << " cur cntr: " << curCntr
+                          << " before: " << eqMap[eq] << "\n";
+                std::exit(1);
+            }
+            cntr++;
+            curCntr++;
+        }
+    }
+
+
+}
+
+void compareCompressions(std::string &filename, size_t num_samples) {
+    std::cout << "\n[CompareCompressions]\n";
+    size_t gtBV = 0;
+    size_t gtBVR = 0;
+    size_t bvrGTbv = 0;
+    size_t bvEQbvr = 0;
+    size_t compressedSum = 0;
+    size_t bvSum = 0;
+    size_t bvrSum = 0;
+
+    size_t roundIdxCnt = 0;
+    size_t totalIdxCnt = 0;
+    BitVectorRRR eqcls(filename);
+    size_t totalEqClsCnt = eqcls.bit_size() / num_samples; //222584822;
+    std::cout << "Total bit size: " << eqcls.bit_size() << "\ntotal # of equivalence classes: " << totalEqClsCnt
+              << "\n";
+    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
+        BitVector bv(num_samples);
+        std::vector<uint32_t> idxList;
+        idxList.reserve(num_samples);
+        size_t i = 0;
+        while (i < num_samples) {
+            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
+            size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
+            for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
+                if ((wrd >> j) & 0x01) {
+                    bv.set(curIdx);
+                    idxList.push_back(curIdx);
+                }
+            }
+            i += bitCnt;
+        }
+        //if (idxList.size() == 0) std::cerr << "Error!! " << eqclsCntr << " Shouldn't ever happen\n";
+        totalIdxCnt += idxList.size();
+        roundIdxCnt += idxList.size();
+        if (eqclsCntr != 0 && (eqclsCntr) % 1000000 == 0) {
+            std::cout << "\n\nTotal number of experiments are : " << eqclsCntr <<
+                      "\nTotal average set bits: " << totalIdxCnt / eqclsCntr <<
+                      "\nThis round average set bits: " << roundIdxCnt / 1000000 <<
+                      "\nbv average size : " << bvSum / eqclsCntr <<
+                      "\nbvr average size : " << bvrSum / eqclsCntr <<
+                      "\ncompressed average size : " << compressedSum / eqclsCntr <<
+                      "\ncompressed > bv : " << gtBV << " or " << (gtBV * 100) / eqclsCntr << "% of the time" <<
+                      "\ncompressed > bvr : " << gtBVR << " or " << (gtBVR * 100) / eqclsCntr << "% of the time" <<
+                      "\nbvr > bv : " << bvrGTbv << " or " << (bvrGTbv * 100) / eqclsCntr << "% of the time" <<
+                      "\n";
+            roundIdxCnt = 0;
+        }
+
+        BitVectorRRR bvr(bv);
+        CompressedSetBit<uint64_t> setBitList(idxList);
+
+        size_t bvSize = bv.size_in_bytes();
+        size_t bvrSize = bvr.size_in_bytes();
+        size_t compressedSize = setBitList.size_in_bytes();
+        bvSum += bvSize;
+        bvrSum += bvrSize;
+        compressedSum += compressedSize;
+        if (compressedSize > bvSize) gtBV++;
+        if (compressedSize > bvrSize) gtBVR++;
+        if (bvrSize > bvSize) bvrGTbv++;
+        if (bvrSize == bvSize) bvEQbvr++;
+        //vector<uint32_t> output;
+        //setBitList.uncompress(output);
+    }
+    std::cout << "\n\n\nFinalResults:\n" <<
+              "Total number of experiments are : " << totalEqClsCnt << "\n" <<
+              "\nbv average size : " << bvSum / totalEqClsCnt <<
+              "\nbvr average size : " << bvrSum / totalEqClsCnt <<
+              "\ncompressed average size : " << compressedSum / totalEqClsCnt <<
+              "\nHow many times compressed > bv : " << gtBV << " or " << (gtBV * 100) / totalEqClsCnt << "% of the time"
+              <<
+              "\nHow many times compressed > bvr : " << gtBVR << " or " << (gtBVR * 100) / totalEqClsCnt
+              << "% of the time" <<
+              "\nHow many times bvr > bv : " << bvrGTbv << " or " << (bvrGTbv * 100) / totalEqClsCnt << "% of the time"
+              <<
+              "\nHow many times bvr == bv : " << bvEQbvr << " or " << (bvEQbvr * 100) / totalEqClsCnt << "% of the time"
+              <<
+              "\n";
+}
+
+void compareCopies(size_t num_samples) {
+    std::cout << "\n[CompareCopies]\n";
+
+    struct timeval start, end;
+    struct timezone tzp;
+
+    size_t numOfCopies = 10;
+
+    size_t bit_cnt = 1000000000;
+    size_t i;
+    sdsl::bit_vector bits(bit_cnt);
+    srand(time(NULL));
+
+    gettimeofday(&start, &tzp);
+    for (auto i = 0; i < 1000000; i++) {
+        bits[rand() % bit_cnt] = 1;
+    }
+    gettimeofday(&end, &tzp);
+    print_time_elapsed("Set random bits done: ", &start, &end);
+
+    sdsl::bit_vector bits2(bit_cnt);
+    sdsl::bit_vector bits3(bit_cnt);
+    sdsl::bit_vector bits4(bit_cnt + 1);
+
+    gettimeofday(&start, &tzp);
+    for (auto c = 0; c < numOfCopies; c++) {
+        bits2 = bits;
+    }
+    gettimeofday(&end, &tzp);
+    print_time_elapsed("MemCpy: ", &start, &end);
+
+    gettimeofday(&start, &tzp);
+    for (auto c = 0; c < numOfCopies; c++) {
+        i = 0;
+        while (i < bit_cnt) {
+            if (bits[i])
+                bits3[i] = 1;
+            i++;
+        }
+    }
+
+    gettimeofday(&end, &tzp);
+    print_time_elapsed("Index by index!: ", &start, &end);
+
+    gettimeofday(&start, &tzp);
+    for (auto c = 0; c < numOfCopies; c++) {
+        i = 0;
+        size_t j = 1;
+        while (i < bit_cnt) {
+            size_t bitCnt = std::min(bit_cnt - i, (size_t) 64);
+            size_t wrd = bits.get_int(i, bitCnt);
+            bits4.set_int(j, wrd, bitCnt);
+            i += bitCnt;
+            j += bitCnt;
+        }
+    }
+    gettimeofday(&end, &tzp);
+    print_time_elapsed("Read int and write int: ", &start, &end);
+
+}
+
+void splitRows(std::string filename,
+               std::string outdir,
+               uint64_t num_samples = 2586) {
+    //std::cerr << "1\n";
+    std::string eqfile;
+    std::ifstream eqlist(filename);
+    if (eqlist.is_open()) {
+        while (getline(myfile, eqfile)) {
+            sdsl::rrr_vector<63> bvr;
+            sdsl::load_from_file(bvr, eqfile);
+            /*sdsl::rank_support_rrr<1, 63> ranks(&bvr);
+            size_t prev = 0;
+            size_t cur = 0;
+            //std::cerr << "1\n";
+            for (uint64_t i = 1; i < 21; i++) {
+                cur = ranks(2586 * i);
+                std::cout << "rank: " << cur << " " << cur - prev << "\n";
+                prev = cur;
+            }
+            std::exit(1);*/
+            std::cerr << "loaded " << bvr.size() << "\n";
+            totalEqCls = bvr.size()/num_samples;
+            std::cerr << ""
+            sdsl::bit_vector eqcls(totalEqCls *num_samples, 0);
+            std::cerr << "created\n";
+            for (uint64_t i = 0; i < totalEqCls * num_samples; i += 64) {
+                uint64_t bitCnt = std::min(totalEqCls * num_samples - i, (uint64_t) 64);
+                uint64_t wrd = bvr.get_int(i, bitCnt);
+                //std::cerr << wrd << " ";
+                eqcls.set_int(i, wrd, bitCnt);
+            }
+            sdsl::store_to_file(eqcls, outfilename);
+
+        }
+        eqlist.close();
+    }
+
+}
+
+void decompress(std::string filename,
+                std::string outfilename,
+                uint64_t totalEqCls,
+                uint64_t num_samples = 2586) {
+    //std::cerr << "1\n";
+    sdsl::rrr_vector<63> bvr;
+    sdsl::load_from_file(bvr, filename);
+    sdsl::rank_support_rrr<1, 63> ranks(&bvr);
+    //std::cerr << "1\n";
+    totalEqCls = 1;
+    size_t prev = 0;
+    size_t cur = 0;
+    //std::cerr << "1\n";
+    for (uint64_t i = 1; i < 21; i++) {
+        cur = ranks(2586 * i);
+        std::cout << "rank: " << cur << " " << cur - prev << "\n";
+        prev = cur;
+    }
+    std::exit(1);
+    std::cerr << "loaded " << bvr.size() << "\n";
+    sdsl::bit_vector eqcls(totalEqCls * num_samples, 0);
+    std::cerr << "created\n";
+    for (uint64_t i = 0; i < totalEqCls * num_samples; i += 64) {
+        uint64_t bitCnt = std::min(totalEqCls * num_samples - i, (uint64_t) 64);
+        uint64_t wrd = bvr.get_int(i, bitCnt);
+        //std::cerr << wrd << " ";
+        eqcls.set_int(i, wrd, bitCnt);
+    }
+    sdsl::store_to_file(eqcls, outfilename);
+}
+
+void compare_reordered_original(std::string filename1,
+                                std::string filename2,
+                                std::string order_filename,
+                                uint64_t num_samples) {
+    std::cout << "\n[compare_reordered_original]\n";
+
+    struct timeval start, end;
+    struct timezone tzp;
+
+    uint64_t setBitCnt1{0}, setBitCnt2{0};
+    std::ifstream orderFile(order_filename);
+    std::vector<size_t> newOrder;
+    while (!orderFile.eof()) {
+        size_t val;
+        orderFile >> val;
+        //std::cout << val << " ";
+        newOrder.push_back(val);
+    }
+    std::cout << "\n";
+    sdsl::bit_vector eqcls;
+    sdsl::bit_vector reordered_eqcls;
+    sdsl::load_from_file(eqcls, filename1);
+    sdsl::load_from_file(reordered_eqcls, filename2);
+    size_t totalEqClsCnt = reordered_eqcls.size() / num_samples; //222584822;
+    std::cout << "Total number of Eq. Clss: " << totalEqClsCnt << "\n";
+    //totalEqClsCnt = 1000001;
+    gettimeofday(&start, &tzp);
+
+    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
+
+        std::vector<size_t> eqcls_setbits;
+        std::vector<size_t> reordered_eqcls_setbits;
+        eqcls_setbits.reserve(num_samples);
+        reordered_eqcls_setbits.reserve(num_samples);
+
+        // transpose the matrix of eq. classes
+        size_t i = 0;
+        while (i < num_samples) {
+            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
+            size_t wrd1 = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
+            size_t wrd2 = reordered_eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
+            for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
+                if ((wrd1 >> j) & 0x01) {
+                    setBitCnt1++;
+                    eqcls_setbits.push_back(newOrder[curIdx]);
+                }
+                if ((wrd2 >> j) & 0x01) {
+                    setBitCnt2++;
+                    reordered_eqcls_setbits.push_back(curIdx);
+                }
+
+            }
+            i += bitCnt;
+        }
+        std::sort(eqcls_setbits.begin(), eqcls_setbits.end());
+        std::sort(reordered_eqcls_setbits.begin(), reordered_eqcls_setbits.end());
+
+        if (eqcls_setbits != reordered_eqcls_setbits) {
+            std::cout << "ERROR! EQ CLSES in ROW: " << eqclsCntr << " NOT THE SAME.\n";
+            std::exit(1);
+        }
+        if (eqclsCntr != 0 && (eqclsCntr) % 1000000 == 0) {
+            gettimeofday(&end, &tzp);
+            std::stringstream ss;
+            ss << eqclsCntr << " eqclses processed, ";
+            print_time_elapsed(ss.str(), &start, &end);
+            gettimeofday(&start, &tzp);
+        }
+
+    }
+    if (setBitCnt1 != setBitCnt2) {
+        std::cout << "ERROR! EQ CLSES SET BITS NOT THE SAME: " << setBitCnt1 << " VS " << setBitCnt2 << "\n";
+        std::exit(1);
+    }
+    std::cout << "\nValidation Passed!\n\n";
+}
+
+void reorder(std::string filename,
+             std::string out_filename,
+             std::vector<size_t> &newOrder,
+             uint64_t num_samples) {
+    std::cout << "\n[Reorder]\n";
+    struct timeval start, end;
+    struct timezone tzp;
+
+    //std::cout << "\n";
+    sdsl::bit_vector eqcls;
+    sdsl::load_from_file(eqcls, filename);
+    size_t totalEqClsCnt = eqcls.size() / num_samples; //222584822;
+    std::cout << "Total number of Eq. Clss: " << totalEqClsCnt << "\n";
+    //totalEqClsCnt = 1280000;
+    sdsl::bit_vector reordered_eqcls(eqcls.size(), 0);
+    gettimeofday(&start, &tzp);
+
+    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
+
+        // transpose the matrix of eq. classes
+        size_t i = 0;
+        while (i < num_samples) {
+            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
+            size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
+            for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
+                if ((wrd >> j) & 0x01) {
+                    //std::cout << curIdx << ":" << newOrder[curIdx] << " ";
+                    reordered_eqcls[eqclsCntr * num_samples + newOrder[curIdx]] = 1;
+                }
+            }
+            i += bitCnt;
+        }
+
+        //std::cout << "\n";
+        //std::exit(1);
+        if (eqclsCntr != 0 && (eqclsCntr) % 1000000 == 0) {
+            gettimeofday(&end, &tzp);
+            std::stringstream ss;
+            ss << eqclsCntr << " eqclses processed, ";
+            print_time_elapsed(ss.str(), &start, &end);
+            gettimeofday(&start, &tzp);
+        }
+    }
+    std::cout << "\noutfilename: " << out_filename << "\n";
+    for (auto idx = 0; idx < num_samples; idx++) {
+        std::cout << reordered_eqcls[idx];
+    }
+    std::cout << "\n";
+    for (size_t eqclsCntr = 0; eqclsCntr < 2; eqclsCntr++) {
+        for (size_t i = 0; i < num_samples; i++) {
+            std::cout << reordered_eqcls[num_samples * eqclsCntr + i];
+        }
+        std::cout << "\n";
+    }
+    sdsl::store_to_file(reordered_eqcls, out_filename);
+
+}
+
+void reorder(std::string filename,
+             std::string out_filename,
+             std::string order_filename,
+             uint64_t num_samples) {
+
+    std::ifstream orderFile(order_filename);
+    std::vector<size_t> newOrder;
+    newOrder.resize(num_samples);
+    uint64_t cntr = 0;
+    while (!orderFile.eof()) {
+        size_t val;
+        orderFile >> val;
+        //std::cout << val << " ";
+        newOrder[val] = cntr++;
+        //newOrder.push_back(val);
+    }
+
+    reorder(filename, out_filename, newOrder, num_samples);
+}
+
+void build_fakeEq_And_randReord(std::string outfile,
+                                uint64_t totalEqClsCnt = 1280000,
+                                uint64_t num_samples = 2586,
+                                uint64_t wordSize = 8) {
+    std::cout << "\n[Build_fakeEq_And_randReord]\n";
+    uint64_t bvSize = num_samples * totalEqClsCnt;
+    sdsl::bit_vector eqcls(bvSize, 0);
+
+    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
+        size_t i = 0;
+        while (i < num_samples) {
+            uint64_t wrd = rand() % 2 ? 0 : -1;
+            size_t bitCnt = std::min(num_samples - i, (size_t) wordSize);
+            eqcls.set_int(eqclsCntr * num_samples + i, wrd, bitCnt);
+            //wrd = wrd?0:-1;
+            i += bitCnt;
+        }
+    }
+
+    for (size_t eqclsCntr = 0; eqclsCntr < 2; eqclsCntr++) {
+        for (size_t i = 0; i < num_samples; i++) {
+            std::cout << eqcls[num_samples * eqclsCntr + i];
+        }
+        std::cout << "\n";
+    }
+    sdsl::store_to_file(eqcls, outfile + ".eq");
+
+    std::vector<uint64_t> randomizedIndex(num_samples);
+    for (uint64_t i = 0; i < num_samples; i++)
+        randomizedIndex[i] = i;
+    std::random_shuffle(randomizedIndex.begin(), randomizedIndex.end());
+    for (size_t i = 0; i < num_samples; i++) {
+        std::cout << randomizedIndex[i] << " ";
+    }
+    std::cout << "\n";
+    reorder(outfile + ".eq", outfile + "_randOrder.eq", randomizedIndex, num_samples);
+}
+
+void build_distMat(std::string filename,
+                   std::string out_filename,
+                   uint64_t num_samples) {
+    std::cout << "\n[Build_distMat]\n";
+    struct timeval start, end, row2colStart, colPairCompStart;
+    struct timezone tzp;
+
+    std::vector<std::vector<uint64_t>> hamDistMat(num_samples);
+    for (auto &v : hamDistMat) {
+        v.resize(num_samples);
+        for (auto &d : v) d = 0;
+    }
+
+    std::vector<std::vector<double>> mutInfoMat(num_samples);
+    std::vector<std::vector<double>> jointMat(num_samples);
+    for (auto &v : mutInfoMat) {
+        v.resize(num_samples);
+        for (auto &d : v) d = 0;
+    }
+    for (auto &v : jointMat) {
+        v.resize(num_samples);
+        for (auto &d : v) d = 0;
+    }
+
+    //BitVectorRRR eqcls(filename);
+    sdsl::bit_vector eqcls;
+    sdsl::load_from_file(eqcls, filename);
+
+    size_t totalEqClsCnt = eqcls.bit_size() / num_samples; //222584822;
+    //totalEqClsCnt = 1280000;
+    //sdsl::bit_vector uncompressed(totalEqClsCnt*num_samples, 0);
+    std::cout << "Total bit size: " << eqcls.bit_size()
+              << "\ntotal # of equivalence classes: " << totalEqClsCnt << "\n";
+
+    std::vector<sdsl::bit_vector> cols(num_samples);
+    for (auto &bv : cols) bv = sdsl::bit_vector(totalEqClsCnt, 0);
+
+    gettimeofday(&start, &tzp);
+    gettimeofday(&row2colStart, &tzp);
+
+    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
+
+        // transpose the matrix of eq. classes
+        size_t i = 0;
+        while (i < num_samples) {
+            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
+            size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
+            //uncompressed.set_int(eqclsCntr*num_samples+i, wrd, bitCnt);
+            for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
+                if ((wrd >> j) & 0x01) {
+                    cols[curIdx][eqclsCntr] = 1;
+                }
+            }
+            i += bitCnt;
+        }
+
+        if (eqclsCntr != 0 && (eqclsCntr) % 1000000 == 0) {
+            gettimeofday(&end, &tzp);
+            std::stringstream ss;
+            ss << eqclsCntr << " eqclses processed, ";
+            print_time_elapsed(ss.str(), &start, &end);
+            gettimeofday(&start, &tzp);
+        }
+    }
+    //sdsl::store_to_file(uncompressed, "test.eq");
+    gettimeofday(&end, &tzp);
+    print_time_elapsed("DONE!, ", &row2colStart, &end);
+    gettimeofday(&start, &tzp);
+
+    gettimeofday(&colPairCompStart, &tzp);
+
+    // calc ham distance
+    size_t bitCnt = 64;
+    for (size_t k = 0; k < num_samples; k++) {
+        for (size_t j = k + 1; j < num_samples; j++) {
+            uint64_t dist = 0;
+            uint64_t mutprob[4];
+            uint64_t denum = totalEqClsCnt;
+            for (int b = 0; b < 4; b++) mutprob[b] = 0;
+            uint64_t indivprob[2];
+            for (int b = 0; b < 2; b++) indivprob[b] = 0;
+            //calculate distance between column i and j
+            size_t i = 0;
+            while (i < totalEqClsCnt) {
+                bitCnt = std::min(totalEqClsCnt - i, (size_t) 64);
+                uint64_t wrd1 = cols[k].get_int(i, bitCnt);
+                uint64_t wrd2 = cols[j].get_int(i, bitCnt);
+
+                // compare words
+                // xor & pop count
+                dist += sdsl::bits::cnt(wrd1 ^ wrd2);
+
+                indivprob[0] += sdsl::bits::cnt(wrd1);
+                indivprob[1] += sdsl::bits::cnt(wrd2);
+                mutprob[0] += sdsl::bits::cnt((~wrd1) & (~wrd2)) - (64 - bitCnt);
+                mutprob[1] += sdsl::bits::cnt((~wrd1) & wrd2);
+                mutprob[2] += sdsl::bits::cnt(wrd1 & (~wrd2));
+                mutprob[3] += sdsl::bits::cnt(wrd1 & wrd2);
+                i += bitCnt;
+            }
+            hamDistMat[k][j] = dist;
+            hamDistMat[j][k] = dist;
+
+
+            /* mutInfoMat[k][j] =
+            (mutprob[0]?mutprob[0]*(log2(denum)+log2(mutprob[0])- log2(denum - indivprob[0])-log2(denum - indivprob[1])):0) +
+            (mutprob[1]?mutprob[1]*(log2(denum)+log2(mutprob[1])- log2(denum - indivprob[0])-log2(indivprob[1])):0) +
+            (mutprob[2]?mutprob[2]*(log2(denum)+log2(mutprob[2])- log2(indivprob[0])-log2(denum - indivprob[1])):0) +
+            (mutprob[3]?mutprob[3]*(log2(denum)+log2(mutprob[3])- log2(indivprob[0])-log2(indivprob[1])):0);
+            mutInfoMat[k][j] /= (double)(denum);
+            mutInfoMat[j][k] = mutInfoMat[k][j]; */
+
+            mutInfoMat[k][j] =
+                    (mutprob[0] ? mutprob[0] * log2((double) (denum * mutprob[0]) /
+                                                    (double) ((denum - indivprob[0]) * (denum - indivprob[1]))) : 0) +
+                    (mutprob[1] ? mutprob[1] *
+                                  log2((double) (denum * mutprob[1]) / (double) ((denum - indivprob[0]) * indivprob[1]))
+                                : 0) +
+                    (mutprob[2] ? mutprob[2] * log2((double) (denum * mutprob[2]) /
+                                                    (double) ((indivprob[0]) * (denum - indivprob[1]))) : 0) +
+                    (mutprob[3] ? mutprob[3] *
+                                  log2((double) (denum * mutprob[3]) / (double) (indivprob[0] * (indivprob[1]))) : 0);
+            mutInfoMat[k][j] /= (double) (denum);
+            mutInfoMat[j][k] = mutInfoMat[k][j];
+
+            jointMat[k][j] =
+                    (mutprob[0] ? mutprob[0] * log2((double) (mutprob[0]) / (double) denum) : 0) +
+                    (mutprob[1] ? mutprob[1] * log2((double) (mutprob[1]) / (double) denum) : 0) +
+                    (mutprob[2] ? mutprob[2] * log2((double) (mutprob[2]) / (double) denum) : 0) +
+                    (mutprob[3] ? mutprob[3] * log2((double) (mutprob[3]) / (double) denum) : 0);
+            jointMat[k][j] /= (-1.0 * (double) (denum));
+            jointMat[j][k] = jointMat[k][j];
+            /*   std::cout << mutInfoMat[k][j] << " : "
+                   << mutprob[0] << " "
+                   << mutprob[1] << " "
+                   << mutprob[2] << " "
+                   << mutprob[3] << " "
+                   << indivprob[0] << " "
+                   << indivprob[1] << " "
+                   << denum << "\n"; */
+
+            //if (mutInfoMat[k][j]) std::cout << mutInfoMat[k][j] << "\n";
+        }
+        if (k % 100 == 0) {
+            gettimeofday(&end, &tzp);
+            std::stringstream ss;
+            ss << k << ",";//<< j << ", ";
+            print_time_elapsed(ss.str(), &start, &end);
+            gettimeofday(&start, &tzp);
+        }
+    }
+    gettimeofday(&end, &tzp);
+
+    print_time_elapsed(" DONE!, ", &start, &end);
+    gettimeofday(&colPairCompStart, &tzp);
+
+    std::ofstream out(out_filename + ".ham");
+    std::ofstream mutout(out_filename + ".mutinf"/* ".mutinfo" */);
+    //std::ofstream jout(out_filename+".joint");
+    //out << hamDistMat.size() << "\n";
+    double mutInfoInv = 0;
+
+    for (size_t i = 0; i < hamDistMat.size(); i++) {
+        out << hamDistMat[i][0];
+        mutInfoInv = (jointMat[i][0] - mutInfoMat[i][0]) < 0 ? 0 : (jointMat[i][0] - mutInfoMat[i][0]);
+        mutout << mutInfoInv;
+        for (size_t j = 1; j < hamDistMat[i].size(); j++) {
+            out << "\t" << hamDistMat[i][j];
+            mutInfoInv = (jointMat[i][j] - mutInfoMat[i][j]) < 0 ? 0 : (jointMat[i][j] - mutInfoMat[i][j]);
+            mutout << "\t" << mutInfoInv;
+            //jout << jointMat[i][j] << "\t";
+            //if (hamDistMat[i][j] != 0) {
+
+            //std::cout << j << " ";
+            // out << i << "\t" << j << "\t" << hamDistMat[i][j] << "\n";
+            //}
+            //if (mutInfoMat[i][j] != 0) {
+            // mutout <<  i << "\t" << j << "\t" << mutInfoMat[i][j] << "\t" << jointMat[i][j] << "\n";
+            //}
+        }
+        out << "\n";
+        mutout << "\n";
+        //jout << "\n";
+    }
+}
+
+void writeEq(std::string filename,
+             std::string out_filename,
+             uint64_t num_samples,
+             uint64_t totalEqCls) {
+    sdsl::bit_vector eqcls;
+    sdsl::load_from_file(eqcls, filename);
+    std::ofstream out(out_filename + ".matrix");
+    size_t totalEqClsCnt = eqcls.bit_size() / num_samples; //222584822;
+    if (totalEqCls > 0) {
+        totalEqClsCnt = totalEqCls;
+    }
+    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
+        size_t i = 0;
+        while (i < num_samples) {
+            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
+            size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
+            for (size_t j = 0; j < bitCnt; j++) {
+                out << ((wrd >> j) & 0x01) << "\t";
+            }
+            i += bitCnt;
+        }
+        out << "\n";
+    }
+    out.close();
+}
+
+int main(int argc, char *argv[]) {
+
+    uint64_t num_samples = 2586;
+    std::string command = argv[1];
+
+    if (command == "validate") {
+        std::cout << "validate for different number of set bits\n";
+        for (uint16_t i = 1; i <= num_samples; i++) {
+            if (!validate(i, num_samples)) {
+                std::cerr << "ERROR: NOT VALIDATED\n";
+                std::exit(1);
+            }
+        }
+        std::cout
+                << "SUCCESSFULLY VALIDATED THE COMPRESSION/DECOMPRESSION PROCESS.\n\n#####NEXT STEP#####\nCompare Sizes:\n";
+    } else if (command == "decompress") {
+        std::string filename = argv[2];
+        std::string outfilename = argv[3];
+        uint64_t totalEqCls = std::stoull(argv[4]);
+        decompress(filename, outfilename, totalEqCls, num_samples);
+    } else if (command == "compareCompressions") {
+        std::string filename = argv[2];
+        compareCompressions(filename, num_samples);
+    } else if (command == "compareCopies")
+        compareCopies(num_samples);
+    else if (command == "distMat") {
+        if (argc < 4) {
+            std::cerr << "ERROR: MISSING LAST ARGUMENT\n";
+            std::exit(1);
+        }
+        std::string filename = argv[2];
+        std::string output_filename = argv[3];
+        build_distMat(filename, output_filename, num_samples);
+    } else if (command == "writeEq") {
+        if (argc < 4) {
+            std::cerr << "ERROR: MISSING LAST ARGUMENT\n";
+            std::exit(1);
+        }
+        std::string filename = argv[2];
+        std::string output_filename = argv[3];
+        uint64_t totalEqCls = 0;
+        if (argc == 5)
+            totalEqCls = std::stoull(argv[4]);
+
+        writeEq(filename, output_filename, num_samples, totalEqCls);
+    } else if (command == "reorder") {
+        if (argc < 5) {
+            std::cerr << "ERROR: MISSING ARGUMENT. 4 needed.\n";
+            std::exit(1);
+        }
+        std::string filename = argv[2];
+        std::string output_filename = argv[3];
+        std::string order_filename = argv[4];
+        reorder(filename, output_filename, order_filename, num_samples);
+    } else if (command == "compare_reordered_original") {
+        if (argc < 5) {
+            std::cerr << "ERROR: MISSING ARGUMENT. 4 needed.\n";
+            std::exit(1);
+        }
+        std::string filename1 = argv[2];
+        std::string filename2 = argv[3];
+        std::string order_filename = argv[4];
+        compare_reordered_original(filename1, filename2, order_filename, num_samples);
+    } else if (command == "fakeEq_randOrder") {
+        std::string outfile = argv[2];
+        uint64_t rows = 1048576;//2^20;
+        build_fakeEq_And_randReord(outfile,
+                                   rows,
+                                   num_samples,
+                                   8);
+    } else if (command == "validate_uniqueness") {
+        std::string dir = argv[2];
+        validate_uniqueness(dir, num_samples);
+    } else {
+        std::cerr << "ERROR: NO COMMANDS PROVIDED\n"
+                  << "OPTIONS ARE: validate, compareCompressions, compareCopies, reorder\n";
+        std::exit(1);
+    }
+
+}
+

From 480e32b7937355dcd845d1c77d4a79076f242f20 Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 13 Jun 2018 12:43:52 -0400
Subject: [PATCH 012/122] required headers for walkEqcls

---
 .../VarIntG8IU.h                              |  237 +++
 .../binarypacking.h                           |  187 +++
 .../bitpacking.h                              |  174 +++
 .../bitpackinghelpers.h                       |  691 +++++++++
 .../boolarray.h                               |  181 +++
 .../codecfactory.h                            |  185 +++
 .../SIMDCompressionAndIntersection/codecs.h   |  131 ++
 .../SIMDCompressionAndIntersection/common.h   |   60 +
 .../compositecodec.h                          |   69 +
 .../SIMDCompressionAndIntersection/delta.h    |   86 ++
 .../deltatemplates.h                          |  164 ++
 .../SIMDCompressionAndIntersection/fastpfor.h |  367 +++++
 include/SIMDCompressionAndIntersection/for.h  |  285 ++++
 .../SIMDCompressionAndIntersection/forcodec.h |   92 ++
 .../frameofreference.h                        |  134 ++
 .../SIMDCompressionAndIntersection/hybm2.h    |  642 ++++++++
 .../integratedbitpacking.h                    |  216 +++
 .../intersection.h                            |  108 ++
 .../SIMDCompressionAndIntersection/mersenne.h |   93 ++
 .../SIMDCompressionAndIntersection/platform.h |   44 +
 .../simdbinarypacking.h                       |  403 +++++
 .../simdbitpacking.h                          |  117 ++
 .../simdbitpackinghelpers.h                   | 1156 ++++++++++++++
 .../simdfastpfor.h                            |  279 ++++
 .../simdintegratedbitpacking.h                |  895 +++++++++++
 .../simdvariablebyte.h                        |  493 ++++++
 .../SIMDCompressionAndIntersection/skipping.h |  292 ++++
 .../sortedbitpacking.h                        |  200 +++
 .../streamvariablebyte.h                      |  247 +++
 .../synthetic.h                               |  389 +++++
 .../SIMDCompressionAndIntersection/timer.h    |   85 ++
 .../usimdbitpacking.h                         |  150 ++
 include/SIMDCompressionAndIntersection/util.h |  126 ++
 .../variablebyte.h                            | 1328 +++++++++++++++++
 .../SIMDCompressionAndIntersection/varintgb.h |  929 ++++++++++++
 include/compressedSetBit.h                    |   90 ++
 36 files changed, 11325 insertions(+)
 create mode 100644 include/SIMDCompressionAndIntersection/VarIntG8IU.h
 create mode 100644 include/SIMDCompressionAndIntersection/binarypacking.h
 create mode 100644 include/SIMDCompressionAndIntersection/bitpacking.h
 create mode 100644 include/SIMDCompressionAndIntersection/bitpackinghelpers.h
 create mode 100644 include/SIMDCompressionAndIntersection/boolarray.h
 create mode 100644 include/SIMDCompressionAndIntersection/codecfactory.h
 create mode 100644 include/SIMDCompressionAndIntersection/codecs.h
 create mode 100644 include/SIMDCompressionAndIntersection/common.h
 create mode 100644 include/SIMDCompressionAndIntersection/compositecodec.h
 create mode 100644 include/SIMDCompressionAndIntersection/delta.h
 create mode 100644 include/SIMDCompressionAndIntersection/deltatemplates.h
 create mode 100644 include/SIMDCompressionAndIntersection/fastpfor.h
 create mode 100644 include/SIMDCompressionAndIntersection/for.h
 create mode 100644 include/SIMDCompressionAndIntersection/forcodec.h
 create mode 100644 include/SIMDCompressionAndIntersection/frameofreference.h
 create mode 100644 include/SIMDCompressionAndIntersection/hybm2.h
 create mode 100644 include/SIMDCompressionAndIntersection/integratedbitpacking.h
 create mode 100644 include/SIMDCompressionAndIntersection/intersection.h
 create mode 100644 include/SIMDCompressionAndIntersection/mersenne.h
 create mode 100644 include/SIMDCompressionAndIntersection/platform.h
 create mode 100644 include/SIMDCompressionAndIntersection/simdbinarypacking.h
 create mode 100644 include/SIMDCompressionAndIntersection/simdbitpacking.h
 create mode 100644 include/SIMDCompressionAndIntersection/simdbitpackinghelpers.h
 create mode 100644 include/SIMDCompressionAndIntersection/simdfastpfor.h
 create mode 100644 include/SIMDCompressionAndIntersection/simdintegratedbitpacking.h
 create mode 100644 include/SIMDCompressionAndIntersection/simdvariablebyte.h
 create mode 100644 include/SIMDCompressionAndIntersection/skipping.h
 create mode 100644 include/SIMDCompressionAndIntersection/sortedbitpacking.h
 create mode 100644 include/SIMDCompressionAndIntersection/streamvariablebyte.h
 create mode 100644 include/SIMDCompressionAndIntersection/synthetic.h
 create mode 100644 include/SIMDCompressionAndIntersection/timer.h
 create mode 100644 include/SIMDCompressionAndIntersection/usimdbitpacking.h
 create mode 100644 include/SIMDCompressionAndIntersection/util.h
 create mode 100644 include/SIMDCompressionAndIntersection/variablebyte.h
 create mode 100644 include/SIMDCompressionAndIntersection/varintgb.h
 create mode 100644 include/compressedSetBit.h

diff --git a/include/SIMDCompressionAndIntersection/VarIntG8IU.h b/include/SIMDCompressionAndIntersection/VarIntG8IU.h
new file mode 100644
index 0000000..b187f9a
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/VarIntG8IU.h
@@ -0,0 +1,237 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ */
+#ifndef __SSSE3__
+#pragma message                                                                \
+    "Disabling varintg8iu due to lack of SSSE3 support, try adding -mssse3 or the equivalent on your compiler"
+#else
+#ifndef VARINTG8IU_H__
+#define VARINTG8IU_H__
+#include <emmintrin.h>
+#include "codecs.h"
+#include "delta.h"
+#ifdef __GNUC__
+#define PREDICT_FALSE(x) (__builtin_expect(x, 0))
+#else
+#define PREDICT_FALSE(x) x
+#endif
+
+namespace SIMDCompressionLib {
+/**
+ *
+ * Implementation of varint-G8IU taken from
+ * Stepanov et al., SIMD-Based Decoding of Posting Lists, CIKM 2011
+ *
+ * Update: D. Lemire believes that this scheme was patented by Rose, Stepanov et
+ * al. (patent 20120221539).
+ * We wrote this code before the patent was published (August 2012).
+ *
+ * By Maxime Caron and Daniel Lemire
+ *
+ * This code was originally written by M. Caron and then
+ * optimized by D. Lemire.
+ *
+ *
+ *
+ */
+
+template <int delta> class VarIntG8IU : public IntegerCODEC {
+
+public:
+  // For all possible values of the
+  // descriptor we build a table of any shuffle sequence
+  // that might be needed at decode time.
+  VarIntG8IU() {
+    char mask[256][32];
+    for (int desc = 0; desc <= 255; desc++) {
+      memset(mask[desc], -1, 32);
+      int bitmask = 0x00000001;
+      int bitindex = 0;
+      // count number of 0 in the char
+      int complete = 0;
+      int ithSize[8];
+      int lastpos = -1;
+      while (bitindex < 8) {
+        if ((desc & bitmask) == 0) {
+          ithSize[complete] = bitindex - lastpos;
+          lastpos = bitindex;
+          complete++;
+        }
+        bitindex++;
+        bitmask = bitmask << 1;
+      }
+      maskOutputSize[desc] = complete;
+
+      int j = 0;
+      int k = 0;
+      for (int i = 0; i < complete; i++) {
+        for (int n = 0; n < 4; n++) {
+          if (n < ithSize[i]) {
+            mask[desc][k] = static_cast<unsigned char>(j);
+            j = j + 1;
+          } else {
+            mask[desc][k] = -1;
+          }
+          k = k + 1;
+        }
+      }
+    }
+    for (int desc = 0; desc <= 255; desc++) {
+      vecmask[desc][0] =
+          _mm_lddqu_si128(reinterpret_cast<__m128i const *>(mask[desc]));
+      vecmask[desc][1] =
+          _mm_lddqu_si128(reinterpret_cast<__m128i const *>(mask[desc] + 16));
+    }
+  }
+
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    uint32_t prev = 0; // for deltas
+    const uint32_t *src = in;
+    size_t srclength = length * 4; // number of input bytes
+
+    unsigned char *dst = reinterpret_cast<unsigned char *>(out);
+    nvalue = nvalue * 4; // output bytes
+
+    size_t compressed_size = 0;
+    while (srclength > 0 && nvalue >= 9) {
+      compressed_size += encodeBlock(src, srclength, dst, nvalue, prev);
+    }
+    // Ouput might not be a multiple of 4 so we make it so
+    nvalue = ((compressed_size + 3) / 4);
+  }
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    __m128i mprev = _mm_setzero_si128(); // for deltas
+    const unsigned char *src = reinterpret_cast<const unsigned char *>(in);
+    const uint32_t *const initdst = out;
+
+    uint32_t *dst = out;
+    size_t srclength = length * 4;
+    for (; srclength >= 22; srclength -= 8, src += 8) {
+      unsigned char desc = *src;
+      src += 1;
+      srclength -= 1;
+      const __m128i data =
+          _mm_lddqu_si128(reinterpret_cast<__m128i const *>(src));
+      const __m128i result = _mm_shuffle_epi8(data, vecmask[desc][0]);
+      if (delta) {
+        mprev = RegularDeltaSIMD::PrefixSum(result, mprev);
+        _mm_storeu_si128(reinterpret_cast<__m128i *>(dst), mprev);
+      } else {
+        _mm_storeu_si128(reinterpret_cast<__m128i *>(dst), result);
+      }
+      int readSize = maskOutputSize[desc];
+      if (readSize > 4) {
+        const __m128i result2 = _mm_shuffle_epi8(data, vecmask[desc][1]);
+        if (delta) {
+          mprev = RegularDeltaSIMD::PrefixSum(result2, mprev);
+          _mm_storeu_si128(reinterpret_cast<__m128i *>(dst + 4), mprev);
+        } else {
+          _mm_storeu_si128(reinterpret_cast<__m128i *>(dst + 4), result2);
+        }
+      }
+      dst += readSize;
+    }
+    while (srclength >= 9) {
+      unsigned char desc = *src;
+      src += 1;
+      srclength -= 1;
+      char buff[32];
+      memcpy(buff, src, 8);
+      const __m128i data =
+          _mm_lddqu_si128(reinterpret_cast<__m128i const *>(buff));
+      const __m128i result = _mm_shuffle_epi8(data, vecmask[desc][0]);
+      if (delta) {
+        mprev = RegularDeltaSIMD::PrefixSum(result, mprev);
+        _mm_storeu_si128(reinterpret_cast<__m128i *>(buff), mprev);
+      } else {
+        _mm_storeu_si128(reinterpret_cast<__m128i *>(buff), result);
+      }
+      int readSize = maskOutputSize[desc];
+      if (readSize > 4) {
+        const __m128i result2 = _mm_shuffle_epi8(data, vecmask[desc][1]);
+        if (delta) {
+          mprev = RegularDeltaSIMD::PrefixSum(result2, mprev);
+          _mm_storeu_si128(reinterpret_cast<__m128i *>(buff + 16), mprev);
+        } else {
+          _mm_storeu_si128(reinterpret_cast<__m128i *>(buff + 16), result2);
+        }
+      }
+      memcpy(dst, buff, 4 * readSize);
+      dst += readSize;
+      srclength -= 8;
+      src += 8;
+    }
+
+    nvalue = (dst - initdst);
+    return reinterpret_cast<uint32_t *>((reinterpret_cast<uintptr_t>(src) + 3) &
+                                        ~3);
+  }
+
+  virtual std::string name() const {
+    return std::string("VarIntG8IU") +
+           ((delta == 1) ? "scalardelta" : ((delta == 2) ? "delta" : ""));
+  }
+
+  int encodeBlock(const uint32_t *&src, size_t &srclength, unsigned char *&dest,
+                  size_t &dstlength, uint32_t &prev) {
+    unsigned char desc = 0xFF;
+    unsigned char bitmask = 0x01;
+    uint32_t buffer[8];
+    int ithSize[8];
+    int length = 0;
+    int numInt = 0;
+
+    while (srclength > 0) {
+      const uint32_t *temp = src;
+
+      int byteNeeded =
+          delta ? getNumByteNeeded(*temp - prev) : getNumByteNeeded(*temp);
+
+      if (PREDICT_FALSE(length + byteNeeded > 8)) {
+        break;
+      }
+
+      // flip the correct bit in desc
+      bitmask = static_cast<unsigned char>(bitmask << (byteNeeded - 1));
+      desc = desc ^ bitmask;
+      bitmask = static_cast<unsigned char>(bitmask << 1);
+
+      ithSize[numInt] = byteNeeded;
+      length += byteNeeded;
+      buffer[numInt] = delta ? *temp - prev : *temp;
+      if (delta)
+        prev = *temp;
+      src = src + 1;
+      srclength -= 4;
+      numInt++;
+    }
+
+    dest[0] = desc;
+    int written = 1;
+    for (int i = 0; i < numInt; i++) {
+      int size = ithSize[i];
+      uint32_t value = buffer[i];
+      for (int j = 0; j < size; j++) {
+        dest[written] = static_cast<unsigned char>(value >> (j * 8));
+        written++;
+      }
+    }
+    dest += 9;
+    dstlength -= 9;
+    return 9;
+  }
+
+private:
+  int maskOutputSize[256];
+  __m128i vecmask[256][2];
+
+  int getNumByteNeeded(const uint32_t val) {
+    return ((__builtin_clz(val | 255) ^ 31) >> 3) + 1;
+  }
+};
+}
+#endif // VARINTG8IU_H__
+#endif //__SSE3__
diff --git a/include/SIMDCompressionAndIntersection/binarypacking.h b/include/SIMDCompressionAndIntersection/binarypacking.h
new file mode 100644
index 0000000..43955fb
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/binarypacking.h
@@ -0,0 +1,187 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+
+#ifndef SIMDCompressionAndIntersection_BINARYPACKING_H_
+#define SIMDCompressionAndIntersection_BINARYPACKING_H_
+
+#include "codecs.h"
+#include "bitpackinghelpers.h"
+#include "util.h"
+
+namespace SIMDCompressionLib {
+
+struct BasicBlockPacker {
+  static void inline unpackblock(const uint32_t *in, uint32_t *out,
+                                 const uint32_t bit, uint32_t &initoffset) {
+    BitPackingHelpers::fastunpack(in, out, bit);
+    if (bit < 32)
+      inverseDelta<BitPackingHelpers::BlockSize>(initoffset, out);
+    initoffset = *(out + BitPackingHelpers::BlockSize - 1);
+  }
+
+  static uint32_t maxbits(const uint32_t *in, uint32_t &initoffset) {
+    uint32_t accumulator = in[0] - initoffset;
+    for (uint32_t k = 1; k < BitPackingHelpers::BlockSize; ++k) {
+      accumulator |= in[k] - in[k - 1];
+    }
+    initoffset = in[BitPackingHelpers::BlockSize - 1];
+    return gccbits(accumulator);
+  }
+
+  static void inline packblockwithoutmask(uint32_t *in, uint32_t *out,
+                                          const uint32_t bit,
+                                          uint32_t &initoffset) {
+    const uint32_t nextoffset = *(in + BitPackingHelpers::BlockSize - 1);
+    if (bit < 32)
+      delta<BitPackingHelpers::BlockSize>(initoffset, in);
+    BitPackingHelpers::fastpackwithoutmask(in, out, bit);
+    initoffset = nextoffset;
+  }
+  static string name() { return "BasicBlockPacker"; }
+};
+
+struct NoDeltaBlockPacker {
+  static void inline unpackblock(const uint32_t *in, uint32_t *out,
+                                 const uint32_t bit, uint32_t &) {
+    BitPackingHelpers::fastunpack(in, out, bit);
+  }
+  static void inline packblockwithoutmask(uint32_t *in, uint32_t *out,
+                                          const uint32_t bit, uint32_t &) {
+    BitPackingHelpers::fastpackwithoutmask(in, out, bit);
+  }
+
+  static uint32_t maxbits(const uint32_t *in, uint32_t &) {
+    uint32_t accumulator = 0;
+    for (uint32_t k = 0; k < BitPackingHelpers::BlockSize; ++k) {
+      accumulator |= in[k];
+    }
+    return gccbits(accumulator);
+  }
+
+  static string name() { return "NoDeltaBlockPacker"; }
+};
+
+struct IntegratedBlockPacker {
+  PURE_FUNCTION
+  static uint32_t maxbits(const uint32_t *in, uint32_t &initoffset) {
+    uint32_t accumulator = in[0] - initoffset;
+    for (uint32_t k = 1; k < BitPackingHelpers::BlockSize; ++k) {
+      accumulator |= in[k] - in[k - 1];
+    }
+    initoffset = in[BitPackingHelpers::BlockSize - 1];
+    return gccbits(accumulator);
+  }
+
+  static void inline packblockwithoutmask(const uint32_t *in, uint32_t *out,
+                                          const uint32_t bit,
+                                          uint32_t &initoffset) {
+    BitPackingHelpers::integratedfastpackwithoutmask(initoffset, in, out, bit);
+    initoffset = *(in + BitPackingHelpers::BlockSize - 1);
+  }
+  static void inline unpackblock(const uint32_t *in, uint32_t *out,
+                                 const uint32_t bit, uint32_t &initoffset) {
+    BitPackingHelpers::integratedfastunpack(initoffset, in, out, bit);
+    initoffset = *(out + BitPackingHelpers::BlockSize - 1);
+  }
+  static string name() { return "IntegratedBlockPacker"; }
+};
+
+template <class BlockPacker> class BinaryPacking : public IntegerCODEC {
+public:
+  static const uint32_t MiniBlockSize = 32;
+  static const uint32_t HowManyMiniBlocks = 4;
+  static const uint32_t BlockSize =
+      MiniBlockSize; // HowManyMiniBlocks * MiniBlockSize;
+  static const uint32_t bits32 = 8;
+
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    checkifdivisibleby(length, BlockSize);
+    const uint32_t *const initout(out);
+    *out++ = static_cast<uint32_t>(length);
+    uint32_t Bs[HowManyMiniBlocks];
+    uint32_t init = 0;
+    const uint32_t *const final = in + length;
+    for (; in + HowManyMiniBlocks * MiniBlockSize <= final;
+         in += HowManyMiniBlocks * MiniBlockSize) {
+      uint32_t tmpinit = init;
+      for (uint32_t i = 0; i < HowManyMiniBlocks; ++i) {
+        Bs[i] = BlockPacker::maxbits(in + i * MiniBlockSize, tmpinit);
+      }
+      *out++ = (Bs[0] << 24) | (Bs[1] << 16) | (Bs[2] << 8) | Bs[3];
+      for (uint32_t i = 0; i < HowManyMiniBlocks; ++i) {
+        BlockPacker::packblockwithoutmask(in + i * MiniBlockSize, out, Bs[i],
+                                          init);
+        out += Bs[i];
+      }
+    }
+    if (in < final) {
+      size_t howmany = (final - in) / MiniBlockSize;
+      uint32_t tmpinit = init;
+      memset(&Bs[0], 0, HowManyMiniBlocks * sizeof(uint32_t));
+      for (uint32_t i = 0; i < howmany; ++i) {
+        Bs[i] = BlockPacker::maxbits(in + i * MiniBlockSize, tmpinit);
+      }
+      *out++ = (Bs[0] << 24) | (Bs[1] << 16) | (Bs[2] << 8) | Bs[3];
+      for (uint32_t i = 0; i < howmany; ++i) {
+        BlockPacker::packblockwithoutmask(in + i * MiniBlockSize, out, Bs[i],
+                                          init);
+        out += Bs[i];
+      }
+    }
+    nvalue = out - initout;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t /*length*/,
+                              uint32_t *out, size_t &nvalue) {
+    const uint32_t actuallength = *in++;
+    checkifdivisibleby(actuallength, BlockSize);
+    const uint32_t *const initout(out);
+    uint32_t Bs[HowManyMiniBlocks];
+    uint32_t init = 0;
+    for (; out < initout +
+                     actuallength / (HowManyMiniBlocks * MiniBlockSize) *
+                         HowManyMiniBlocks * MiniBlockSize;
+         out += HowManyMiniBlocks * MiniBlockSize) {
+      Bs[0] = static_cast<uint8_t>(in[0] >> 24);
+      Bs[1] = static_cast<uint8_t>(in[0] >> 16);
+      Bs[2] = static_cast<uint8_t>(in[0] >> 8);
+      Bs[3] = static_cast<uint8_t>(in[0]);
+      ++in;
+      for (uint32_t i = 0; i < HowManyMiniBlocks; ++i) {
+        BlockPacker::unpackblock(in, out + i * MiniBlockSize, Bs[i], init);
+        in += Bs[i];
+      }
+    }
+    if (out < initout + actuallength) {
+      size_t howmany = (initout + actuallength - out) / MiniBlockSize;
+      Bs[0] = static_cast<uint8_t>(in[0] >> 24);
+      Bs[1] = static_cast<uint8_t>(in[0] >> 16);
+      Bs[2] = static_cast<uint8_t>(in[0] >> 8);
+      Bs[3] = static_cast<uint8_t>(in[0]);
+      ++in;
+      for (uint32_t i = 0; i < howmany; ++i) {
+        BlockPacker::unpackblock(in, out + i * MiniBlockSize, Bs[i], init);
+        in += Bs[i];
+      }
+      out += howmany * MiniBlockSize;
+    }
+    nvalue = out - initout;
+    return in;
+  }
+
+  string name() const {
+    ostringstream convert;
+    convert << "BinaryPacking"
+            << "With" << BlockPacker::name() << MiniBlockSize;
+    return convert.str();
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_BINARYPACKING_H_ */
diff --git a/include/SIMDCompressionAndIntersection/bitpacking.h b/include/SIMDCompressionAndIntersection/bitpacking.h
new file mode 100644
index 0000000..6f67e96
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/bitpacking.h
@@ -0,0 +1,174 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+#ifndef SIMDCompressionAndIntersection_BITPACKING
+#define SIMDCompressionAndIntersection_BITPACKING
+#include <stdint.h>
+#include "platform.h"
+
+namespace SIMDCompressionLib {
+
+void __fastunpack0(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack1(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack2(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack3(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack4(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack5(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack6(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack7(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack8(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack9(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastunpack10(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack11(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack12(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack13(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack14(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack15(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack16(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack17(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack18(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack19(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack20(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack21(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack22(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack23(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack24(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack25(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack26(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack27(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack28(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack29(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack30(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack31(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+void __fastunpack32(const uint32_t *__restrict__ in,
+                    uint32_t *__restrict__ out);
+
+void __fastpack0(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack1(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack2(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack3(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack4(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack5(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack6(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack7(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack8(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack9(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack10(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack11(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack12(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack13(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack14(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack15(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack16(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack17(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack18(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack19(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack20(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack21(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack22(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack23(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack24(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack25(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack26(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack27(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack28(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack29(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack30(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack31(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+void __fastpack32(const uint32_t *__restrict__ in, uint32_t *__restrict__ out);
+
+void __fastpackwithoutmask0(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask1(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask2(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask3(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask4(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask5(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask6(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask7(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask8(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask9(const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __fastpackwithoutmask10(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask11(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask12(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask13(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask14(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask15(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask16(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask17(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask18(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask19(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask20(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask21(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask22(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask23(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask24(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask25(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask26(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask27(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask28(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask29(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask30(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask31(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __fastpackwithoutmask32(const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+
+} // namespace SIMDCompressionLib
+
+#endif // SIMDCompressionAndIntersection_BITPACKING
diff --git a/include/SIMDCompressionAndIntersection/bitpackinghelpers.h b/include/SIMDCompressionAndIntersection/bitpackinghelpers.h
new file mode 100644
index 0000000..a8ef3e8
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/bitpackinghelpers.h
@@ -0,0 +1,691 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Leonid Boytsov, Nathan Kurz and Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_BITPACKINGHELPERS_H_
+#define SIMDCompressionAndIntersection_BITPACKINGHELPERS_H_
+
+#include "bitpacking.h"
+#include "integratedbitpacking.h"
+#include "delta.h"
+#include "util.h"
+
+namespace SIMDCompressionLib {
+
+struct BitPackingHelpers {
+  const static unsigned BlockSize = 32;
+
+  static void inline fastunpack(const uint32_t *__restrict__ in,
+                                uint32_t *__restrict__ out,
+                                const uint32_t bit) {
+    // Could have used function pointers instead of switch.
+    // Switch calls do offer the compiler more opportunities for optimization in
+    // theory. In this case, it makes no difference with a good compiler.
+    switch (bit) {
+    case 0:
+      __fastunpack0(in, out);
+      break;
+    case 1:
+      __fastunpack1(in, out);
+      break;
+    case 2:
+      __fastunpack2(in, out);
+      break;
+    case 3:
+      __fastunpack3(in, out);
+      break;
+    case 4:
+      __fastunpack4(in, out);
+      break;
+    case 5:
+      __fastunpack5(in, out);
+      break;
+    case 6:
+      __fastunpack6(in, out);
+      break;
+    case 7:
+      __fastunpack7(in, out);
+      break;
+    case 8:
+      __fastunpack8(in, out);
+      break;
+    case 9:
+      __fastunpack9(in, out);
+      break;
+    case 10:
+      __fastunpack10(in, out);
+      break;
+    case 11:
+      __fastunpack11(in, out);
+      break;
+    case 12:
+      __fastunpack12(in, out);
+      break;
+    case 13:
+      __fastunpack13(in, out);
+      break;
+    case 14:
+      __fastunpack14(in, out);
+      break;
+    case 15:
+      __fastunpack15(in, out);
+      break;
+    case 16:
+      __fastunpack16(in, out);
+      break;
+    case 17:
+      __fastunpack17(in, out);
+      break;
+    case 18:
+      __fastunpack18(in, out);
+      break;
+    case 19:
+      __fastunpack19(in, out);
+      break;
+    case 20:
+      __fastunpack20(in, out);
+      break;
+    case 21:
+      __fastunpack21(in, out);
+      break;
+    case 22:
+      __fastunpack22(in, out);
+      break;
+    case 23:
+      __fastunpack23(in, out);
+      break;
+    case 24:
+      __fastunpack24(in, out);
+      break;
+    case 25:
+      __fastunpack25(in, out);
+      break;
+    case 26:
+      __fastunpack26(in, out);
+      break;
+    case 27:
+      __fastunpack27(in, out);
+      break;
+    case 28:
+      __fastunpack28(in, out);
+      break;
+    case 29:
+      __fastunpack29(in, out);
+      break;
+    case 30:
+      __fastunpack30(in, out);
+      break;
+    case 31:
+      __fastunpack31(in, out);
+      break;
+    case 32:
+      __fastunpack32(in, out);
+      break;
+    default:
+      break;
+    }
+  }
+
+  static void inline fastpack(const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out, const uint32_t bit) {
+    // Could have used function pointers instead of switch.
+    // Switch calls do offer the compiler more opportunities for optimization in
+    // theory. In this case, it makes no difference with a good compiler.
+    switch (bit) {
+    case 0:
+      __fastpack0(in, out);
+      break;
+    case 1:
+      __fastpack1(in, out);
+      break;
+    case 2:
+      __fastpack2(in, out);
+      break;
+    case 3:
+      __fastpack3(in, out);
+      break;
+    case 4:
+      __fastpack4(in, out);
+      break;
+    case 5:
+      __fastpack5(in, out);
+      break;
+    case 6:
+      __fastpack6(in, out);
+      break;
+    case 7:
+      __fastpack7(in, out);
+      break;
+    case 8:
+      __fastpack8(in, out);
+      break;
+    case 9:
+      __fastpack9(in, out);
+      break;
+    case 10:
+      __fastpack10(in, out);
+      break;
+    case 11:
+      __fastpack11(in, out);
+      break;
+    case 12:
+      __fastpack12(in, out);
+      break;
+    case 13:
+      __fastpack13(in, out);
+      break;
+    case 14:
+      __fastpack14(in, out);
+      break;
+    case 15:
+      __fastpack15(in, out);
+      break;
+    case 16:
+      __fastpack16(in, out);
+      break;
+    case 17:
+      __fastpack17(in, out);
+      break;
+    case 18:
+      __fastpack18(in, out);
+      break;
+    case 19:
+      __fastpack19(in, out);
+      break;
+    case 20:
+      __fastpack20(in, out);
+      break;
+    case 21:
+      __fastpack21(in, out);
+      break;
+    case 22:
+      __fastpack22(in, out);
+      break;
+    case 23:
+      __fastpack23(in, out);
+      break;
+    case 24:
+      __fastpack24(in, out);
+      break;
+    case 25:
+      __fastpack25(in, out);
+      break;
+    case 26:
+      __fastpack26(in, out);
+      break;
+    case 27:
+      __fastpack27(in, out);
+      break;
+    case 28:
+      __fastpack28(in, out);
+      break;
+    case 29:
+      __fastpack29(in, out);
+      break;
+    case 30:
+      __fastpack30(in, out);
+      break;
+    case 31:
+      __fastpack31(in, out);
+      break;
+    case 32:
+      __fastpack32(in, out);
+      break;
+    default:
+      break;
+    }
+  }
+
+  /*assumes that integers fit in the prescribed number of bits*/
+  static void inline fastpackwithoutmask(const uint32_t *__restrict__ in,
+                                         uint32_t *__restrict__ out,
+                                         const uint32_t bit) {
+    // Could have used function pointers instead of switch.
+    // Switch calls do offer the compiler more opportunities for optimization in
+    // theory. In this case, it makes no difference with a good compiler.
+    switch (bit) {
+    case 0:
+      __fastpackwithoutmask0(in, out);
+      break;
+    case 1:
+      __fastpackwithoutmask1(in, out);
+      break;
+    case 2:
+      __fastpackwithoutmask2(in, out);
+      break;
+    case 3:
+      __fastpackwithoutmask3(in, out);
+      break;
+    case 4:
+      __fastpackwithoutmask4(in, out);
+      break;
+    case 5:
+      __fastpackwithoutmask5(in, out);
+      break;
+    case 6:
+      __fastpackwithoutmask6(in, out);
+      break;
+    case 7:
+      __fastpackwithoutmask7(in, out);
+      break;
+    case 8:
+      __fastpackwithoutmask8(in, out);
+      break;
+    case 9:
+      __fastpackwithoutmask9(in, out);
+      break;
+    case 10:
+      __fastpackwithoutmask10(in, out);
+      break;
+    case 11:
+      __fastpackwithoutmask11(in, out);
+      break;
+    case 12:
+      __fastpackwithoutmask12(in, out);
+      break;
+    case 13:
+      __fastpackwithoutmask13(in, out);
+      break;
+    case 14:
+      __fastpackwithoutmask14(in, out);
+      break;
+    case 15:
+      __fastpackwithoutmask15(in, out);
+      break;
+    case 16:
+      __fastpackwithoutmask16(in, out);
+      break;
+    case 17:
+      __fastpackwithoutmask17(in, out);
+      break;
+    case 18:
+      __fastpackwithoutmask18(in, out);
+      break;
+    case 19:
+      __fastpackwithoutmask19(in, out);
+      break;
+    case 20:
+      __fastpackwithoutmask20(in, out);
+      break;
+    case 21:
+      __fastpackwithoutmask21(in, out);
+      break;
+    case 22:
+      __fastpackwithoutmask22(in, out);
+      break;
+    case 23:
+      __fastpackwithoutmask23(in, out);
+      break;
+    case 24:
+      __fastpackwithoutmask24(in, out);
+      break;
+    case 25:
+      __fastpackwithoutmask25(in, out);
+      break;
+    case 26:
+      __fastpackwithoutmask26(in, out);
+      break;
+    case 27:
+      __fastpackwithoutmask27(in, out);
+      break;
+    case 28:
+      __fastpackwithoutmask28(in, out);
+      break;
+    case 29:
+      __fastpackwithoutmask29(in, out);
+      break;
+    case 30:
+      __fastpackwithoutmask30(in, out);
+      break;
+    case 31:
+      __fastpackwithoutmask31(in, out);
+      break;
+    case 32:
+      __fastpackwithoutmask32(in, out);
+      break;
+    default:
+      break;
+    }
+  }
+
+  static void inline integratedfastunpack(const uint32_t initoffset,
+                                          const uint32_t *__restrict__ in,
+                                          uint32_t *__restrict__ out,
+                                          const uint32_t bit) {
+    // Could have used function pointers instead of switch.
+    // Switch calls do offer the compiler more opportunities for optimization in
+    // theory. In this case, it makes no difference with a good compiler.
+    switch (bit) {
+    case 0:
+      __integratedfastunpack0(initoffset, in, out);
+      break;
+    case 1:
+      __integratedfastunpack1(initoffset, in, out);
+      break;
+    case 2:
+      __integratedfastunpack2(initoffset, in, out);
+      break;
+    case 3:
+      __integratedfastunpack3(initoffset, in, out);
+      break;
+    case 4:
+      __integratedfastunpack4(initoffset, in, out);
+      break;
+    case 5:
+      __integratedfastunpack5(initoffset, in, out);
+      break;
+    case 6:
+      __integratedfastunpack6(initoffset, in, out);
+      break;
+    case 7:
+      __integratedfastunpack7(initoffset, in, out);
+      break;
+    case 8:
+      __integratedfastunpack8(initoffset, in, out);
+      break;
+    case 9:
+      __integratedfastunpack9(initoffset, in, out);
+      break;
+    case 10:
+      __integratedfastunpack10(initoffset, in, out);
+      break;
+    case 11:
+      __integratedfastunpack11(initoffset, in, out);
+      break;
+    case 12:
+      __integratedfastunpack12(initoffset, in, out);
+      break;
+    case 13:
+      __integratedfastunpack13(initoffset, in, out);
+      break;
+    case 14:
+      __integratedfastunpack14(initoffset, in, out);
+      break;
+    case 15:
+      __integratedfastunpack15(initoffset, in, out);
+      break;
+    case 16:
+      __integratedfastunpack16(initoffset, in, out);
+      break;
+    case 17:
+      __integratedfastunpack17(initoffset, in, out);
+      break;
+    case 18:
+      __integratedfastunpack18(initoffset, in, out);
+      break;
+    case 19:
+      __integratedfastunpack19(initoffset, in, out);
+      break;
+    case 20:
+      __integratedfastunpack20(initoffset, in, out);
+      break;
+    case 21:
+      __integratedfastunpack21(initoffset, in, out);
+      break;
+    case 22:
+      __integratedfastunpack22(initoffset, in, out);
+      break;
+    case 23:
+      __integratedfastunpack23(initoffset, in, out);
+      break;
+    case 24:
+      __integratedfastunpack24(initoffset, in, out);
+      break;
+    case 25:
+      __integratedfastunpack25(initoffset, in, out);
+      break;
+    case 26:
+      __integratedfastunpack26(initoffset, in, out);
+      break;
+    case 27:
+      __integratedfastunpack27(initoffset, in, out);
+      break;
+    case 28:
+      __integratedfastunpack28(initoffset, in, out);
+      break;
+    case 29:
+      __integratedfastunpack29(initoffset, in, out);
+      break;
+    case 30:
+      __integratedfastunpack30(initoffset, in, out);
+      break;
+    case 31:
+      __integratedfastunpack31(initoffset, in, out);
+      break;
+    case 32:
+      __integratedfastunpack32(initoffset, in, out);
+      break;
+    default:
+      break;
+    }
+  }
+
+  /*assumes that integers fit in the prescribed number of bits*/
+  static void inline integratedfastpackwithoutmask(
+      const uint32_t initoffset, const uint32_t *__restrict__ in,
+      uint32_t *__restrict__ out, const uint32_t bit) {
+    // Could have used function pointers instead of switch.
+    // Switch calls do offer the compiler more opportunities for optimization in
+    // theory. In this case, it makes no difference with a good compiler.
+    switch (bit) {
+    case 0:
+      __integratedfastpack0(initoffset, in, out);
+      break;
+    case 1:
+      __integratedfastpack1(initoffset, in, out);
+      break;
+    case 2:
+      __integratedfastpack2(initoffset, in, out);
+      break;
+    case 3:
+      __integratedfastpack3(initoffset, in, out);
+      break;
+    case 4:
+      __integratedfastpack4(initoffset, in, out);
+      break;
+    case 5:
+      __integratedfastpack5(initoffset, in, out);
+      break;
+    case 6:
+      __integratedfastpack6(initoffset, in, out);
+      break;
+    case 7:
+      __integratedfastpack7(initoffset, in, out);
+      break;
+    case 8:
+      __integratedfastpack8(initoffset, in, out);
+      break;
+    case 9:
+      __integratedfastpack9(initoffset, in, out);
+      break;
+    case 10:
+      __integratedfastpack10(initoffset, in, out);
+      break;
+    case 11:
+      __integratedfastpack11(initoffset, in, out);
+      break;
+    case 12:
+      __integratedfastpack12(initoffset, in, out);
+      break;
+    case 13:
+      __integratedfastpack13(initoffset, in, out);
+      break;
+    case 14:
+      __integratedfastpack14(initoffset, in, out);
+      break;
+    case 15:
+      __integratedfastpack15(initoffset, in, out);
+      break;
+    case 16:
+      __integratedfastpack16(initoffset, in, out);
+      break;
+    case 17:
+      __integratedfastpack17(initoffset, in, out);
+      break;
+    case 18:
+      __integratedfastpack18(initoffset, in, out);
+      break;
+    case 19:
+      __integratedfastpack19(initoffset, in, out);
+      break;
+    case 20:
+      __integratedfastpack20(initoffset, in, out);
+      break;
+    case 21:
+      __integratedfastpack21(initoffset, in, out);
+      break;
+    case 22:
+      __integratedfastpack22(initoffset, in, out);
+      break;
+    case 23:
+      __integratedfastpack23(initoffset, in, out);
+      break;
+    case 24:
+      __integratedfastpack24(initoffset, in, out);
+      break;
+    case 25:
+      __integratedfastpack25(initoffset, in, out);
+      break;
+    case 26:
+      __integratedfastpack26(initoffset, in, out);
+      break;
+    case 27:
+      __integratedfastpack27(initoffset, in, out);
+      break;
+    case 28:
+      __integratedfastpack28(initoffset, in, out);
+      break;
+    case 29:
+      __integratedfastpack29(initoffset, in, out);
+      break;
+    case 30:
+      __integratedfastpack30(initoffset, in, out);
+      break;
+    case 31:
+      __integratedfastpack31(initoffset, in, out);
+      break;
+    case 32:
+      __integratedfastpack32(initoffset, in, out);
+      break;
+    default:
+      break;
+    }
+  }
+
+  static void inline ipackwithoutmask(const uint32_t *in, const size_t Qty,
+                                      uint32_t *out, const uint32_t bit) {
+    if (Qty % BlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    uint32_t initoffset = 0;
+
+    for (size_t k = 0; k < Qty / BlockSize; ++k) {
+      integratedfastpackwithoutmask(initoffset, in + k * BlockSize,
+                                    out + k * bit, bit);
+      initoffset = *(in + k * BlockSize + BlockSize - 1);
+    }
+  }
+
+  static void inline pack(uint32_t *in, const size_t Qty, uint32_t *out,
+                          const uint32_t bit) {
+    if (Qty % BlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    uint32_t initoffset = 0;
+
+    for (size_t k = 0; k < Qty / BlockSize; ++k) {
+      const uint32_t nextoffset = *(in + k * BlockSize + BlockSize - 1);
+      if (bit < 32)
+        delta<BlockSize>(initoffset, in + k * BlockSize);
+      fastpack(in + k * BlockSize, out + k * bit, bit);
+      initoffset = nextoffset;
+    }
+  }
+
+  static void inline packWithoutDelta(uint32_t *in, const size_t Qty,
+                                      uint32_t *out, const uint32_t bit) {
+    for (size_t k = 0; k < Qty / BlockSize; ++k) {
+      fastpack(in + k * BlockSize, out + k * bit, bit);
+    }
+  }
+
+  static void inline unpack(const uint32_t *in, const size_t Qty, uint32_t *out,
+                            const uint32_t bit) {
+    if (Qty % BlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    uint32_t initoffset = 0;
+
+    for (size_t k = 0; k < Qty / BlockSize; ++k) {
+      fastunpack(in + k * bit, out + k * BlockSize, bit);
+      if (bit < 32)
+        inverseDelta<BlockSize>(initoffset, out + k * BlockSize);
+      initoffset = *(out + k * BlockSize + BlockSize - 1);
+    }
+  }
+
+  static void inline unpackWithoutDelta(const uint32_t *in, const size_t Qty,
+                                        uint32_t *out, const uint32_t bit) {
+    for (size_t k = 0; k < Qty / BlockSize; ++k) {
+      fastunpack(in + k * bit, out + k * BlockSize, bit);
+    }
+  }
+
+  static void inline packwithoutmask(uint32_t *in, const size_t Qty,
+                                     uint32_t *out, const uint32_t bit) {
+    if (Qty % BlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    uint32_t initoffset = 0;
+
+    for (size_t k = 0; k < Qty / BlockSize; ++k) {
+      const uint32_t nextoffset = *(in + k * BlockSize + BlockSize - 1);
+      if (bit < 32)
+        delta<BlockSize>(initoffset, in + k * BlockSize);
+      fastpackwithoutmask(in + k * BlockSize, out + k * bit, bit);
+      initoffset = nextoffset;
+    }
+  }
+
+  static void inline packwithoutmaskWithoutDelta(uint32_t *in, const size_t Qty,
+                                                 uint32_t *out,
+                                                 const uint32_t bit) {
+    for (size_t k = 0; k < Qty / BlockSize; ++k) {
+      fastpackwithoutmask(in + k * BlockSize, out + k * bit, bit);
+    }
+  }
+
+  static void inline iunpack(const uint32_t *in, const size_t Qty,
+                             uint32_t *out, const uint32_t bit) {
+    if (Qty % BlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+
+    uint32_t initoffset = 0;
+    for (size_t k = 0; k < Qty / BlockSize; ++k) {
+      integratedfastunpack(initoffset, in + k * bit, out + k * BlockSize, bit);
+      initoffset = *(out + k * BlockSize + BlockSize - 1);
+    }
+  }
+
+  /*static void GenRandom(std::vector<uint32_t>& data, int b) {
+      data[0] = random(b);
+
+      for(size_t i = 1 ; i < data.size() ; ++i )
+          data[i] = random(b) + data[i-1];
+  }*/
+
+  static void CheckMaxDiff(const std::vector<uint32_t> &refdata, unsigned bit) {
+    for (size_t i = 1; i < refdata.size(); ++i) {
+      if (gccbits(refdata[i] - refdata[i - 1]) > bit)
+        throw std::runtime_error("bug");
+    }
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_BITPACKINGHELPERS_H_ */
diff --git a/include/SIMDCompressionAndIntersection/boolarray.h b/include/SIMDCompressionAndIntersection/boolarray.h
new file mode 100644
index 0000000..6b0f9d0
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/boolarray.h
@@ -0,0 +1,181 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ */
+
+#ifndef SIMDCompressionAndIntersection_BOOLARRAY_H_
+#define SIMDCompressionAndIntersection_BOOLARRAY_H_
+
+#include "common.h"
+
+namespace SIMDCompressionLib {
+
+using namespace std;
+
+static inline int numberOfTrailingZeros(uint64_t x) {
+  if (x == 0)
+    return 64;
+  return __builtin_ctzl(x);
+}
+
+class BoolArray {
+public:
+  vector<uint64_t> buffer;
+  size_t sizeinbits;
+  BoolArray(const size_t n, const uint64_t initval = 0)
+      : buffer(n / 64 + (n % 64 == 0 ? 0 : 1), initval), sizeinbits(n) {}
+
+  BoolArray() : buffer(), sizeinbits(0) {}
+
+  BoolArray(const BoolArray &ba)
+      : buffer(ba.buffer), sizeinbits(ba.sizeinbits) {}
+
+  void inplaceIntersect(const BoolArray &other) {
+    assert(other.buffer.size() == buffer.size());
+    for (size_t i = 0; i < buffer.size(); ++i)
+      buffer[i] &= other.buffer[i];
+  }
+
+  // this is no faster because the compiler will vectorize
+  // inplaceIntersect automagically?
+  void SIMDinplaceIntersect(const BoolArray &other) {
+    assert(other.buffer.size() == buffer.size());
+    __m128i *bin = reinterpret_cast<__m128i *>(buffer.data());
+    const __m128i *bo = reinterpret_cast<const __m128i *>(other.buffer.data());
+    for (size_t i = 0; i < buffer.size() / 2; ++i) {
+      __m128i p1 = MM_LOAD_SI_128(bin + i);
+      __m128i p2 = MM_LOAD_SI_128(bo + i);
+      __m128i andp1p2 = _mm_and_si128(p1, p2);
+      _mm_storeu_si128(bin + i, andp1p2);
+    }
+    for (size_t i = buffer.size() / 2 * 2; i < buffer.size(); ++i)
+      buffer[i] &= other.buffer[i];
+  }
+
+  void intersect(const BoolArray &other, BoolArray &output) {
+    assert(other.buffer.size() == buffer.size());
+    output.buffer.resize(buffer.size());
+    for (size_t i = 0; i < buffer.size(); ++i)
+      output.buffer[i] = buffer[i] & other.buffer[i];
+  }
+
+  // this is no faster because the compiler will vectorize
+  // intersect automagically?
+  void SIMDintersect(const BoolArray &other, BoolArray &output) {
+    assert(other.buffer.size() == buffer.size());
+    output.buffer.resize(buffer.size());
+    const __m128i *bin = reinterpret_cast<const __m128i *>(buffer.data());
+    const __m128i *bo = reinterpret_cast<const __m128i *>(other.buffer.data());
+    __m128i *bout = reinterpret_cast<__m128i *>(output.buffer.data());
+
+    for (size_t i = 0; i < buffer.size() / 2; ++i) {
+      __m128i p1 = MM_LOAD_SI_128(bin + i);
+      __m128i p2 = MM_LOAD_SI_128(bo + i);
+      __m128i andp1p2 = _mm_and_si128(p1, p2);
+      _mm_storeu_si128(bout + i, andp1p2);
+    }
+    for (size_t i = buffer.size() / 2 * 2; i < buffer.size(); ++i)
+      output.buffer[i] = buffer[i] & other.buffer[i];
+  }
+
+  void setSizeInBits(const size_t sizeib) { sizeinbits = sizeib; }
+
+  /**
+   * Write out this bitmap to a vector as a list of integers corresponding
+   * to set bits. The caller should have allocated enough memory.
+   */
+  void toArray(vector<uint32_t> &ans) {
+    uint32_t pos = 0;
+    for (uint32_t k = 0; k < buffer.size(); ++k) {
+      uint64_t myword = buffer[k];
+      while (myword != 0) {
+        int ntz = __builtin_ctzl(myword);
+        ans[pos++] = k * 64 + ntz;
+        myword ^= (1ll << ntz);
+      }
+    }
+    ans.resize(pos);
+  }
+
+  /**
+   * This is a version of toArray where we write to a pointer.
+   * Returns the number of written ints.
+   */
+  size_t toInts(uint32_t *out) {
+    size_t pos = 0;
+    for (uint32_t k = 0; k < buffer.size(); ++k) {
+      const uint64_t myword = buffer[k];
+      for (int offset = 0; offset < 64; ++offset) {
+        if ((myword >> offset) == 0)
+          break;
+        offset += numberOfTrailingZeros((myword >> offset));
+        out[pos++] = 64 * k + offset;
+      }
+    }
+    return pos;
+  }
+  BoolArray &operator=(const BoolArray &x) {
+    this->buffer = x.buffer;
+    this->sizeinbits = x.sizeinbits;
+    return *this;
+  }
+
+  /**
+   * set to true (whether it was already set to true or not)
+   *
+   * This is an expensive (random access) API, you really ought to
+   * prepare a new word and then append it.
+   */
+  ALWAYS_INLINE
+  void set(const size_t pos) {
+    buffer[pos / 64] |= (static_cast<uint64_t>(1) << (pos % 64));
+  }
+
+  /**
+   * set to false (whether it was already set to false or not)
+   *
+   * This is an expensive (random access) API, you really ought to
+   * prepare a new word and then append it.
+   */
+  ALWAYS_INLINE
+  void unset(const size_t pos) {
+    buffer[pos / 64] |= ~(static_cast<uint64_t>(1) << (pos % 64));
+  }
+
+  /**
+   * true of false? (set or unset)
+   */
+  ALWAYS_INLINE
+  bool get(const size_t pos) const {
+    return (buffer[pos / 64] & (static_cast<uint64_t>(1) << (pos % 64))) != 0;
+  }
+
+  /**
+   * set all bits to 0
+   */
+  void reset() {
+    memset(buffer.data(), 0,
+           sizeof(uint64_t) *
+               buffer.size()); // memset can be slow, does it matter?
+    sizeinbits = 0;
+  }
+
+  size_t sizeInBits() const { return sizeinbits; }
+
+  size_t sizeInBytes() const { return buffer.size() * sizeof(uint64_t); }
+
+  /**
+   * Return memory usage of a bitmap spanning n bits
+   */
+  static size_t sizeInBytes(size_t n) {
+    size_t buffersize = n / 64 + (n % 64 == 0 ? 0 : 1);
+    return buffersize * sizeof(uint64_t);
+  }
+
+  ~BoolArray() {}
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_BOOLARRAY_H_ */
diff --git a/include/SIMDCompressionAndIntersection/codecfactory.h b/include/SIMDCompressionAndIntersection/codecfactory.h
new file mode 100644
index 0000000..ddaf7d8
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/codecfactory.h
@@ -0,0 +1,185 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+
+#ifndef SIMDCompressionAndIntersection_CODECFACTORY_H_
+#define SIMDCompressionAndIntersection_CODECFACTORY_H_
+
+#include "common.h"
+#include "codecs.h"
+#include "common.h"
+#include "compositecodec.h"
+#include "bitpackinghelpers.h"
+#include "simdbitpackinghelpers.h"
+#include "delta.h"
+#include "util.h"
+#include "synthetic.h"
+#include "binarypacking.h"
+#include "simdbinarypacking.h"
+#include "simdvariablebyte.h"
+#include "fastpfor.h"
+#include "simdfastpfor.h"
+#include "variablebyte.h"
+#include "varintgb.h"
+#include "streamvariablebyte.h"
+#include "VarIntG8IU.h" // warning: patented scheme
+#include "frameofreference.h"
+#include "forcodec.h"
+
+namespace SIMDCompressionLib {
+
+using namespace std;
+
+typedef VariableByte<true> leftovercodec;
+
+static std::map<string, shared_ptr<IntegerCODEC>> initializefactory() {
+  std::map<string, shared_ptr<IntegerCODEC>> schemes;
+#ifdef __SSSE3__
+  schemes["varintg8iu"] = shared_ptr<IntegerCODEC>(new VarIntG8IU<true>());
+#endif /* __SSSE3__ */
+  schemes["fastpfor"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<FastPFor<8, true>, leftovercodec>());
+
+  schemes["copy"] = shared_ptr<IntegerCODEC>(new JustCopy());
+  schemes["varint"] = shared_ptr<IntegerCODEC>(new VariableByte<true>());
+  schemes["vbyte"] = shared_ptr<IntegerCODEC>(new VByte<true>());
+  schemes["maskedvbyte"] = shared_ptr<IntegerCODEC>(new MaskedVByte<true>());
+  schemes["streamvbyte"] = shared_ptr<IntegerCODEC>(new StreamVByteD1());
+  schemes["frameofreference"] =
+      shared_ptr<IntegerCODEC>(new FrameOfReference());
+
+  schemes["simdframeofreference"] =
+      shared_ptr<IntegerCODEC>(new SIMDFrameOfReference());
+
+  schemes["varintgb"] = std::shared_ptr<IntegerCODEC>(new VarIntGB<true>());
+
+  schemes["s4-fastpfor-d4"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<SIMDFastPFor<8, CoarseDelta4SIMD>, leftovercodec>());
+  schemes["s4-fastpfor-dm"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<SIMDFastPFor<8, Max4DeltaSIMD>, VariableByte<true>>());
+  schemes["s4-fastpfor-d1"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<SIMDFastPFor<8, RegularDeltaSIMD>, leftovercodec>());
+  schemes["s4-fastpfor-d2"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<SIMDFastPFor<8, CoarseDelta2SIMD>, leftovercodec>());
+
+  schemes["bp32"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<BinaryPacking<BasicBlockPacker>,
+                         VariableByte<true>>());
+  schemes["ibp32"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<BinaryPacking<IntegratedBlockPacker>,
+                         leftovercodec>());
+
+  schemes["s4-bp128-d1-ni"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<
+          SIMDBinaryPacking<SIMDBlockPacker<RegularDeltaSIMD, true>>,
+          leftovercodec>());
+  schemes["s4-bp128-d2-ni"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<
+          SIMDBinaryPacking<SIMDBlockPacker<CoarseDelta2SIMD, true>>,
+          leftovercodec>());
+  schemes["s4-bp128-d4-ni"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<
+          SIMDBinaryPacking<SIMDBlockPacker<CoarseDelta4SIMD, true>>,
+          leftovercodec>());
+  schemes["s4-bp128-dm-ni"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<
+          SIMDBinaryPacking<SIMDBlockPacker<Max4DeltaSIMD, true>>,
+          leftovercodec>());
+
+  schemes["s4-bp128-d1"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<
+          SIMDBinaryPacking<SIMDIntegratedBlockPacker<RegularDeltaSIMD, true>>,
+          leftovercodec>());
+  schemes["s4-bp128-d2"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<
+          SIMDBinaryPacking<SIMDIntegratedBlockPacker<CoarseDelta2SIMD, true>>,
+          leftovercodec>());
+  schemes["s4-bp128-d4"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<
+          SIMDBinaryPacking<SIMDIntegratedBlockPacker<CoarseDelta4SIMD, true>>,
+          leftovercodec>());
+  schemes["s4-bp128-dm"] = shared_ptr<IntegerCODEC>(
+      new CompositeCodec<
+          SIMDBinaryPacking<SIMDIntegratedBlockPacker<Max4DeltaSIMD, true>>,
+          leftovercodec>());
+  schemes["for"] = shared_ptr<IntegerCODEC>(new ForCODEC());
+  return schemes;
+}
+
+class CODECFactory {
+public:
+  static map<string, shared_ptr<IntegerCODEC>> scodecmap;
+  static shared_ptr<IntegerCODEC> defaultptr;
+
+  // hacked for convenience
+  static vector<shared_ptr<IntegerCODEC>> allSchemes() {
+    vector<shared_ptr<IntegerCODEC>> ans;
+    for (auto i = scodecmap.begin(); i != scodecmap.end(); ++i) {
+      ans.push_back(i->second);
+    }
+    return ans;
+  }
+
+  static vector<string> allNames() {
+    vector<string> ans;
+    for (auto i = scodecmap.begin(); i != scodecmap.end(); ++i) {
+      ans.push_back(i->first);
+    }
+    return ans;
+  }
+
+  /**
+   * This function tries to determine whether the
+   * input is modified during compression.
+   */
+  static bool modifiesInputDuringCompression(IntegerCODEC &v) {
+    vector<uint32_t> test;
+    const uint32_t N = 2049;
+    for (uint32_t k = 0; k < N; ++k)
+      test.emplace_back(k);
+    vector<uint32_t> out(N + 1024);
+    size_t outsize = out.size();
+    v.encodeArray(test.data(), N, out.data(), outsize);
+    for (uint32_t k = 0; k < N; ++k)
+      if (test[k] != k)
+        return true;
+    return false; // granted this is not full-proof, but is ok in our context
+  }
+
+  static string getName(IntegerCODEC &v) {
+    for (auto i = scodecmap.begin(); i != scodecmap.end(); ++i) {
+      if (i->second.get() == &v)
+        return i->first;
+    }
+    return "UNKNOWN";
+  }
+
+  static bool valid(string name) {
+    return (scodecmap.find(name) != scodecmap.end());
+  }
+
+  static shared_ptr<IntegerCODEC> &getFromName(string name) {
+    if (scodecmap.find(name) == scodecmap.end()) {
+      cerr << "name " << name << " does not refer to a CODEC." << endl;
+      cerr << "possible choices:" << endl;
+      for (auto i = scodecmap.begin(); i != scodecmap.end(); ++i) {
+        cerr << static_cast<string>(i->first)
+             << endl; // useless cast, but just to be clear
+      }
+      return defaultptr;
+    }
+    return scodecmap[name];
+  }
+};
+
+map<string, shared_ptr<IntegerCODEC>> CODECFactory::scodecmap =
+    initializefactory();
+
+shared_ptr<IntegerCODEC> CODECFactory::defaultptr =
+    shared_ptr<IntegerCODEC>(nullptr);
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_CODECFACTORY_H_ */
diff --git a/include/SIMDCompressionAndIntersection/codecs.h b/include/SIMDCompressionAndIntersection/codecs.h
new file mode 100644
index 0000000..f90dddc
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/codecs.h
@@ -0,0 +1,131 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+
+#ifndef SIMDCompressionAndIntersection_CODECS_H_
+#define SIMDCompressionAndIntersection_CODECS_H_
+
+#include "common.h"
+#include "util.h"
+#include "bitpackinghelpers.h"
+
+namespace SIMDCompressionLib {
+
+using namespace std;
+
+class NotEnoughStorage : public std::runtime_error {
+public:
+  size_t required; // number of 32-bit symbols required
+  NotEnoughStorage(const size_t req) : runtime_error(""), required(req) {}
+};
+
+class IntegerCODEC {
+public:
+  /**
+   * You specify input and input length, as well as
+   * output and output length. nvalue gets modified to
+   * reflect how much was used. If the new value of
+   * nvalue is more than the original value, we can
+   * consider this a buffer overrun.
+   *
+   * You are responsible for allocating the memory (length
+   * for *in and nvalue for *out).
+   */
+  virtual void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                           size_t &nvalue) = 0;
+
+  /**
+   * Usage is similar to encodeArray except that it returns a pointer
+   * incremented from in. In theory it should be in+length. If the
+   * returned pointer is less than in+length, then this generally means
+   * that the decompression is not finished (some scheme compress
+   * the bulk of the data one way, and they then they compress remaining
+   * integers using another scheme).
+   *
+   * As with encodeArray, you need to have length elements allocated
+   * for *in and at least nvalue elements allocated for out. The value
+   * of the variable nvalue gets updated with the number actually used
+   * (if nvalue exceeds the original value, there might be a buffer
+   * overrun).
+   */
+  virtual const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                                      uint32_t *out, size_t &nvalue) = 0;
+  virtual ~IntegerCODEC() {}
+
+  /**
+   * Will compress the content of a vector into
+   * another vector.
+   *
+   * This is offered for convenience. It might be slow.
+   */
+  virtual vector<uint32_t> compress(vector<uint32_t> &data) {
+    vector<uint32_t> compresseddata(data.size() * 2 +
+                                    1024); // allocate plenty of memory
+    size_t memavailable = compresseddata.size();
+    encodeArray(data.data(), data.size(), compresseddata.data(), memavailable);
+    compresseddata.resize(memavailable);
+    return compresseddata;
+  }
+
+  /**
+   * Will uncompress the content of a vector into
+   * another vector. Some CODECs know exactly how much data to uncompress,
+   * others need to uncompress it all to know how data there is to uncompress...
+   * So it useful to have a hint (expected_uncompressed_size) that tells how
+   * much data there will be to uncompress. Otherwise, the code will
+   * try to guess, but the result is uncertain and inefficient. You really
+   * ought to keep track of how many symbols you had compressed.
+   *
+   * For convenience. Might be slow.
+   */
+  virtual vector<uint32_t> uncompress(vector<uint32_t> &compresseddata,
+                                      size_t expected_uncompressed_size = 0) {
+    vector<uint32_t> data(
+        expected_uncompressed_size); // allocate plenty of memory
+    size_t memavailable = data.size();
+    try {
+      decodeArray(compresseddata.data(), compresseddata.size(), data.data(),
+                  memavailable);
+    } catch (NotEnoughStorage &nes) {
+      data.resize(nes.required + 1024);
+      decodeArray(compresseddata.data(), compresseddata.size(), data.data(),
+                  memavailable);
+    }
+    data.resize(memavailable);
+    return data;
+  }
+
+  virtual string name() const = 0;
+};
+
+/******************
+ * This just copies the data, no compression.
+ */
+class JustCopy : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    memcpy(out, in, sizeof(uint32_t) * length);
+    nvalue = length;
+  }
+  // like encodeArray, but we don't actually copy
+  void fakeencodeArray(const uint32_t * /*in*/, const size_t length,
+                       size_t &nvalue) {
+    nvalue = length;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    memcpy(out, in, sizeof(uint32_t) * length);
+    nvalue = length;
+    return in + length;
+  }
+  string name() const { return "JustCopy"; }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_CODECS_H_ */
diff --git a/include/SIMDCompressionAndIntersection/common.h b/include/SIMDCompressionAndIntersection/common.h
new file mode 100644
index 0000000..ffb22d3
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/common.h
@@ -0,0 +1,60 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+#ifndef SIMDCompressionAndIntersection_COMMON_H_
+#define SIMDCompressionAndIntersection_COMMON_H_
+
+#include <errno.h>
+#include <fcntl.h>
+#include <immintrin.h>
+#include <iso646.h>
+#include <limits.h>
+#ifndef _MSC_VER
+#include <sys/resource.h>
+#endif
+#include <sys/types.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <stdlib.h>
+#ifndef _MSC_VER
+#include <sys/time.h>
+#include <sys/mman.h>
+#endif
+#include <sys/stat.h>
+#include <time.h>
+
+#include <algorithm>
+#include <cmath>
+#include <chrono>
+#include <cassert>
+#include <cstring>
+#include <fstream>
+#include <iomanip>
+#include <iostream>
+#include <map>
+#include <numeric>
+#include <queue>
+#include <set>
+#include <string>
+#include <stdexcept>
+#include <sstream>
+#include <memory>
+#include <unordered_set>
+#include <vector>
+
+#include "platform.h"
+
+#ifdef USE_ALIGNED
+#define MM_LOAD_SI_128 _mm_load_si128
+#define MM_STORE_SI_128 _mm_store_si128
+#else
+#define MM_LOAD_SI_128 _mm_loadu_si128
+#define MM_STORE_SI_128 _mm_storeu_si128
+#endif
+
+namespace SIMDCompressionLib {} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_COMMON_H_ */
diff --git a/include/SIMDCompressionAndIntersection/compositecodec.h b/include/SIMDCompressionAndIntersection/compositecodec.h
new file mode 100644
index 0000000..c1e1577
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/compositecodec.h
@@ -0,0 +1,69 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+#ifndef SIMDCompressionAndIntersection_COMPOSITECODEC_H_
+#define SIMDCompressionAndIntersection_COMPOSITECODEC_H_
+
+#include "common.h"
+#include "util.h"
+#include "codecs.h"
+
+namespace SIMDCompressionLib {
+
+/**
+ * This is a useful class for CODEC that only compress
+ * data having length a multiple of some unit length.
+ */
+template <class Codec1, class Codec2>
+class CompositeCodec : public IntegerCODEC {
+public:
+  CompositeCodec() : codec1(), codec2() {}
+  Codec1 codec1;
+  Codec2 codec2;
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    const size_t roundedlength = length / Codec1::BlockSize * Codec1::BlockSize;
+    size_t nvalue1 = nvalue;
+    codec1.encodeArray(in, roundedlength, out, nvalue1);
+
+    if (roundedlength < length) {
+      ASSERT(nvalue >= nvalue1, nvalue << " " << nvalue1);
+      size_t nvalue2 = nvalue - nvalue1;
+      codec2.encodeArray(in + roundedlength, length - roundedlength,
+                         out + nvalue1, nvalue2);
+      nvalue = nvalue1 + nvalue2;
+    } else {
+      nvalue = nvalue1;
+    }
+  }
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    const uint32_t *const initin(in);
+    size_t mynvalue1 = nvalue;
+    const uint32_t *in2 = codec1.decodeArray(in, length, out, mynvalue1);
+    if (length + in > in2) {
+      assert(nvalue > mynvalue1);
+      size_t nvalue2 = nvalue - mynvalue1;
+      const uint32_t *in3 = codec2.decodeArray(in2, length - (in2 - in),
+                                               out + mynvalue1, nvalue2);
+      nvalue = mynvalue1 + nvalue2;
+      assert(initin + length >= in3);
+      return in3;
+    }
+    nvalue = mynvalue1;
+    assert(initin + length >= in2);
+    return in2;
+  }
+  string name() const {
+    ostringstream convert;
+    convert << codec1.name() << "+" << codec2.name();
+    return convert.str();
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_COMPOSITECODEC_H_ */
diff --git a/include/SIMDCompressionAndIntersection/delta.h b/include/SIMDCompressionAndIntersection/delta.h
new file mode 100644
index 0000000..4ca74c4
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/delta.h
@@ -0,0 +1,86 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Leonid Boytsov, Nathan Kurz and Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_DELTA_H_
+#define SIMDCompressionAndIntersection_DELTA_H_
+
+#include "common.h"
+
+namespace SIMDCompressionLib {
+
+/**
+ * To avoid crazy dependencies, this header should not
+ * include any other header file.
+ */
+
+template <class T> void delta(const T initoffset, T *data, const size_t size) {
+  if (size == 0)
+    return; // nothing to do
+  if (size > 1)
+    for (size_t i = size - 1; i > 0; --i) {
+      data[i] -= data[i - 1];
+    }
+  data[0] -= initoffset;
+}
+
+template <size_t size, class T> void delta(const T initoffset, T *data) {
+  if (size == 0)
+    return; // nothing to do
+  if (size > 1)
+    for (size_t i = size - 1; i > 0; --i) {
+      data[i] -= data[i - 1];
+    }
+  data[0] -= initoffset;
+}
+
+template <class T>
+void inverseDelta(const T initoffset, T *data, const size_t size) {
+  if (size == 0)
+    return; // nothing to do
+  data[0] += initoffset;
+  const size_t UnrollQty = 4;
+  const size_t sz0 =
+      (size / UnrollQty) * UnrollQty; // equal to 0, if size < UnrollQty
+  size_t i = 1;
+  if (sz0 >= UnrollQty) {
+    T a = data[0];
+    for (; i < sz0 - UnrollQty; i += UnrollQty) {
+      a = data[i] += a;
+      a = data[i + 1] += a;
+      a = data[i + 2] += a;
+      a = data[i + 3] += a;
+    }
+  }
+  for (; i != size; ++i) {
+    data[i] += data[i - 1];
+  }
+}
+template <size_t size, class T> void inverseDelta(const T initoffset, T *data) {
+  if (size == 0)
+    return; // nothing to do
+  data[0] += initoffset;
+  const size_t UnrollQty = 4;
+  const size_t sz0 =
+      (size / UnrollQty) * UnrollQty; // equal to 0, if size < UnrollQty
+  size_t i = 1;
+  if (sz0 >= UnrollQty) {
+    T a = data[0];
+    for (; i < sz0 - UnrollQty; i += UnrollQty) {
+      a = data[i] += a;
+      a = data[i + 1] += a;
+      a = data[i + 2] += a;
+      a = data[i + 3] += a;
+    }
+  }
+  for (; i != size; ++i) {
+    data[i] += data[i - 1];
+  }
+}
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_DELTA_H_ */
diff --git a/include/SIMDCompressionAndIntersection/deltatemplates.h b/include/SIMDCompressionAndIntersection/deltatemplates.h
new file mode 100644
index 0000000..160c36d
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/deltatemplates.h
@@ -0,0 +1,164 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Leonid Boytsov, Nathan Kurz and Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_DELTATEMPLATES_H_
+#define SIMDCompressionAndIntersection_DELTATEMPLATES_H_
+
+#include "common.h"
+
+namespace SIMDCompressionLib {
+
+/**
+ * To avoid crazy dependencies, this header should not
+ * include any other header file.
+ */
+
+/**
+ * The structs RegularDeltaSIMD, NoDelta, CoarseDelta4SIMD, CoarseDelta2SIMD,
+ * Max4DeltaSIMD
+ * are used in templates to specify which type of differential encoding to use
+ * (if any).
+ *
+ * See SIMDDeltaProcessor
+ */
+
+struct RegularDeltaSIMD {
+  // Folklore code, unknown origin of this idea
+  ALWAYS_INLINE
+  static __m128i PrefixSum(__m128i curr, __m128i prev) {
+    const __m128i _tmp1 = _mm_add_epi32(_mm_slli_si128(curr, 8), curr);
+    const __m128i _tmp2 = _mm_add_epi32(_mm_slli_si128(_tmp1, 4), _tmp1);
+    return _mm_add_epi32(_tmp2, _mm_shuffle_epi32(prev, 0xff));
+  }
+
+  ALWAYS_INLINE
+  static __m128i Delta(__m128i curr, __m128i prev) {
+    return _mm_sub_epi32(
+        curr, _mm_or_si128(_mm_slli_si128(curr, 4), _mm_srli_si128(prev, 12)));
+  }
+
+  static bool usesDifferentialEncoding() { return true; }
+
+  static std::string name() { return "Delta1"; }
+};
+
+struct NoDelta {
+  ALWAYS_INLINE
+  static __m128i PrefixSum(__m128i curr, __m128i) { return curr; }
+  ALWAYS_INLINE
+  static __m128i Delta(__m128i curr, __m128i) { return curr; }
+
+  static bool usesDifferentialEncoding() { return false; }
+  static std::string name() { return "NoDelta"; }
+};
+
+struct CoarseDelta4SIMD {
+  ALWAYS_INLINE
+  // Proposed and implemented by L. Boytosv
+  static __m128i PrefixSum(__m128i curr, __m128i prev) {
+    return _mm_add_epi32(curr, prev);
+  }
+  ALWAYS_INLINE
+  static __m128i Delta(__m128i curr, __m128i prev) {
+    return _mm_sub_epi32(curr, prev);
+  }
+
+  static bool usesDifferentialEncoding() { return true; }
+
+  static std::string name() { return "Delta4"; }
+};
+
+struct CoarseDelta2SIMD {
+  ALWAYS_INLINE
+  // Proposed and implemented by L. Boytosv
+  static __m128i PrefixSum(__m128i curr, __m128i prev) {
+    const __m128i _tmp1 = _mm_add_epi32(_mm_slli_si128(curr, 8), curr);
+    return _mm_add_epi32(_tmp1,
+                         _mm_shuffle_epi32(prev, _MM_SHUFFLE(3, 2, 3, 2)));
+  }
+  ALWAYS_INLINE
+  static __m128i Delta(__m128i curr, __m128i prev) {
+    return _mm_sub_epi32(
+        curr, _mm_or_si128(_mm_slli_si128(curr, 8), _mm_srli_si128(prev, 8)));
+  }
+  static bool usesDifferentialEncoding() { return true; }
+
+  static std::string name() { return "Delta2"; }
+};
+
+struct Max4DeltaSIMD {
+  ALWAYS_INLINE
+  // The idea is due to N. Kurz
+  static __m128i PrefixSum(__m128i curr, __m128i prev) {
+    return _mm_add_epi32(curr, _mm_shuffle_epi32(prev, 0xff));
+  }
+  ALWAYS_INLINE
+  static __m128i Delta(__m128i curr, __m128i prev) {
+    return _mm_sub_epi32(curr, _mm_shuffle_epi32(prev, 0xff));
+  }
+  static std::string name() { return "DeltaM4"; }
+
+  static bool usesDifferentialEncoding() { return true; }
+};
+
+/**
+ * Wrapper around  the structs RegularDeltaSIMD, NoDelta, CoarseDelta4SIMD,
+ * CoarseDelta2SIMD, Max4DeltaSIMD
+ * to compute differential encoding and prefix sums.
+ */
+template <class DeltaHelper, size_t TotalQty> struct SIMDDeltaProcessor {
+  static __m128i runPrefixSum(__m128i initOffset, uint32_t *pData) {
+    const size_t QtyDivBy4 = TotalQty / 4;
+    // The block should contain 8N 32-bit integers, where N is some integer
+    assert(QtyDivBy4 % 2 == 0);
+
+    __m128i *pCurr = reinterpret_cast<__m128i *>(pData);
+    const __m128i *pEnd = pCurr + QtyDivBy4;
+
+    // Leonid Boytsov: manual loop unrolling may be crucial here.
+    while (pCurr < pEnd) {
+      initOffset = DeltaHelper::PrefixSum(MM_LOAD_SI_128(pCurr), initOffset);
+      MM_STORE_SI_128(pCurr++, initOffset);
+
+      initOffset = DeltaHelper::PrefixSum(MM_LOAD_SI_128(pCurr), initOffset);
+      MM_STORE_SI_128(pCurr++, initOffset);
+    }
+
+    return initOffset;
+  }
+
+  static void runDelta(__m128i initOffset, uint32_t *pData) {
+    const size_t QtyDivBy4 = TotalQty / 4;
+    // The block should contain 8N 32-bit integers, where N is some integer
+    assert(QtyDivBy4 && QtyDivBy4 % 2 == 0);
+    __m128i *pCurr = reinterpret_cast<__m128i *>(pData) + QtyDivBy4 - 1;
+    __m128i *pStart = reinterpret_cast<__m128i *>(pData);
+    __m128i a = MM_LOAD_SI_128(pCurr);
+    // Leonid Boytsov: manual loop unrolling may be crucial here.
+    while (pCurr > pStart + 1) {
+      __m128i b = MM_LOAD_SI_128(pCurr - 1);
+      MM_STORE_SI_128(pCurr, DeltaHelper::Delta(a, b));
+      a = b;
+      --pCurr;
+
+      b = MM_LOAD_SI_128(pCurr - 1);
+      MM_STORE_SI_128(pCurr, DeltaHelper::Delta(a, b));
+      a = b;
+      --pCurr;
+    }
+
+    __m128i b = MM_LOAD_SI_128(pStart);
+    MM_STORE_SI_128(pStart + 1, DeltaHelper::Delta(a, b));
+    a = b;
+
+    MM_STORE_SI_128(pStart, DeltaHelper::Delta(a, initOffset));
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_DELTATEMPLATES_H_ */
diff --git a/include/SIMDCompressionAndIntersection/fastpfor.h b/include/SIMDCompressionAndIntersection/fastpfor.h
new file mode 100644
index 0000000..217a061
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/fastpfor.h
@@ -0,0 +1,367 @@
+/*
+ * This is the non-SIMD version of FastPFOR.
+ * It is not recommended per se, only provided for
+ * comparison purposes.
+ */
+
+#ifndef SIMDCompressionAndIntersection_FASTPFOR_H_
+#define SIMDCompressionAndIntersection_FASTPFOR_H_
+
+#include "common.h"
+#include "codecs.h"
+#include "bitpackinghelpers.h"
+#include "util.h"
+#include "delta.h"
+
+namespace SIMDCompressionLib {
+
+class ScalarSortedBitPacker {
+public:
+  enum { DEFAULTSIZE = 128 };
+  uint32_t buffer[32];
+
+  ScalarSortedBitPacker() {
+    for (uint32_t i = 0; i < 32; ++i) {
+      data[i] = new uint32_t[DEFAULTSIZE];
+      memset(data[i], 0, DEFAULTSIZE * sizeof(uint32_t));
+      actualsizes[i] = DEFAULTSIZE;
+    }
+    clear();
+  }
+
+  void reset() {
+    for (uint32_t i = 0; i < 32; ++i) {
+      delete[] data[i];
+      data[i] = new uint32_t[DEFAULTSIZE];
+      memset(data[i], 0, DEFAULTSIZE * sizeof(uint32_t));
+      actualsizes[i] = DEFAULTSIZE;
+    }
+    clear();
+  }
+
+  ~ScalarSortedBitPacker() { free(); }
+  void free() {
+    clear();
+    for (uint32_t i = 0; i < 32; ++i)
+      if (data[i] != NULL) {
+        delete[] data[i];
+        data[i] = NULL;
+        actualsizes[i] = 0;
+      }
+  }
+  void directAppend(uint32_t i, uint32_t val) { data[i][sizes[i]++] = val; }
+
+  const uint32_t *get(int i) { return data[i]; }
+
+  void ensureCapacity(int i, uint32_t datatoadd) {
+    if (sizes[i] + datatoadd > actualsizes[i]) {
+      actualsizes[i] = (sizes[i] + datatoadd + 127) / 128 * 128 * 2;
+      uint32_t *tmp = new uint32_t[actualsizes[i]];
+      for (uint32_t j = 0; j < sizes[i]; ++j)
+        tmp[j] = data[i][j];
+      delete[] data[i];
+      data[i] = tmp;
+    }
+  }
+
+  void clear() {
+    for (uint32_t i = 0; i < 32; ++i)
+      sizes[i] = 0; // memset "might" be faster.
+  }
+
+  uint32_t *write(uint32_t *out) {
+    uint32_t bitmap = 0;
+    for (uint32_t k = 1; k < 32; ++k) {
+      if (sizes[k] != 0)
+        bitmap |= (1U << k);
+    }
+    *(out++) = bitmap;
+
+    for (uint32_t k = 1; k < 32; ++k) {
+      if (sizes[k] != 0) {
+        *out = sizes[k];
+        out++;
+        uint32_t j = 0;
+        for (; j < sizes[k]; j += 32) {
+          BitPackingHelpers::fastpackwithoutmask(&data[k][j], out, k + 1);
+          out += k + 1;
+        }
+        out -= (j - sizes[k]) * (k + 1) / 32;
+      }
+    }
+    return out;
+  }
+
+  const uint32_t *read(const uint32_t *in) {
+    clear();
+    const uint32_t bitmap = *(in++);
+
+    for (uint32_t k = 1; k < 32; ++k) {
+      if ((bitmap & (1U << k)) != 0) {
+        sizes[k] = *in++;
+        if (actualsizes[k] < sizes[k]) {
+          delete[] data[k];
+          actualsizes[k] = (sizes[k] + 31) / 32 * 32;
+          data[k] = new uint32_t[actualsizes[k]];
+        }
+        uint32_t j = 0;
+        for (; j + 31 < sizes[k]; j += 32) {
+          BitPackingHelpers::fastunpack(in, &data[k][j], k + 1);
+          in += k + 1;
+        }
+        uint32_t remaining = sizes[k] - j;
+        memcpy(buffer, in, (remaining * (k + 1) + 31) / 32 * sizeof(uint32_t));
+        uint32_t *bpointer = buffer;
+        in += ((sizes[k] + 31) / 32 * 32 - j) / 32 * (k + 1);
+        for (; j < sizes[k]; j += 32) {
+          BitPackingHelpers::fastunpack(bpointer, &data[k][j], k + 1);
+          bpointer += k + 1;
+        }
+        in -= (j - sizes[k]) * (k + 1) / 32;
+      }
+    }
+    return in;
+  }
+
+private:
+  uint32_t *data[32];
+  uint32_t sizes[32];
+  uint32_t actualsizes[32];
+
+  // we don't want anyone to start copying this class
+  ScalarSortedBitPacker(const ScalarSortedBitPacker &);
+  ScalarSortedBitPacker &operator=(const ScalarSortedBitPacker &);
+};
+
+/**
+ * FastPFor
+ *
+ * Reference and documentation:
+ *
+ * Daniel Lemire and Leonid Boytsov, Decoding billions of integers per second
+ * through vectorization
+ * http://arxiv.org/abs/1209.2137
+ *
+ * Designed by D. Lemire with ideas from Leonid Boytsov. This scheme is NOT
+ * patented.
+ *
+ */
+template <uint32_t BlockSizeInUnitsOfPackSize = 8,
+          bool useDelta = true> // BlockSizeInUnitsOfPackSize should be 4 or 8
+class FastPFor : public IntegerCODEC {
+public:
+  /**
+   * ps (page size) should be a multiple of BlockSize, any "large"
+   * value should do.
+   */
+  FastPFor(uint32_t ps = 65536)
+      : PageSize(ps), bitsPageSize(gccbits(PageSize)), bpacker(),
+        bytescontainer(PageSize + 3 * PageSize / BlockSize) {
+    assert(ps / BlockSize * BlockSize == ps);
+    assert(gccbits(BlockSizeInUnitsOfPackSize * PACKSIZE - 1) <= 8);
+  }
+  enum {
+    PACKSIZE = 32,
+    overheadofeachexcept = 8,
+    overheadduetobits = 8,
+    overheadduetonmbrexcept = 8,
+    BlockSize = BlockSizeInUnitsOfPackSize * PACKSIZE
+  };
+
+  const uint32_t PageSize;
+  const uint32_t bitsPageSize;
+  ScalarSortedBitPacker bpacker;
+  vector<uint8_t> bytescontainer;
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    const uint32_t *const initin(in);
+    const size_t mynvalue = *in;
+    ++in;
+    if (mynvalue > nvalue)
+      throw NotEnoughStorage(mynvalue);
+    nvalue = mynvalue;
+    const uint32_t *const finalout(out + nvalue);
+    uint32_t prev = 0;
+    while (out != finalout) {
+      size_t thisnvalue(0);
+      size_t thissize = static_cast<size_t>(
+          finalout > PageSize + out ? PageSize : (finalout - out));
+
+      __decodeArray(in, thisnvalue, out, thissize, prev);
+      in += thisnvalue;
+      out += thissize;
+    }
+    assert(initin + length >= in);
+    bpacker.reset(); // if you don't do this, the codec has a "memory".
+    return in;
+  }
+
+  /**
+   * If you save the output and recover it in memory, you are
+   * responsible to ensure that the alignment is preserved.
+   *
+   * The input size (length) should be a multiple of
+   * BlockSizeInUnitsOfPackSize * PACKSIZE. (This was done
+   * to simplify slightly the implementation.)
+   */
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    checkifdivisibleby(length, BlockSize);
+    const uint32_t *const initout(out);
+    const uint32_t *const finalin(in + length);
+
+    *out++ = static_cast<uint32_t>(length);
+    const size_t oldnvalue = nvalue;
+    nvalue = 1;
+    uint32_t prev = 0;
+    while (in != finalin) {
+      size_t thissize = static_cast<size_t>(
+          finalin > PageSize + in ? PageSize : (finalin - in));
+      size_t thisnvalue(0);
+      __encodeArray(in, thissize, out, thisnvalue, prev);
+      nvalue += thisnvalue;
+      out += thisnvalue;
+      in += thissize;
+    }
+    assert(out == nvalue + initout);
+    if (oldnvalue < nvalue)
+			std::cerr
+					<< "It is possible we have a buffer overrun. You reported having allocated "
+					<< oldnvalue * sizeof(uint32_t)
+					<< " bytes for the compressed data but we needed "
+					<< nvalue * sizeof(uint32_t)
+					<< " bytes. Please increase the available memory"
+							" for compressed data or check the value of the last parameter provided "
+							" to the encodeArray method." << std::endl;
+    bpacker.reset(); // if you don't do this, the buffer has a memory
+  }
+
+  void getBestBFromData(const uint32_t *in, uint8_t &bestb,
+                        uint8_t &bestcexcept, uint8_t &maxb) {
+    uint32_t freqs[33];
+    for (uint32_t k = 0; k <= 32; ++k)
+      freqs[k] = 0;
+    for (uint32_t k = 0; k < BlockSize; ++k) {
+      freqs[asmbits(in[k])]++;
+    }
+    bestb = 32;
+    while (freqs[bestb] == 0)
+      bestb--;
+    maxb = bestb;
+    uint32_t bestcost = bestb * BlockSize;
+    uint32_t cexcept = 0;
+    bestcexcept = static_cast<uint8_t>(cexcept);
+    for (uint32_t b = bestb - 1; b < 32; --b) {
+      cexcept += freqs[b + 1];
+      uint32_t thiscost = cexcept * overheadofeachexcept +
+                          cexcept * (maxb - b) + b * BlockSize +
+                          8; // the  extra 8 is the cost of storing maxbits
+      if (bestb - b == 1)
+        thiscost -= cexcept;
+      if (thiscost < bestcost) {
+        bestcost = thiscost;
+        bestb = static_cast<uint8_t>(b);
+        bestcexcept = static_cast<uint8_t>(cexcept);
+      }
+    }
+  }
+
+  void __encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                     size_t &nvalue, uint32_t &prev) {
+    uint32_t *const initout = out; // keep track of this
+    checkifdivisibleby(length, BlockSize);
+    uint32_t *const headerout = out++; // keep track of this
+    bpacker.clear();
+    uint8_t *bc = bytescontainer.data();
+    for (const uint32_t *const final = in + length; (in + BlockSize <= final);
+         in += BlockSize) {
+      uint8_t bestb, bestcexcept, maxb;
+      if (useDelta) {
+        uint32_t nextprev = in[BlockSize - 1];
+        delta(prev, in, BlockSize);
+        prev = nextprev;
+      }
+      getBestBFromData(in, bestb, bestcexcept, maxb);
+      *bc++ = bestb;
+      *bc++ = bestcexcept;
+      if (bestcexcept > 0) {
+        *bc++ = maxb;
+        bpacker.ensureCapacity(maxb - bestb - 1, bestcexcept);
+        const uint32_t maxval = 1U << bestb;
+        for (uint32_t k = 0; k < BlockSize; ++k) {
+          if (in[k] >= maxval) {
+            bpacker.directAppend(maxb - bestb - 1, in[k] >> bestb);
+            *bc++ = static_cast<uint8_t>(k);
+          }
+        }
+      }
+      for (size_t k = 0; k < BlockSizeInUnitsOfPackSize; ++k) {
+        BitPackingHelpers::fastpack(in + k * 32, out + k * bestb, bestb);
+      }
+      out += BlockSizeInUnitsOfPackSize * bestb;
+    }
+    headerout[0] = static_cast<uint32_t>(out - headerout);
+    const uint32_t bytescontainersize =
+        static_cast<uint32_t>(bc - bytescontainer.data());
+    *(out++) = bytescontainersize;
+    memcpy(out, bytescontainer.data(), bytescontainersize);
+    out += (bytescontainersize + sizeof(uint32_t) - 1) / sizeof(uint32_t);
+    const uint32_t *const lastout = bpacker.write(out);
+    nvalue = lastout - initout;
+  }
+
+  void __decodeArray(const uint32_t *in, size_t &length, uint32_t *out,
+                     const size_t nvalue, uint32_t &prev) {
+    const uint32_t *const initin = in;
+    const uint32_t *const headerin = in++;
+    const uint32_t wheremeta = headerin[0];
+    const uint32_t *inexcept = headerin + wheremeta;
+    const uint32_t bytesize = *inexcept++;
+    const uint8_t *bytep = reinterpret_cast<const uint8_t *>(inexcept);
+
+    inexcept += (bytesize + sizeof(uint32_t) - 1) / sizeof(uint32_t);
+    inexcept = bpacker.read(inexcept);
+    length = inexcept - initin;
+    const uint32_t *unpackpointers[32 + 1];
+    for (uint32_t k = 1; k <= 32; ++k) {
+      unpackpointers[k] = bpacker.get(k - 1);
+    }
+    for (uint32_t run = 0; run < nvalue / BlockSize; ++run, out += BlockSize) {
+      const uint8_t b = *bytep++;
+      const uint8_t cexcept = *bytep++;
+      for (size_t k = 0; k < BlockSizeInUnitsOfPackSize; ++k) {
+        BitPackingHelpers::fastunpack(in + k * b, out + k * 32, b);
+      }
+      in += BlockSizeInUnitsOfPackSize * b;
+      if (cexcept > 0) {
+        const uint8_t maxbits = *bytep++;
+        if (maxbits - b == 1) {
+          for (uint32_t k = 0; k < cexcept; ++k) {
+            const uint8_t pos = *(bytep++);
+            out[pos] |= static_cast<uint32_t>(1) << b;
+          }
+        } else {
+          const uint32_t *vals = unpackpointers[maxbits - b];
+          unpackpointers[maxbits - b] += cexcept;
+          for (uint32_t k = 0; k < cexcept; ++k) {
+            const uint8_t pos = *(bytep++);
+            out[pos] |= vals[k] << b;
+          }
+        }
+      }
+      if (useDelta) {
+        inverseDelta(prev, out, BlockSize);
+        prev = out[BlockSize - 1];
+      }
+    }
+
+    assert(in == headerin + wheremeta);
+  }
+
+  string name() const { return string("FastPFor") + (useDelta ? "Delta" : ""); }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_FASTPFOR_H_ */
diff --git a/include/SIMDCompressionAndIntersection/for.h b/include/SIMDCompressionAndIntersection/for.h
new file mode 100644
index 0000000..cc989f6
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/for.h
@@ -0,0 +1,285 @@
+/*
+ * Copyright (C) 2005-2015 Christoph Rupp (chris@crupp.de).
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/**
+ * A fast implementation for Frame of Reference encoding.
+ *
+ * See the README.md file for more information, example code and references.
+ *
+ * Feel free to send comments/questions to chris@crupp.de. I am available
+ * for consulting.
+ */
+
+#ifndef FOR_H_5580af15_4570_41f9_ba2b_8afb1400e81e
+#define FOR_H_5580af15_4570_41f9_ba2b_8afb1400e81e
+
+#include <stdint.h>
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/**
+ * Returns the size required to compress a sequence of |length| ints,
+ * each compressed with |bits| bits
+ *
+ * This function will NOT include any overhead required by
+ * for_compress_sorted() and for_compress_unsorted().
+ *
+ * Invariant: bits <= 32
+ */
+extern uint32_t for_compressed_size_bits(uint32_t length, uint32_t bits);
+
+/**
+ * Returns the size required to compress an unsorted sequence of |length| ints.
+ *
+ * This routine scans |in| for the min/max values and then calls
+ * for_compressed_size_bits().
+ *
+ * The returned size will include the overhead required for
+ * for_compress_sorted() and for_compressed_unsorted().
+ */
+extern uint32_t for_compressed_size_unsorted(const uint32_t *in,
+                                             uint32_t length);
+
+/**
+ * Returns the size required to compress a sorted sequence of |length| ints.
+ *
+ * This routine extracts min/max values at the beginning and end of
+ * the sequence, then calls for_compressed_size_bits(). It is therefore
+ * slightly faster than for_compressed_size_unsorted().
+ *
+ * The returned size will include the overhead required for
+ * for_compress_sorted() and for_compressed_unsorted().
+ */
+extern uint32_t for_compressed_size_sorted(const uint32_t *in, uint32_t length);
+
+/**
+ * Compresses a sequence of |length| ints at |in| and stores the result
+ * in |out|.
+ *
+ * |base| is the "offset" (or common delta value) of all ints. It is usually
+ * set to the minimum value of the uncompressed sequence.
+ *
+ * |bits| are the bits required to store a single integer.
+ *
+ * Returns the number of bytes used for compression.
+ *
+ * This is for advanced users who opt for storing |base| and |bits| on their
+ * own. This function is called by for_compress_sorted() and
+ * for_compress_unsorted().
+ *
+ * Invariant: bits <= 32
+ */
+extern uint32_t for_compress_bits(const uint32_t *in, uint8_t *out,
+                                  uint32_t length, uint32_t base,
+                                  uint32_t bits);
+
+/**
+ * Compresses an unsorted sequence of |length| ints at |in| and stores the
+ * result in |out|.
+ *
+ * This routine scans |in| for the min/max values and then calls
+ * for_compress_bits().
+ *
+ * The minimun value and the bits are stored as metadata in |out|.
+ */
+extern uint32_t for_compress_unsorted(const uint32_t *in, uint8_t *out,
+                                      uint32_t length);
+
+/**
+ * Compresses a sorted sequence of |length| ints at |in| and stores the
+ * result in |out|.
+ *
+ * This routine extracts min/max values at the beginning and end of
+ * the sequence, then calls for_compress_bits().
+ *
+ * The minimun value and the bits are stored as metadata in |out|.
+ */
+extern uint32_t for_compress_sorted(const uint32_t *in, uint8_t *out,
+                                    uint32_t length);
+
+/**
+ * Uncompresses a sequence of |length| ints at |in| and stores the
+ * result in |out|.
+ *
+ * |base| is the "offset" (or common delta value) of all ints. It is usually
+ * set to the minimum value of the uncompressed sequence.
+ *
+ * |bits| are the bits required to store a single integer.
+ *
+ * Returns the number of compressed bytes processed.
+ *
+ * This function is for advanced users. It is the counterpart of
+ * for_compress_bits().
+ *
+ * Invariant: bits <= 32
+ */
+extern uint32_t for_uncompress_bits(const uint8_t *in, uint32_t *out,
+                                    uint32_t length, uint32_t base,
+                                    uint32_t bits);
+
+/**
+ * Uncompresses a sequence of |length| ints at |in| and stores the
+ * result in |out|.
+ *
+ * This function is a convenience wrapper for for_uncompress_bits(). It
+ * expects metadata at the beginning of |in|. Use in combination with
+ * for_compress_sorted() and for_compress_unsorted().
+ *
+ * Returns the number of compressed bytes processed.
+ */
+extern uint32_t for_uncompress(const uint8_t *in, uint32_t *out,
+                               uint32_t length);
+
+/**
+ * Appends a |value| to a compressed sequence of unsorted integers.
+ *
+ * This function is optimized for appending new values at the end of an
+ * encoded sequence. This is only possible if the new value (more precisely:
+ * the delta of the new value) can be stored in the same amount of bits that
+ * were used to encode the other integers.
+ *
+ * If this is not the case then memory is allocated, the whole sequence is
+ * decoded and re-encoded using more bits. This requires a heap allocation
+ * with malloc().
+ *
+ * Returns the size (in bytes) of the compressed data, or 0 if malloc() fails.
+ */
+extern uint32_t for_append_unsorted(uint8_t *in, uint32_t length,
+                                    uint32_t value);
+
+/**
+ * Appends a |value| to a compressed sequence of sorted integers.
+ *
+ * This function is optimized for appending new values at the end of an
+ * encoded sequence. This is only possible if the new value (more precisely:
+ * the delta of the new value) can be stored in the same amount of bits that
+ * were used to encode the other integers.
+ *
+ * If this is not the case then memory is allocated, the whole sequence is
+ * decoded and re-encoded using more bits. This requires a heap allocation
+ * with malloc().
+ *
+ * Returns the size (in bytes) of the compressed data, or 0 if malloc() fails.
+ */
+extern uint32_t for_append_sorted(uint8_t *in, uint32_t length, uint32_t value);
+
+/**
+ * Appends a |value| to a compressed integer sequence.
+ *
+ * |base| is the "offset" (or common delta value) of all ints. It is usually
+ * set to the minimum value of the uncompressed sequence.
+ *
+ * |bits| are the bits required to store a single integer.
+ *
+ * Returns the size (in bytes) of the compressed data.
+ *
+ * Invariant: bits <= 32
+ * Invariant: the new |value| (more precisely: |value - base|) can be stored
+ *      in |bits| bits. Details can be found in the implementation of
+ *      for_append() in for.c.
+ */
+extern uint32_t for_append_bits(uint8_t *in, uint32_t length, uint32_t base,
+                                uint32_t bits, uint32_t value);
+
+/**
+ * Returns the value at the given |index| from a compressed sequence.
+ *
+ * Make sure that |index| does not exceed the length of the sequence.
+ *
+ * |base| is the "offset" (or common delta value) of all ints. It is usually
+ * set to the minimum value of the uncompressed sequence.
+ *
+ * Invariant: bits <= 32
+ */
+extern uint32_t for_select_bits(const uint8_t *in, uint32_t base, uint32_t bits,
+                                uint32_t index);
+
+/**
+ * Returns the value at the given |index| from a compressed sequence.
+ *
+ * Make sure that |index| does not exceed the length of the sequence.
+ *
+ * This function is a convenience wrapper for for_select_bits(). It
+ * expects metadata at the beginning of |in|. Use in combination with
+ * for_compress_sorted() and for_compress_unsorted().
+ */
+extern uint32_t for_select(const uint8_t *in, uint32_t index);
+
+/**
+ * Performs a linear search for |value|.
+ *
+ * Returns the index of the found element, or |length| if the key was not
+ * found.
+ *
+ * This function is a convenience wrapper for for_linear_search_bits(). It
+ * expects metadata at the beginning of |in|. Use in combination with
+ * for_compress_sorted() and for_compress_unsorted().
+ */
+extern uint32_t for_linear_search(const uint8_t *in, uint32_t length,
+                                  uint32_t value);
+
+/**
+ * Performs a linear search for |value|.
+ *
+ * Returns the index of the found element, or |length| if the key was not
+ * found.
+ *
+ * |base| is the "offset" (or common delta value) of all ints. It is usually
+ * set to the minimum value of the uncompressed sequence.
+ *
+ * Invariant: bits <= 32
+ */
+extern uint32_t for_linear_search_bits(const uint8_t *in, uint32_t length,
+                                       uint32_t base, uint32_t bits,
+                                       uint32_t value);
+
+/**
+ * Performs lower bound binary search search for |value|.
+ *
+ * A lower bound search returns the first element in the sequence which does
+ * not compare less than |value|.
+ * The actual result is stored in |*actual|.
+ *
+ * This function is a convenience wrapper for for_lower_bound_search_bits(). It
+ * expects metadata at the beginning of |in|. Use in combination with
+ * for_compress_sorted() and for_compress_unsorted().
+ */
+extern uint32_t for_lower_bound_search(const uint8_t *in, uint32_t length,
+                                       uint32_t value, uint32_t *actual);
+
+/**
+ * Performs lower bound binary search search for |value|.
+ *
+ * A lower bound search returns the first element in the sequence which does
+ * not compare less than |value|.
+ * The actual result is stored in |*actual|.
+ *
+ * |base| is the "offset" (or common delta value) of all ints. It is usually
+ * set to the minimum value of the uncompressed sequence.
+ *
+ * Invariant: bits <= 32
+ */
+extern uint32_t for_lower_bound_search_bits(const uint8_t *in, uint32_t length,
+                                            uint32_t base, uint32_t bits,
+                                            uint32_t value, uint32_t *actual);
+
+#ifdef __cplusplus
+} /* extern "C" */
+#endif
+
+#endif /* FOR_H_5580af15_4570_41f9_ba2b_8afb1400e81e */
diff --git a/include/SIMDCompressionAndIntersection/forcodec.h b/include/SIMDCompressionAndIntersection/forcodec.h
new file mode 100644
index 0000000..6c53aeb
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/forcodec.h
@@ -0,0 +1,92 @@
+/*
+ * Copyright (C) 2005-2015 Christoph Rupp (chris@crupp.de).
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/**
+ * Frame of Reference encoding
+ *
+ * based on code from http://github.com/cruppstahl/for
+ */
+
+#ifndef INCLUDE_FOR_H
+#define INCLUDE_FOR_H
+
+#include "common.h"
+#include "codecs.h"
+#include "util.h"
+#include "for.h"
+
+namespace SIMDCompressionLib {
+
+/*
+ * Optimized scalar implementation of FOR (frame-of-reference) compression
+ */
+class ForCODEC : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    uint32_t cappedLength = static_cast<uint32_t>(
+        std::min<size_t>(length, std::numeric_limits<uint32_t>::max()));
+    *(uint32_t *)out = cappedLength;
+    out++;
+    // for_compress_sorted() would be a bit faster, but requires
+    // sorted input
+    nvalue = (4 + for_compress_unsorted((const uint32_t *)in, (uint8_t *)out,
+                                        cappedLength) +
+              3) /
+             4;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t, uint32_t *out,
+                              size_t &nvalue) {
+    nvalue = *in;
+    in++;
+    return in + for_uncompress((const uint8_t *)in, out,
+                               static_cast<uint32_t>(nvalue));
+  }
+
+  // append a key.
+  // Returns the new size of the compressed array *in bytes*
+  size_t appendToByteArray(uint8_t *in, const size_t bytesize,
+                           uint32_t /*previous_key*/, uint32_t key) {
+    return append(in, bytesize, key);
+  }
+
+  size_t append(uint8_t *in, const size_t /* unused */, uint32_t value) {
+    uint32_t length = *(uint32_t *)in;
+    size_t s = for_append_unsorted(in + 4, length, value);
+    *(uint32_t *)in = length + 1;
+    return s + 4;
+  }
+
+  size_t findLowerBound(const uint32_t *in, const size_t, uint32_t key,
+                        uint32_t *presult) {
+    uint32_t length = *in;
+    in++;
+    return (size_t)for_lower_bound_search((const uint8_t *)in, length, key,
+                                          presult);
+  }
+
+  uint32_t select(const uint32_t *in, size_t index) {
+    in++; // Skip length
+    return for_select((const uint8_t *)in, static_cast<uint32_t>(index));
+  }
+
+  string name() const { return "For"; }
+};
+
+} /* namespace */
+
+#endif /* INCLUDE_FOR_H */
diff --git a/include/SIMDCompressionAndIntersection/frameofreference.h b/include/SIMDCompressionAndIntersection/frameofreference.h
new file mode 100644
index 0000000..8bf35c3
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/frameofreference.h
@@ -0,0 +1,134 @@
+
+
+#ifndef INCLUDE_FRAMEOFREFERENCE_H_
+#define INCLUDE_FRAMEOFREFERENCE_H_
+
+#include "common.h"
+#include "codecs.h"
+#include "util.h"
+
+namespace SIMDCompressionLib {
+
+/**
+ * Simple implementation of FOR compression using blocks of
+ * 32 integers.
+ *
+ * This implementation is inferior to ForCODEC. Please use
+ * ForCODEC instead.
+ *
+ * FOR does not compress particularly well but it supports
+ * fast random access.
+ */
+class FrameOfReference : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    *out = static_cast<uint32_t>(
+        std::min<size_t>(length, std::numeric_limits<uint32_t>::max()));
+    uint32_t *finalout = compress_length(in, *out, out + 1);
+    nvalue = finalout - out;
+  }
+
+  const uint32_t *uncompress_length(const uint32_t *in, uint32_t *out,
+                                    uint32_t nvalue);
+  uint32_t *compress_length(const uint32_t *in, uint32_t length, uint32_t *out);
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t, uint32_t *out,
+                              size_t &nvalue) {
+    nvalue = *in;
+    in++;
+    return uncompress_length(in, out, static_cast<uint32_t>(nvalue));
+  }
+
+  // appends the value "value" at the end of the compressed stream. Assumes that
+  // we have
+  // the space to do so.
+  // returns the next (total) size of the compressed output in bytes
+  // the "currentcompressedsizeinbytes" should be zero when no data has been
+  // compressed yet
+  size_t append(uint8_t *inbyte, const size_t currentcompressedsizeinbytes,
+                uint32_t value);
+
+  // append a key.
+  // Returns the new size of the compressed array *in bytes*
+  size_t appendToByteArray(uint8_t *in, const size_t bytesize,
+                           uint32_t /*previous_key*/, uint32_t key) {
+    return append(in, bytesize, key);
+  }
+
+  // Performs a lower bound find in the encoded array.
+  // Returns the index
+  size_t findLowerBound(const uint32_t *in, const size_t length, uint32_t key,
+                        uint32_t *presult);
+
+  // Returns a decompressed value in an encoded array
+  uint32_t select(const uint32_t *in, size_t index);
+
+  string name() const { return "FrameOfReference"; }
+
+private:
+};
+
+/**
+ * Accelerated implementation of FOR compression using blocks of
+ * 128 integers. .
+ *
+ *
+ * FOR does not compress particularly well but it supports
+ * fast random access.
+ */
+class SIMDFrameOfReference : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    *out = static_cast<uint32_t>(
+        std::min<size_t>(length, std::numeric_limits<uint32_t>::max()));
+    uint32_t *finalout = simd_compress_length(in, *out, out + 1);
+    nvalue = finalout - out;
+  }
+
+  const uint32_t *simd_uncompress_length(const uint32_t *in, uint32_t *out,
+                                         uint32_t nvalue);
+  uint32_t *simd_compress_length(const uint32_t *in, uint32_t length,
+                                 uint32_t *out);
+  uint32_t *simd_compress_length_sorted(const uint32_t *in, uint32_t length,
+                                        uint32_t *out);
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t, uint32_t *out,
+                              size_t &nvalue) {
+    nvalue = *in;
+    in++;
+    return simd_uncompress_length(in, out, static_cast<uint32_t>(nvalue));
+  }
+
+  // appends the value "value" at the end of the compressed stream. Assumes that
+  // we have
+  // the space to do so.
+  // returns the next (total) size of the compressed output in bytes
+  // the "currentcompressedsizeinbytes" should be zero when no data has been
+  // compressed yet
+  size_t append(uint8_t *inbyte, const size_t currentcompressedsizeinbytes,
+                uint32_t value);
+
+  // append a key.
+  // Returns the new size of the compressed array *in bytes*
+  size_t appendToByteArray(uint8_t *in, const size_t bytesize,
+                           uint32_t /* previous_key*/, uint32_t key) {
+    return append(in, bytesize, key);
+  }
+
+  // Performs a lower bound find in the encoded array.
+  // Returns the index
+  size_t findLowerBound(const uint32_t *in, const size_t length, uint32_t key,
+                        uint32_t *presult);
+
+  // Returns a decompressed value in an encoded array
+  uint32_t select(const uint32_t *in, size_t index);
+
+  string name() const { return "SIMDFrameOfReference"; }
+
+private:
+};
+}
+
+#endif /* INCLUDE_FRAMEOFREFERENCE_H_ */
diff --git a/include/SIMDCompressionAndIntersection/hybm2.h b/include/SIMDCompressionAndIntersection/hybm2.h
new file mode 100644
index 0000000..c01fb78
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/hybm2.h
@@ -0,0 +1,642 @@
+/*
+ * This is an implementation of the hyb+m2 method proposed in:
+ *
+ * J. S. Culpepper and A. Moffat. Efficient set intersection for
+ * inverted indexing. ACM Trans. Inf. Syst., 29(1):1:1Ð1:25, Dec. 2010.
+ *
+ *      Implemented by Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_HYBM2_H_
+#define SIMDCompressionAndIntersection_HYBM2_H_
+
+#include "common.h"
+#include "codecs.h"
+#include "codecfactory.h"
+#include "boolarray.h"
+#include "intersection.h"
+#include "skipping.h"
+
+namespace SIMDCompressionLib {
+
+class HybM2 {
+public:
+  // th = 0 means that we select bitmaps as needed
+  HybM2(IntegerCODEC &c, intersectionfunction inter, uint32_t MaxId,
+        vector<uint32_t> &recovbuffer, uint32_t th = 32)
+      : bitmapmap(), shortlistmap(), mapuncompsizes(), mMaxId(MaxId),
+        threshold(th), recovbuffer(recovbuffer), codec(c), Inter(inter) {}
+
+  /**
+   * Returns the *uncompressed* size of a given posting list (specified
+   * by ID).
+   */
+  size_t getSizeInInts(uint32_t postId) { return mapuncompsizes[postId]; }
+
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * into the data structure. The data will be either converted to a bitmap or
+   * compressed.
+   */
+  size_t load(const uint32_t postid, const uint32_t *data,
+              const uint32_t length) {
+    if (threshold == 0)
+      return loadOptimized(postid, data, length);
+    else if (length * threshold >= mMaxId)
+      return loadAsBitmap(postid, data, length);
+    else
+      return loadAsShortArray(postid, data, length);
+  }
+
+  /**
+   * Check whether we have a posting list corresponding to postid
+   */
+  bool hasBeenLoaded(const uint32_t postid) {
+    return ((shortlistmap.find(postid) != shortlistmap.end()) ||
+            (bitmapmap.find(postid) != bitmapmap.end()));
+  }
+
+  /**
+   * Compute the total of the volume of of posting lists
+   * corresponding to a query.
+   */
+  size_t computeUnpackVolume(const vector<uint32_t> &ids) {
+    size_t answer = 0;
+    for (uint32_t id : ids) {
+      answer += mapuncompsizes[id];
+    }
+    return answer;
+  }
+
+  /**
+   * Compute the total of the intersection of of posting lists
+   * corresponding to a query, and output how many integers are
+   * in
+   *
+   * ids: the query as a set of posting ids
+   * out: write to result
+   * sizeout: will indicate how many integers were written to out.
+   *
+   * return unpack volume defined as the total volume of the posting
+   * lists that were needed to compute the intersection (which can
+   * be less than the total volume possible due to early abandoning).
+   */
+  size_t intersect(const vector<uint32_t> &ids, uint32_t *out,
+                   size_t &sizeout) {
+    if (ids.empty()) {
+      sizeout = 0;
+      return 0;
+    }
+    vector<pair<uint32_t, shared_ptr<vector<uint32_t>>>> shortlists;
+    vector<pair<uint32_t, shared_ptr<BoolArray>>> bitmaps;
+    // vector<uint32_t> bitmapscard;
+
+    for (uint32_t id : ids) {
+      if (shortlistmap.find(id) != shortlistmap.end())
+        shortlists.push_back(make_pair(mapuncompsizes[id], shortlistmap[id]));
+      else {
+        assert(bitmapmap.find(id) != bitmapmap.end());
+        bitmaps.push_back(make_pair(mapuncompsizes[id], bitmapmap[id]));
+      }
+    }
+    size_t unpackVolume = 0;
+    if (shortlists.empty()) {
+      if (bitmaps.size() == 1) {
+        sizeout = bitmaps.front().second->toInts(out);
+        unpackVolume += sizeout;
+        return unpackVolume;
+      }
+
+      BoolArray answer(mMaxId);
+      bitmaps[0].second->intersect(*bitmaps[1].second, answer);
+      unpackVolume += bitmaps[0].first + bitmaps[1].first;
+      for (uint32_t i = 2; i < bitmaps.size(); ++i) {
+        answer.inplaceIntersect(*bitmaps[i].second);
+        unpackVolume += bitmaps[i].first;
+      }
+      sizeout = answer.toInts(out);
+      return unpackVolume;
+    } else {
+      sort(shortlists.begin(), shortlists.end());
+      sort(bitmaps.begin(), bitmaps.end());
+      codec.decodeArray(shortlists[0].second->data(),
+                        shortlists[0].second->size(), out, sizeout);
+      assert(shortlists[0].first == sizeout);
+      unpackVolume += sizeout;
+      assert(sizeout == shortlists[0].first);
+      for (uint32_t i = 1; (sizeout > 0) && (i < shortlists.size()); ++i) {
+        size_t thissize = recovbuffer.size();
+        codec.decodeArray(shortlists[i].second->data(),
+                          shortlists[i].second->size(), recovbuffer.data(),
+                          thissize);
+        unpackVolume += thissize;
+        assert(shortlists[i].first == thissize);
+        sizeout = Inter(out, sizeout, recovbuffer.data(), thissize, out);
+      }
+      size_t pos = 0;
+      for (uint32_t i = 0; (sizeout > 0) && (i < bitmaps.size()); ++i) {
+        unpackVolume += bitmaps[i].first;
+        shared_ptr<BoolArray> &ba = bitmaps[i].second;
+        pos = 0;
+        for (uint32_t i = 0; i < sizeout; ++i) {
+          if (!ba->get(out[i]))
+            continue;
+          else
+            out[pos++] = out[i];
+        }
+        sizeout = pos;
+      }
+      return unpackVolume;
+    }
+  }
+
+  ~HybM2() {}
+
+  /**
+   * Estimate of the volume of data used by this object.
+   */
+  size_t storageInBytes() const {
+    size_t answer = 0;
+    for (auto i : bitmapmap)
+      answer += i.second->sizeInBytes();
+    for (auto i : shortlistmap)
+      answer += i.second->size() * sizeof(uint32_t);
+    return answer;
+  }
+
+  size_t sizeOfRecoveryBufferInWords() const { return recovbuffer.size(); }
+
+private:
+  // load as either a bitmap or a compressed short list
+  size_t loadOptimized(const uint32_t postid, const uint32_t *data,
+                       const uint32_t length) {
+    if (mapuncompsizes.find(postid) != mapuncompsizes.end())
+      return 0;
+    vector<uint32_t> *compressedbuffer = new vector<uint32_t>(length + 1024);
+    size_t outlength = compressedbuffer->size();
+    vector<uint32_t> tmp(
+        data,
+        data + length); // use the buffer because some codecs modify the input
+    codec.encodeArray(tmp.data(), length, compressedbuffer->data(), outlength);
+    if (outlength * sizeof(uint32_t) <
+        BoolArray::sizeInBytes(mMaxId)) { // we are good
+      if (recovbuffer.size() < length)
+        recovbuffer.resize(length);
+      compressedbuffer->resize(outlength);
+      compressedbuffer->shrink_to_fit();
+      shortlistmap[postid] = shared_ptr<vector<uint32_t>>(compressedbuffer);
+      mapuncompsizes[postid] = length;
+      return compressedbuffer->size();
+    } else {
+      delete compressedbuffer;
+      return loadAsBitmap(postid, data, length);
+    }
+  }
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * as a bitmap.
+   *
+   * Do not call this directly, call load() instead.
+   */
+  size_t loadAsBitmap(const uint32_t postid, const uint32_t *data,
+                      const uint32_t length) {
+    if (bitmapmap.find(postid) != bitmapmap.end())
+      return 0;
+    BoolArray *ba = new BoolArray(mMaxId);
+    for (uint32_t k = 0; k < length; ++k)
+      ba->set(data[k]);
+    bitmapmap[postid] = shared_ptr<BoolArray>(ba);
+    mapuncompsizes[postid] = length;
+    return ba->sizeInBytes() / sizeof(uint32_t);
+  }
+
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * as a short array.
+   *
+   * Do not call this directly, call load() instead.
+   */
+  size_t loadAsShortArray(const uint32_t postid, const uint32_t *data,
+                          const uint32_t length) {
+    if (shortlistmap.find(postid) != shortlistmap.end())
+      return 0;
+    if (recovbuffer.size() < length)
+      recovbuffer.resize(length);
+    vector<uint32_t> *compressedbuffer = new vector<uint32_t>(length + 1024);
+    size_t outlength = compressedbuffer->size();
+    for (size_t i = 0; i < length;
+         ++i) // use the buffer because some codecs modify the input
+      recovbuffer[i] = data[i];
+    codec.encodeArray(recovbuffer.data(), length, compressedbuffer->data(),
+                      outlength);
+    compressedbuffer->resize(outlength);
+    compressedbuffer->shrink_to_fit();
+    shortlistmap[postid] = shared_ptr<vector<uint32_t>>(compressedbuffer);
+    mapuncompsizes[postid] = length;
+    return compressedbuffer->size();
+  }
+
+  map<uint32_t, shared_ptr<BoolArray>> bitmapmap;
+  map<uint32_t, shared_ptr<vector<uint32_t>>> shortlistmap;
+  map<uint32_t, uint32_t> mapuncompsizes;
+
+  const size_t mMaxId; // max value that can be stored in a list
+  const size_t threshold; //// 32 seems to be the recommended setting, no need
+                          ///to change it?
+
+  vector<uint32_t> &recovbuffer;
+
+  IntegerCODEC &codec; // how we compress the short lists
+  intersectionfunction Inter;
+};
+
+/**
+ * This is a version of HybM2 without compression (other than the bitmaps).
+ */
+class UncompressedHybM2 {
+public:
+  UncompressedHybM2(intersectionfunction inter, uint32_t MaxId,
+                    uint32_t th = 32)
+      : bitmapmap(), shortlistmap(), mapuncompsizes(), mMaxId(MaxId),
+        threshold(th), Inter(inter) {}
+
+  /**
+   * Returns the *uncompressed* size of a given posting list (specified
+   * by ID).
+   */
+  size_t getSizeInInts(uint32_t postId) { return mapuncompsizes[postId]; }
+
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * into the data structure. The data will be either converted to a bitmap or
+   * compressed.
+   */
+  size_t load(const uint32_t postid, const uint32_t *data,
+              const uint32_t length) {
+    if (length * threshold >= mMaxId)
+      return loadAsBitmap(postid, data, length);
+    else
+      return loadAsShortArray(postid, data, length);
+  }
+
+  /**
+   * Check whether we have a posting list corresponding to postid
+   */
+  bool hasBeenLoaded(const uint32_t postid) {
+    return ((shortlistmap.find(postid) != shortlistmap.end()) ||
+            (bitmapmap.find(postid) != bitmapmap.end()));
+  }
+
+  /**
+   * Compute the total of the volume of of posting lists
+   * corresponding to a query.
+   */
+  size_t computeUnpackVolume(const vector<uint32_t> &ids) {
+    size_t answer = 0;
+    for (uint32_t id : ids) {
+      answer += mapuncompsizes[id];
+    }
+    return answer;
+  }
+
+  /**
+   * Compute the total of the intersection of of posting lists
+   * corresponding to a query, and output how many integers are
+   * in
+   *
+   * ids: the query as a set of posting ids
+   * out: write to result
+   * sizeout: will indicate how many integers were written to out.
+   *
+   * return unpack volume defined as the total volume of the posting
+   * lists that were needed to compute the intersection (which can
+   * be less than the total volume possible due to early abandoning).
+   */
+  size_t intersect(const vector<uint32_t> &ids, uint32_t *out,
+                   size_t &sizeout) {
+    if (ids.empty()) {
+      sizeout = 0;
+      return 0;
+    }
+    vector<pair<uint32_t, shared_ptr<vector<uint32_t>>>> shortlists;
+    vector<pair<uint32_t, shared_ptr<BoolArray>>> bitmaps;
+    // vector<uint32_t> bitmapscard;
+
+    for (uint32_t id : ids) {
+      if (shortlistmap.find(id) != shortlistmap.end())
+        shortlists.push_back(make_pair(mapuncompsizes[id], shortlistmap[id]));
+      else {
+        assert(bitmapmap.find(id) != bitmapmap.end());
+        bitmaps.push_back(make_pair(mapuncompsizes[id], bitmapmap[id]));
+      }
+    }
+    size_t unpackVolume = 0;
+    if (shortlists.empty()) {
+      if (bitmaps.size() == 1) {
+        sizeout = bitmaps.front().second->toInts(out);
+        unpackVolume += sizeout;
+        return unpackVolume;
+      }
+
+      BoolArray answer(mMaxId);
+      bitmaps[0].second->intersect(*bitmaps[1].second, answer);
+      unpackVolume += bitmaps[0].first + bitmaps[1].first;
+      for (uint32_t i = 2; i < bitmaps.size(); ++i) {
+        answer.inplaceIntersect(*bitmaps[i].second);
+        unpackVolume += bitmaps[i].first;
+      }
+      sizeout = answer.toInts(out);
+      return unpackVolume;
+    } else {
+      sort(shortlists.begin(), shortlists.end());
+      sort(bitmaps.begin(), bitmaps.end());
+      assert(sizeout >= shortlists[0].second->size());
+      sizeout = shortlists[0].second->size();
+      unpackVolume += shortlists[0].second->size();
+      assert(sizeout == shortlists[0].first);
+      // we have to make a copy because by convention the output is not directly
+      // from the index
+      const vector<uint32_t> &firstvector = *shortlists[0].second;
+      for (uint32_t i = 0; i < firstvector.size(); ++i)
+        out[i] = firstvector[i];
+      for (uint32_t i = 1; (sizeout > 0) && (i < shortlists.size()); ++i) {
+        unpackVolume += shortlists[i].first;
+        sizeout = Inter(out, sizeout, shortlists[i].second->data(),
+                        shortlists[i].second->size(), out);
+      }
+      size_t pos = 0;
+      for (uint32_t i = 0; (sizeout > 0) && (i < bitmaps.size()); ++i) {
+        unpackVolume += bitmaps[i].first;
+        shared_ptr<BoolArray> &ba = bitmaps[i].second;
+        pos = 0;
+        for (uint32_t i = 0; i < sizeout; ++i) {
+          if (!ba->get(out[i]))
+            continue;
+          else
+            out[pos++] = out[i];
+        }
+        sizeout = pos;
+      }
+      return unpackVolume;
+    }
+  }
+
+  ~UncompressedHybM2() {}
+
+  /**
+   * Estimate of the volume of data used by this object.
+   */
+  size_t storageInBytes() const {
+    size_t answer = 0;
+    for (auto i : bitmapmap)
+      answer += i.second->sizeInBytes();
+    for (auto i : shortlistmap)
+      answer += i.second->size() * sizeof(uint32_t);
+    return answer;
+  }
+
+private:
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * as a bitmap.
+   *
+   * Do not call this directly, call load() instead.
+   */
+  size_t loadAsBitmap(const uint32_t postid, const uint32_t *data,
+                      const uint32_t length) {
+    if (bitmapmap.find(postid) != bitmapmap.end())
+      return 0;
+    BoolArray *ba = new BoolArray(mMaxId);
+    for (uint32_t k = 0; k < length; ++k)
+      ba->set(data[k]);
+    bitmapmap[postid] = shared_ptr<BoolArray>(ba);
+    mapuncompsizes[postid] = length;
+    return ba->sizeInBytes() / sizeof(uint32_t);
+  }
+
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * as a short array.
+   *
+   * Do not call this directly, call load() instead.
+   */
+  size_t loadAsShortArray(const uint32_t postid, const uint32_t *data,
+                          const uint32_t length) {
+    if (shortlistmap.find(postid) != shortlistmap.end())
+      return 0;
+    mapuncompsizes[postid] = length;
+    vector<uint32_t> *compressedbuffer =
+        new vector<uint32_t>(data, data + length);
+    shortlistmap[postid] = shared_ptr<vector<uint32_t>>(compressedbuffer);
+    return compressedbuffer->size();
+  }
+
+  map<uint32_t, shared_ptr<BoolArray>> bitmapmap;
+  map<uint32_t, shared_ptr<vector<uint32_t>>> shortlistmap;
+  map<uint32_t, uint32_t> mapuncompsizes;
+
+  const size_t mMaxId; // max value that can be stored in a list
+  const size_t threshold; //// 32 seems to be the recommended setting, no need
+                          ///to change it?
+
+  intersectionfunction Inter;
+};
+
+/**
+ * This is a version of HybM2 with a skipping data structure akin to what is
+ * described
+ * by Culpepper and Moffat. We seem to get no gain from this approach.
+ */
+class SkippingHybM2 {
+public:
+  SkippingHybM2(uint32_t MaxId, uint32_t th = 32, uint32_t BS = 8)
+      : bitmapmap(), shortlistmap(), mapuncompsizes(), mMaxId(MaxId),
+        threshold(th), BlockSizeLog(BS) {}
+
+  /**
+   * Returns the *uncompressed* size of a given posting list (specified
+   * by ID).
+   */
+  size_t getSizeInInts(uint32_t postId) { return mapuncompsizes[postId]; }
+
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * into the data structure. The data will be either converted to a bitmap or
+   * compressed.
+   */
+  size_t load(const uint32_t postid, const uint32_t *data,
+              const uint32_t length) {
+    if (length * threshold >= mMaxId)
+      return loadAsBitmap(postid, data, length);
+    else
+      return loadAsShortArray(postid, data, length);
+  }
+
+  /**
+   * Check whether we have a posting list corresponding to postid
+   */
+  bool hasBeenLoaded(const uint32_t postid) {
+    return ((shortlistmap.find(postid) != shortlistmap.end()) ||
+            (bitmapmap.find(postid) != bitmapmap.end()));
+  }
+
+  /**
+   * Compute the total of the volume of of posting lists
+   * corresponding to a query.
+   */
+  size_t computeUnpackVolume(const vector<uint32_t> &ids) {
+    size_t answer = 0;
+    for (uint32_t id : ids) {
+      answer += mapuncompsizes[id];
+    }
+    return answer;
+  }
+
+  /**
+   * Compute the total of the intersection of of posting lists
+   * corresponding to a query, and output how many integers are
+   * in
+   *
+   * ids: the query as a set of posting ids
+   * out: write to result
+   * sizeout: will indicate how many integers were written to out.
+   *
+   * return unpack volume defined as the total volume of the posting
+   * lists that were needed to compute the intersection (which can
+   * be less than the total volume possible due to early abandoning).
+   */
+  size_t intersect(const vector<uint32_t> &ids, uint32_t *out,
+                   size_t &sizeout) {
+    if (ids.empty()) {
+      sizeout = 0;
+      return 0;
+    }
+    vector<pair<uint32_t, shared_ptr<Skipping>>> shortlists;
+    vector<pair<uint32_t, shared_ptr<BoolArray>>> bitmaps;
+    for (uint32_t id : ids) {
+      if (shortlistmap.find(id) != shortlistmap.end())
+        shortlists.push_back(make_pair(mapuncompsizes[id], shortlistmap[id]));
+      else {
+        assert(bitmapmap.find(id) != bitmapmap.end());
+        bitmaps.push_back(make_pair(mapuncompsizes[id], bitmapmap[id]));
+      }
+    }
+    size_t unpackVolume = 0;
+    if (shortlists.empty()) {
+      if (bitmaps.size() == 1) {
+        sizeout = bitmaps.front().second->toInts(out);
+        unpackVolume += sizeout;
+        return unpackVolume;
+      }
+
+      BoolArray answer(mMaxId);
+      bitmaps[0].second->intersect(*bitmaps[1].second, answer);
+      unpackVolume += bitmaps[0].first + bitmaps[1].first;
+      for (uint32_t i = 2; i < bitmaps.size(); ++i) {
+        answer.inplaceIntersect(*bitmaps[i].second);
+        unpackVolume += bitmaps[i].first;
+      }
+      sizeout = answer.toInts(out);
+      return unpackVolume;
+    } else {
+      sort(shortlists.begin(), shortlists.end());
+      sort(bitmaps.begin(), bitmaps.end());
+      if (shortlists.size() == 1) {
+        sizeout = shortlists[0].second->decompress(out);
+        unpackVolume += shortlists[0].second->Length;
+      } else {
+        unpackVolume += shortlists[0].second->Length;
+        unpackVolume += shortlists[1].second->Length;
+        sizeout = shortlists[0].second->intersect(*shortlists[1].second, out);
+        for (uint32_t i = 2; (sizeout > 0) && (i < shortlists.size()); ++i) {
+          unpackVolume += shortlists[i].first;
+          sizeout = shortlists[i].second->intersect(out, sizeout, out);
+        }
+      }
+      size_t pos = 0;
+      for (uint32_t i = 0; (sizeout > 0) && (i < bitmaps.size()); ++i) {
+        unpackVolume += bitmaps[i].first;
+        shared_ptr<BoolArray> &ba = bitmaps[i].second;
+        pos = 0;
+        for (uint32_t i = 0; i < sizeout; ++i) {
+          if (!ba->get(out[i]))
+            continue;
+          else
+            out[pos++] = out[i];
+        }
+        sizeout = pos;
+      }
+      return unpackVolume;
+    }
+  }
+
+  ~SkippingHybM2() {}
+
+  /**
+   * Estimate of the volume of data used by this object.
+   */
+  size_t storageInBytes() const {
+    size_t answer = 0;
+    for (auto i : bitmapmap)
+      answer += i.second->sizeInBytes();
+    for (auto i : shortlistmap)
+      answer += i.second->storageInBytes();
+    return answer;
+  }
+
+private:
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * as a bitmap.
+   *
+   * Do not call this directly, call load() instead.
+   */
+  size_t loadAsBitmap(const uint32_t postid, const uint32_t *data,
+                      const uint32_t length) {
+    if (bitmapmap.find(postid) != bitmapmap.end())
+      return 0;
+    BoolArray *ba = new BoolArray(mMaxId);
+    for (uint32_t k = 0; k < length; ++k)
+      ba->set(data[k]);
+    bitmapmap[postid] = shared_ptr<BoolArray>(ba);
+    mapuncompsizes[postid] = length;
+    return ba->sizeInBytes() / sizeof(uint32_t);
+  }
+
+  /**
+   * Load an array (data) of length "length" as the posting list corresponding
+   * to id postid
+   * as a short array.
+   *
+   * Do not call this directly, call load() instead.
+   */
+  size_t loadAsShortArray(const uint32_t postid, const uint32_t *data,
+                          const uint32_t length) {
+    if (shortlistmap.find(postid) != shortlistmap.end())
+      return 0;
+
+    Skipping *compressedbuffer = new Skipping(BlockSizeLog, data, length);
+    shortlistmap[postid] = shared_ptr<Skipping>(compressedbuffer);
+    return compressedbuffer->storageInBytes() / sizeof(uint32_t);
+  }
+
+  map<uint32_t, shared_ptr<BoolArray>> bitmapmap;
+  map<uint32_t, shared_ptr<Skipping>> shortlistmap;
+  map<uint32_t, uint32_t> mapuncompsizes;
+
+  const size_t mMaxId; // max value that can be stored in a list
+  const size_t threshold; //// 32 seems to be the recommended setting, no need
+                          ///to change it?
+  uint32_t BlockSizeLog;
+};
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_HYBM2_H_ */
diff --git a/include/SIMDCompressionAndIntersection/integratedbitpacking.h b/include/SIMDCompressionAndIntersection/integratedbitpacking.h
new file mode 100644
index 0000000..bf18c3b
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/integratedbitpacking.h
@@ -0,0 +1,216 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+#ifndef SIMDCompressionAndIntersection_INTEGRATEDBITPACKING
+#define SIMDCompressionAndIntersection_INTEGRATEDBITPACKING
+#include <stdint.h>
+#include "platform.h"
+
+namespace SIMDCompressionLib {
+
+void __integratedfastunpack0(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack1(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack2(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack3(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack4(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack5(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack6(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack7(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack8(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack9(const uint32_t initoffset,
+                             const uint32_t *__restrict__ in,
+                             uint32_t *__restrict__ out);
+void __integratedfastunpack10(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack11(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack12(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack13(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack14(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack15(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack16(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack17(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack18(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack19(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack20(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack21(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack22(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack23(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack24(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack25(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack26(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack27(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack28(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack29(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack30(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack31(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+void __integratedfastunpack32(const uint32_t initoffset,
+                              const uint32_t *__restrict__ in,
+                              uint32_t *__restrict__ out);
+
+void __integratedfastpack0(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack1(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack2(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack3(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack4(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack5(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack6(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack7(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack8(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack9(const uint32_t initoffset,
+                           const uint32_t *__restrict__ in,
+                           uint32_t *__restrict__ out);
+void __integratedfastpack10(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack11(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack12(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack13(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack14(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack15(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack16(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack17(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack18(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack19(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack20(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack21(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack22(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack23(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack24(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack25(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack26(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack27(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack28(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack29(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack30(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack31(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+void __integratedfastpack32(const uint32_t initoffset,
+                            const uint32_t *__restrict__ in,
+                            uint32_t *__restrict__ out);
+
+} // namespace SIMDCompressionLib
+
+#endif // SIMDCompressionAndIntersection_INTEGRATEDBITPACKING
diff --git a/include/SIMDCompressionAndIntersection/intersection.h b/include/SIMDCompressionAndIntersection/intersection.h
new file mode 100644
index 0000000..fb89d7b
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/intersection.h
@@ -0,0 +1,108 @@
+
+
+#ifndef SIMDCompressionAndIntersection_INTERSECTION_H_
+#define SIMDCompressionAndIntersection_INTERSECTION_H_
+
+#include <common.h>
+
+namespace SIMDCompressionLib {
+
+using namespace std;
+/*
+ * Given two arrays, this writes the intersection to out. Returns the
+ * cardinality of the intersection.
+ */
+typedef size_t (*intersectionfunction)(const uint32_t *set1,
+                                       const size_t length1,
+                                       const uint32_t *set2,
+                                       const size_t length2, uint32_t *out);
+
+/*
+ * Given two arrays, this writes the intersection to out. Returns the
+ * cardinality of the intersection.
+ *
+ * This is a mix of very fast vectorized intersection algorithms, several
+ * designed by N. Kurz, with adaptations by D. Lemire.
+ */
+size_t SIMDintersection(const uint32_t *set1, const size_t length1,
+                        const uint32_t *set2, const size_t length2,
+                        uint32_t *out);
+
+#ifdef __AVX2__
+#include <immintrin.h>
+
+/*
+ * Straight port of SIMDintersection to AVX2.
+ */
+size_t SIMDintersection_avx2(const uint32_t *set1, const size_t length1,
+                        const uint32_t *set2, const size_t length2,
+                        uint32_t *out);
+
+#endif
+/*
+ * Given two arrays, this writes the intersection to out. Returns the
+ * cardinality of the intersection.
+ *
+ * This is a well-written, but otherwise unsophisticated function.
+ * Written by N. Kurz.
+ */
+size_t nate_scalar(const uint32_t *set1, const size_t length1,
+                   const uint32_t *set2, const size_t length2, uint32_t *out);
+
+/*
+ * Given two arrays, this writes the intersection to out. Returns the
+ * cardinality of the intersection.
+ *
+ * This applies a state-of-the-art algorithm. First coded by O. Kaser, adapted
+ * by D. Lemire.
+ */
+size_t onesidedgallopingintersection(const uint32_t *smallset,
+                                     const size_t smalllength,
+                                     const uint32_t *largeset,
+                                     const size_t largelength, uint32_t *out);
+
+class IntersectionFactory {
+public:
+  static std::map<std::string, intersectionfunction> intersection_schemes;
+
+  static vector<string> allNames() {
+    vector<string> ans;
+    for (auto i = intersection_schemes.begin(); i != intersection_schemes.end();
+         ++i) {
+      ans.push_back(i->first);
+    }
+    return ans;
+  }
+
+  static string getName(intersectionfunction v) {
+    for (auto i = intersection_schemes.begin(); i != intersection_schemes.end();
+         ++i) {
+      if (i->second == v)
+        return i->first;
+    }
+    return "UNKNOWN";
+  }
+
+  static bool valid(string name) {
+    return (intersection_schemes.find(name) != intersection_schemes.end());
+  }
+
+  static intersectionfunction getFromName(string name) {
+    if (intersection_schemes.find(name) == intersection_schemes.end()) {
+      cerr << "name " << name << " does not refer to an intersection procedure."
+           << endl;
+      cerr << "possible choices:" << endl;
+      for (auto i = intersection_schemes.begin();
+           i != intersection_schemes.end(); ++i) {
+        cerr << static_cast<string>(i->first)
+             << endl; // useless cast, but just to be clear
+      }
+      return NULL;
+    }
+    return intersection_schemes[name];
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_INTERSECTION_H_ */
diff --git a/include/SIMDCompressionAndIntersection/mersenne.h b/include/SIMDCompressionAndIntersection/mersenne.h
new file mode 100644
index 0000000..f00dcb1
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/mersenne.h
@@ -0,0 +1,93 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ */
+
+#ifndef SIMDCompressionAndIntersection_MERSENNE_H_
+#define SIMDCompressionAndIntersection_MERSENNE_H_
+
+#include "common.h"
+#include "util.h"
+
+namespace SIMDCompressionLib {
+
+/**
+ *  Mersenne twister - random number generator.
+ *  Generate uniform distribution of 32 bit integers with the MT19937 algorithm.
+ * source: http://bannister.us/weblog/?s=Mersenne
+ */
+class ZRandom {
+
+public:
+  enum { N = 624, M = 397 };
+  unsigned int MT[N + 1];
+  unsigned int *map[N];
+  int nValues;
+
+  ZRandom(unsigned int iSeed = 20070102);
+  void seed(unsigned iSeed);
+  unsigned int getValue();
+  unsigned int getValue(const uint32_t MaxValue);
+  double getDouble();
+  bool test(const double p);
+};
+
+ZRandom::ZRandom(unsigned iSeed) : nValues(0) { seed(iSeed); }
+
+void ZRandom::seed(unsigned iSeed) {
+  nValues = 0;
+  // Seed the array used in random number generation.
+  MT[0] = iSeed;
+  for (int i = 1; i < N; ++i) {
+    MT[i] = 1 + (69069 * MT[i - 1]);
+  }
+  // Compute map once to avoid % in inner loop.
+  for (int i = 0; i < N; ++i) {
+    map[i] = MT + ((i + M) % N);
+  }
+}
+
+inline bool ZRandom::test(const double p) { return getDouble() <= p; }
+inline double ZRandom::getDouble() {
+  return double(getValue()) * (1.0 / 4294967296.0);
+}
+
+unsigned int ZRandom::getValue(const uint32_t MaxValue) {
+  unsigned int used = MaxValue;
+  used |= used >> 1;
+  used |= used >> 2;
+  used |= used >> 4;
+  used |= used >> 8;
+  used |= used >> 16;
+
+  // Draw numbers until one is found in [0,n]
+  unsigned int i;
+  do
+    i = getValue() & used; // toss unused bits to shorten search
+  while (i > MaxValue);
+  return i;
+}
+
+unsigned int ZRandom::getValue() {
+  if (0 == nValues) {
+    MT[N] = MT[0];
+    for (int i = 0; i < N; ++i) {
+      unsigned y = (0x80000000 & MT[i]) | (0x7FFFFFFF & MT[i + 1]);
+      unsigned v = *(map[i]) ^ (y >> 1);
+      if (1 & y)
+        v ^= 2567483615;
+      MT[i] = v;
+    }
+    nValues = N;
+  }
+  unsigned y = MT[N - nValues--];
+  y ^= y >> 11;
+  y ^= static_cast<unsigned int>((y << 7) & 2636928640);
+  y ^= static_cast<unsigned int>((y << 15) & 4022730752);
+  y ^= y >> 18;
+  return y;
+}
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_MERSENNE_H_ */
diff --git a/include/SIMDCompressionAndIntersection/platform.h b/include/SIMDCompressionAndIntersection/platform.h
new file mode 100644
index 0000000..309aef0
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/platform.h
@@ -0,0 +1,44 @@
+/* platform.h: Cross-platform macros and compatibility shims. */
+
+#pragma once
+
+#include <stdint.h>
+
+#if defined(_MSC_VER)
+#define ALWAYS_INLINE __forceinline
+#define CONST_FUNCTION
+#define PURE_FUNCTION
+#define __restrict__ __restrict
+#define SIMDCOMP_ALIGNED(x) __declspec(align(x))
+#else
+#if defined(__GNUC__)
+#define ALWAYS_INLINE __attribute__((always_inline)) inline
+#define CONST_FUNCTION __attribute__((const))
+#define PURE_FUNCTION __attribute__((pure))
+#define SIMDCOMP_ALIGNED(x) __attribute__((aligned(x)))
+#endif
+#endif
+
+#ifdef _MSC_VER
+#include <intrin.h>
+
+uint32_t __inline __builtin_clz(uint32_t value) {
+  unsigned long leading_zero = 0;
+  return _BitScanReverse(&leading_zero, value) == 0 ? 0 : (31 - leading_zero);
+}
+
+uint32_t __inline __builtin_ctz(uint32_t value) {
+  unsigned long trailing_zero = 0;
+  return _BitScanForward(&trailing_zero, value) == 0 ? 32 : trailing_zero;
+}
+
+uint32_t __inline __builtin_ctzl(uint64_t value) {
+#ifdef _M_X64
+  unsigned long trailing_zero = 0;
+  return _BitScanForward64(&trailing_zero, value) == 0 ? 64 : trailing_zero;
+#else
+  return ((value & 0xFFFFFFFF) == 0) ? (__builtin_ctz(value >> 32) + 32)
+                                     : __builtin_ctz(value & 0xFFFFFFFF);
+#endif
+}
+#endif
diff --git a/include/SIMDCompressionAndIntersection/simdbinarypacking.h b/include/SIMDCompressionAndIntersection/simdbinarypacking.h
new file mode 100644
index 0000000..879064b
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/simdbinarypacking.h
@@ -0,0 +1,403 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+
+#ifndef SIMDCompressionAndIntersection_SIMDBINARYPACKING_H_
+#define SIMDCompressionAndIntersection_SIMDBINARYPACKING_H_
+
+#include "codecs.h"
+#include "simdbitpackinghelpers.h"
+#include "util.h"
+
+namespace SIMDCompressionLib {
+
+extern "C" {
+
+/* searches "bit" 128-bit vectors from "in" (= 128 encoded integers) for the
+* first encoded uint32 value
+ * which is >= |key|, and returns its position. It is assumed that the values
+ * stored are in sorted order.
+ * The encoded key is stored in "*presult". If no value is larger or equal to
+* the key,
+* 128 is returned */
+int simdsearchd1(__m128i *initOffset, const __m128i *in, uint32_t bit,
+                 uint32_t key, uint32_t *presult);
+
+/**
+ * Simply scan, updating initOffset as it proceeds.
+ */
+void simdscand1(__m128i *initOffset, const __m128i *in, uint32_t bit);
+
+/* returns the value stored at the specified "slot". */
+uint32_t simdselectd1(__m128i *initOffset, const __m128i *in, uint32_t bit,
+                      int slot);
+}
+
+template <class DeltaHelper, bool ArrayDispatch> struct SIMDBlockPacker {
+  typedef SIMDDeltaProcessor<DeltaHelper, SIMDBlockSize> DeltaProcessor;
+  static void unpackblock(const uint32_t *in, uint32_t *out, const uint32_t bit,
+                          __m128i &initoffset) {
+    if (ArrayDispatch)
+      ArrayDispatch::SIMDunpack(reinterpret_cast<const __m128i *>(in), out,
+                                bit);
+    else
+      simdunpack(reinterpret_cast<const __m128i *>(in), out, bit);
+    if (bit < 32) {
+      initoffset = DeltaProcessor::runPrefixSum(initoffset, out);
+    } else {
+      initoffset =
+          MM_LOAD_SI_128(reinterpret_cast<__m128i *>(out + SIMDBlockSize - 4));
+    }
+  }
+
+  static uint32_t maxbits(const uint32_t *in, __m128i &initoffset) {
+    const __m128i *pin = reinterpret_cast<const __m128i *>(in);
+    __m128i newvec = MM_LOAD_SI_128(pin);
+    __m128i accumulator = DeltaHelper::Delta(newvec, initoffset);
+    __m128i oldvec = newvec;
+    for (uint32_t k = 1; 4 * k < SIMDBlockSize; ++k) {
+      newvec = MM_LOAD_SI_128(pin + k);
+      accumulator =
+          _mm_or_si128(accumulator, DeltaHelper::Delta(newvec, oldvec));
+      oldvec = newvec;
+    }
+    initoffset = oldvec;
+    return maxbitas32int(accumulator);
+  }
+
+  static void packblockwithoutmask(uint32_t *in, uint32_t *out,
+                                   const uint32_t bit, __m128i &initoffset) {
+    __m128i nextoffset =
+        MM_LOAD_SI_128(reinterpret_cast<__m128i *>(in + SIMDBlockSize - 4));
+    if (bit < 32)
+      DeltaProcessor::runDelta(initoffset, in);
+    if (ArrayDispatch)
+      ArrayDispatch::SIMDpackwithoutmask(in, reinterpret_cast<__m128i *>(out),
+                                         bit);
+    else
+      simdpackwithoutmask(in, reinterpret_cast<__m128i *>(out), bit);
+    initoffset = nextoffset;
+  }
+
+  static string name() {
+    if (ArrayDispatch)
+      return string("SIMDBlockPackerAD+") + DeltaHelper::name();
+    else
+      return string("SIMDBlockPacker+") + DeltaHelper::name();
+  }
+};
+
+template <class DeltaHelper, bool ArrayDispatch = true>
+struct SIMDIntegratedBlockPacker {
+
+  static void unpackblock(const uint32_t *in, uint32_t *out, const uint32_t bit,
+                          __m128i &initoffset) {
+    if (ArrayDispatch)
+      initoffset = IntegratedArrayDispatch<DeltaHelper>::SIMDiunpack(
+          initoffset, reinterpret_cast<const __m128i *>(in), out, bit);
+    else
+      initoffset = SIMDiunpack<DeltaHelper>(
+          initoffset, reinterpret_cast<const __m128i *>(in), out, bit);
+  }
+
+  static uint32_t maxbits(const uint32_t *in, __m128i &initoffset) {
+    const __m128i *pin = reinterpret_cast<const __m128i *>(in);
+    __m128i newvec = MM_LOAD_SI_128(pin);
+    __m128i accumulator = DeltaHelper::Delta(newvec, initoffset);
+    __m128i oldvec = newvec;
+    for (uint32_t k = 1; 4 * k < SIMDBlockSize; ++k) {
+      newvec = MM_LOAD_SI_128(pin + k);
+      accumulator =
+          _mm_or_si128(accumulator, DeltaHelper::Delta(newvec, oldvec));
+      oldvec = newvec;
+    }
+    initoffset = oldvec;
+    return maxbitas32int(accumulator);
+  }
+
+  static void packblockwithoutmask(uint32_t *in, uint32_t *out,
+                                   const uint32_t bit, __m128i &initoffset) {
+    __m128i nextoffset =
+        MM_LOAD_SI_128(reinterpret_cast<__m128i *>(in + SIMDBlockSize - 4));
+    if (ArrayDispatch)
+      IntegratedArrayDispatch<DeltaHelper>::SIMDipackwithoutmask(
+          initoffset, in, reinterpret_cast<__m128i *>(out), bit);
+    else
+      SIMDipackwithoutmask<DeltaHelper>(initoffset, in,
+                                        reinterpret_cast<__m128i *>(out), bit);
+    initoffset = nextoffset;
+  }
+
+  static string name() {
+    if (ArrayDispatch)
+      return string("SIMDIntegratedBlockPackerAD+") + DeltaHelper::name();
+    else
+      return string("SIMDIntegratedBlockPacker+") + DeltaHelper::name();
+  }
+};
+
+/**
+ *
+ *
+ * Code data in miniblocks of 128 integers.
+ * To preserve alignment, we regroup
+ * 8 such miniblocks into a block of 8 * 128 = 1024
+ * integers.
+ *
+ */
+template <class BlockPacker> class SIMDBinaryPacking : public IntegerCODEC {
+public:
+#ifdef USE_ALIGNED
+  static const uint32_t CookiePadder = 123456; // just some made up number
+#endif
+  static const uint32_t MiniBlockSize = 128;
+  static const uint32_t HowManyMiniBlocks = 16;
+  static const uint32_t BlockSize =
+      MiniBlockSize; // HowManyMiniBlocks * MiniBlockSize;
+
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    checkifdivisibleby(length, BlockSize);
+    const uint32_t *const initout(out);
+#ifdef USE_ALIGNED
+    if (needPaddingTo128Bits(out) or needPaddingTo128Bits(in))
+      throw std::runtime_error(
+          "alignment issue: pointers should be aligned on 128-bit boundaries");
+#endif
+    *out++ = static_cast<uint32_t>(length);
+#ifdef USE_ALIGNED
+    while (needPaddingTo128Bits(out))
+      *out++ = CookiePadder;
+#endif
+    uint32_t Bs[HowManyMiniBlocks];
+    __m128i init = _mm_set1_epi32(0);
+    const uint32_t *const final = in + length;
+    for (; in + HowManyMiniBlocks * MiniBlockSize <= final;
+         in += HowManyMiniBlocks * MiniBlockSize) {
+      __m128i tmpinit = init;
+      for (uint32_t i = 0; i < HowManyMiniBlocks; ++i) {
+        Bs[i] = BlockPacker::maxbits(in + i * MiniBlockSize, tmpinit);
+      }
+      *out++ = (Bs[0] << 24) | (Bs[1] << 16) | (Bs[2] << 8) | Bs[3];
+      *out++ = (Bs[4] << 24) | (Bs[5] << 16) | (Bs[6] << 8) | Bs[7];
+      *out++ = (Bs[8] << 24) | (Bs[9] << 16) | (Bs[10] << 8) | Bs[11];
+      *out++ = (Bs[12] << 24) | (Bs[13] << 16) | (Bs[14] << 8) | Bs[15];
+      for (uint32_t i = 0; i < HowManyMiniBlocks; ++i) {
+        BlockPacker::packblockwithoutmask(in + i * MiniBlockSize, out, Bs[i],
+                                          init);
+        out += MiniBlockSize / 32 * Bs[i];
+      }
+    }
+    if (in < final) {
+      const size_t howmany = (final - in) / MiniBlockSize;
+      __m128i tmpinit = init;
+      memset(&Bs[0], 0, HowManyMiniBlocks * sizeof(uint32_t));
+      for (uint32_t i = 0; i < howmany; ++i) {
+        Bs[i] = BlockPacker::maxbits(in + i * MiniBlockSize, tmpinit);
+      }
+      *out++ = (Bs[0] << 24) | (Bs[1] << 16) | (Bs[2] << 8) | Bs[3];
+      *out++ = (Bs[4] << 24) | (Bs[5] << 16) | (Bs[6] << 8) | Bs[7];
+      *out++ = (Bs[8] << 24) | (Bs[9] << 16) | (Bs[10] << 8) | Bs[11];
+      *out++ = (Bs[12] << 24) | (Bs[13] << 16) | (Bs[14] << 8) | Bs[15];
+      for (uint32_t i = 0; i < howmany; ++i) {
+        BlockPacker::packblockwithoutmask(in + i * MiniBlockSize, out, Bs[i],
+                                          init);
+        out += MiniBlockSize / 32 * Bs[i];
+      }
+      in += howmany * MiniBlockSize;
+      assert(in == final);
+    }
+    nvalue = out - initout;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t /*length*/,
+                              uint32_t *out, size_t &nvalue) {
+#ifdef USE_ALIGNED
+    if (needPaddingTo128Bits(out) or needPaddingTo128Bits(in))
+      throw std::runtime_error(
+          "alignment issue: pointers should be aligned on 128-bit boundaries");
+#endif
+    const uint32_t actuallength = *in++;
+#ifdef USE_ALIGNED
+    while (needPaddingTo128Bits(in)) {
+      if (in[0] != CookiePadder)
+        throw logic_error("SIMDBinaryPacking alignment issue.");
+      ++in;
+    }
+#endif
+    const uint32_t *const initout(out);
+    uint32_t Bs[HowManyMiniBlocks];
+    __m128i init = _mm_set1_epi32(0);
+    for (; out < initout +
+                     actuallength / (HowManyMiniBlocks * MiniBlockSize) *
+                         HowManyMiniBlocks * MiniBlockSize;
+         out += HowManyMiniBlocks * MiniBlockSize) {
+      for (uint32_t i = 0; i < 4; ++i, ++in) {
+        Bs[0 + 4 * i] = static_cast<uint8_t>(in[0] >> 24);
+        Bs[1 + 4 * i] = static_cast<uint8_t>(in[0] >> 16);
+        Bs[2 + 4 * i] = static_cast<uint8_t>(in[0] >> 8);
+        Bs[3 + 4 * i] = static_cast<uint8_t>(in[0]);
+      }
+      for (uint32_t i = 0; i < HowManyMiniBlocks; ++i) {
+        BlockPacker::unpackblock(in, out + i * MiniBlockSize, Bs[i], init);
+        in += MiniBlockSize / 32 * Bs[i];
+      }
+    }
+
+    if (out < initout + actuallength) {
+      const size_t howmany = (initout + actuallength - out) / MiniBlockSize;
+      for (uint32_t i = 0; i < 4; ++i, ++in) {
+        Bs[0 + 4 * i] = static_cast<uint8_t>(in[0] >> 24);
+        Bs[1 + 4 * i] = static_cast<uint8_t>(in[0] >> 16);
+        Bs[2 + 4 * i] = static_cast<uint8_t>(in[0] >> 8);
+        Bs[3 + 4 * i] = static_cast<uint8_t>(in[0]);
+      }
+      for (uint32_t i = 0; i < howmany; ++i) {
+        BlockPacker::unpackblock(in, out + i * MiniBlockSize, Bs[i], init);
+        in += MiniBlockSize / 32 * Bs[i];
+      }
+      out += howmany * MiniBlockSize;
+      assert(out == initout + actuallength);
+    }
+    nvalue = out - initout;
+    return in;
+  }
+
+  // Returns a decompressed value in an encoded array
+  // could be greatly optimized in the non-differential coding case: currently
+  // just for delta coding
+  // WARNING: THIS IMPLEMENTATION WILL ONLY PROVIDE THE CORRECT RESULT
+  // WHEN USING REGULAR (D1) DIFFERENTIAL CODING.	 TODO: Generalize the
+  // support. TODO: Should check the type.
+  uint32_t select(uint32_t *in, size_t index) {
+#ifdef USE_ALIGNED
+    if (needPaddingTo128Bits(in))
+      throw std::runtime_error(
+          "alignment issue: pointers should be aligned on 128-bit boundaries");
+#endif
+    const uint32_t actuallength = *in++;
+#ifdef USE_ALIGNED
+    while (needPaddingTo128Bits(in)) {
+      if (in[0] != CookiePadder)
+        throw logic_error("SIMDBinaryPacking alignment issue.");
+      ++in;
+    }
+#endif
+    uint32_t Bs[HowManyMiniBlocks];
+    __m128i init = _mm_set1_epi32(0);
+    size_t runningindex = 0;
+    for (; runningindex < actuallength / (HowManyMiniBlocks * MiniBlockSize) *
+                              HowManyMiniBlocks * MiniBlockSize;) {
+      for (uint32_t i = 0; i < 4; ++i, ++in) {
+        Bs[0 + 4 * i] = static_cast<uint8_t>(in[0] >> 24);
+        Bs[1 + 4 * i] = static_cast<uint8_t>(in[0] >> 16);
+        Bs[2 + 4 * i] = static_cast<uint8_t>(in[0] >> 8);
+        Bs[3 + 4 * i] = static_cast<uint8_t>(in[0]);
+      }
+      for (uint32_t i = 0; i < HowManyMiniBlocks; ++i) {
+        if (runningindex + 128 > index) {
+          return simdselectd1(&init, (const __m128i *)in, Bs[i],
+                              static_cast<int>(index - runningindex));
+        }
+        simdscand1(&init, (const __m128i *)in, Bs[i]);
+        runningindex += MiniBlockSize;
+        in += MiniBlockSize / 32 * Bs[i];
+      }
+    }
+
+    if (runningindex < actuallength) {
+      const size_t howmany = (actuallength - runningindex) / MiniBlockSize;
+      for (uint32_t i = 0; i < 4; ++i, ++in) {
+        Bs[0 + 4 * i] = static_cast<uint8_t>(in[0] >> 24);
+        Bs[1 + 4 * i] = static_cast<uint8_t>(in[0] >> 16);
+        Bs[2 + 4 * i] = static_cast<uint8_t>(in[0] >> 8);
+        Bs[3 + 4 * i] = static_cast<uint8_t>(in[0]);
+      }
+      for (uint32_t i = 0; i < howmany; ++i) {
+        if (runningindex + 128 > index) {
+          return simdselectd1(&init, (const __m128i *)in, Bs[i],
+                              static_cast<int>(index - runningindex));
+        }
+        simdscand1(&init, (const __m128i *)in, Bs[i]);
+        runningindex += MiniBlockSize;
+        in += MiniBlockSize / 32 * Bs[i];
+      }
+    }
+    return static_cast<uint32_t>(runningindex);
+  }
+
+  // Performs a lower bound find in the encoded array.
+  // Returns the index
+  // WARNING: THIS IMPLEMENTATION WILL ONLY PROVIDE THE CORRECT RESULT
+  // WHEN USING REGULAR (D1) DIFFERENTIAL CODING.	 TODO: Generalize the
+  // support. TODO: Should check the type.
+  size_t findLowerBound(const uint32_t *in, const size_t /*length*/,
+                        uint32_t key, uint32_t *presult) {
+#ifdef USE_ALIGNED
+    if (needPaddingTo128Bits(in))
+      throw std::runtime_error(
+          "alignment issue: pointers should be aligned on 128-bit boundaries");
+#endif
+    const uint32_t actuallength = *in++;
+#ifdef USE_ALIGNED
+    while (needPaddingTo128Bits(in)) {
+      if (in[0] != CookiePadder)
+        throw logic_error("SIMDBinaryPacking alignment issue.");
+      ++in;
+    }
+#endif
+    uint32_t Bs[HowManyMiniBlocks];
+    __m128i init = _mm_set1_epi32(0);
+    size_t runningindex = 0;
+    for (; runningindex < actuallength / (HowManyMiniBlocks * MiniBlockSize) *
+                              HowManyMiniBlocks * MiniBlockSize;) {
+      for (uint32_t i = 0; i < 4; ++i, ++in) {
+        Bs[0 + 4 * i] = static_cast<uint8_t>(in[0] >> 24);
+        Bs[1 + 4 * i] = static_cast<uint8_t>(in[0] >> 16);
+        Bs[2 + 4 * i] = static_cast<uint8_t>(in[0] >> 8);
+        Bs[3 + 4 * i] = static_cast<uint8_t>(in[0]);
+      }
+      for (uint32_t i = 0; i < HowManyMiniBlocks; ++i) {
+        size_t index =
+            simdsearchd1(&init, (const __m128i *)in, Bs[i], key, presult);
+        runningindex += index;
+        if (index < MiniBlockSize)
+          return runningindex;
+        in += MiniBlockSize / 32 * Bs[i];
+      }
+    }
+
+    if (runningindex < actuallength) {
+      const size_t howmany = (actuallength - runningindex) / MiniBlockSize;
+      for (uint32_t i = 0; i < 4; ++i, ++in) {
+        Bs[0 + 4 * i] = static_cast<uint8_t>(in[0] >> 24);
+        Bs[1 + 4 * i] = static_cast<uint8_t>(in[0] >> 16);
+        Bs[2 + 4 * i] = static_cast<uint8_t>(in[0] >> 8);
+        Bs[3 + 4 * i] = static_cast<uint8_t>(in[0]);
+      }
+      for (uint32_t i = 0; i < howmany; ++i) {
+        size_t index =
+            simdsearchd1(&init, (const __m128i *)in, Bs[i], key, presult);
+        runningindex += index;
+        if (index < MiniBlockSize)
+          return runningindex;
+        in += MiniBlockSize / 32 * Bs[i];
+      }
+    }
+    return runningindex;
+  }
+
+  string name() const {
+    ostringstream convert;
+    convert << "SIMDBinaryPacking"
+            << "With" << BlockPacker::name() << MiniBlockSize;
+    return convert.str();
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_SIMDBINARYPACKING_H_ */
diff --git a/include/SIMDCompressionAndIntersection/simdbitpacking.h b/include/SIMDCompressionAndIntersection/simdbitpacking.h
new file mode 100644
index 0000000..f3a4e3d
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/simdbitpacking.h
@@ -0,0 +1,117 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire
+ */
+#ifndef SIMDCompressionAndIntersection_SIMDBITPACKING_H_
+#define SIMDCompressionAndIntersection_SIMDBITPACKING_H_
+
+#include "common.h"
+
+namespace SIMDCompressionLib {
+
+void __SIMD_fastunpack1(const __m128i *, uint32_t *);
+void __SIMD_fastunpack2(const __m128i *, uint32_t *);
+void __SIMD_fastunpack3(const __m128i *, uint32_t *);
+void __SIMD_fastunpack4(const __m128i *, uint32_t *);
+void __SIMD_fastunpack5(const __m128i *, uint32_t *);
+void __SIMD_fastunpack6(const __m128i *, uint32_t *);
+void __SIMD_fastunpack7(const __m128i *, uint32_t *);
+void __SIMD_fastunpack8(const __m128i *, uint32_t *);
+void __SIMD_fastunpack9(const __m128i *, uint32_t *);
+void __SIMD_fastunpack10(const __m128i *, uint32_t *);
+void __SIMD_fastunpack11(const __m128i *, uint32_t *);
+void __SIMD_fastunpack12(const __m128i *, uint32_t *);
+void __SIMD_fastunpack13(const __m128i *, uint32_t *);
+void __SIMD_fastunpack14(const __m128i *, uint32_t *);
+void __SIMD_fastunpack15(const __m128i *, uint32_t *);
+void __SIMD_fastunpack16(const __m128i *, uint32_t *);
+void __SIMD_fastunpack17(const __m128i *, uint32_t *);
+void __SIMD_fastunpack18(const __m128i *, uint32_t *);
+void __SIMD_fastunpack19(const __m128i *, uint32_t *);
+void __SIMD_fastunpack20(const __m128i *, uint32_t *);
+void __SIMD_fastunpack21(const __m128i *, uint32_t *);
+void __SIMD_fastunpack22(const __m128i *, uint32_t *);
+void __SIMD_fastunpack23(const __m128i *, uint32_t *);
+void __SIMD_fastunpack24(const __m128i *, uint32_t *);
+void __SIMD_fastunpack25(const __m128i *, uint32_t *);
+void __SIMD_fastunpack26(const __m128i *, uint32_t *);
+void __SIMD_fastunpack27(const __m128i *, uint32_t *);
+void __SIMD_fastunpack28(const __m128i *, uint32_t *);
+void __SIMD_fastunpack29(const __m128i *, uint32_t *);
+void __SIMD_fastunpack30(const __m128i *, uint32_t *);
+void __SIMD_fastunpack31(const __m128i *, uint32_t *);
+void __SIMD_fastunpack32(const __m128i *, uint32_t *);
+
+void __SIMD_fastpackwithoutmask0(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask1(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask2(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask3(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask4(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask5(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask6(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask7(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask8(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask9(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask10(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask11(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask12(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask13(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask14(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask15(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask16(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask17(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask18(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask19(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask20(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask21(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask22(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask23(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask24(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask25(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask26(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask27(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask28(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask29(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask30(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask31(const uint32_t *, __m128i *);
+void __SIMD_fastpackwithoutmask32(const uint32_t *, __m128i *);
+
+void __SIMD_fastpack0(const uint32_t *, __m128i *);
+void __SIMD_fastpack1(const uint32_t *, __m128i *);
+void __SIMD_fastpack2(const uint32_t *, __m128i *);
+void __SIMD_fastpack3(const uint32_t *, __m128i *);
+void __SIMD_fastpack4(const uint32_t *, __m128i *);
+void __SIMD_fastpack5(const uint32_t *, __m128i *);
+void __SIMD_fastpack6(const uint32_t *, __m128i *);
+void __SIMD_fastpack7(const uint32_t *, __m128i *);
+void __SIMD_fastpack8(const uint32_t *, __m128i *);
+void __SIMD_fastpack9(const uint32_t *, __m128i *);
+void __SIMD_fastpack10(const uint32_t *, __m128i *);
+void __SIMD_fastpack11(const uint32_t *, __m128i *);
+void __SIMD_fastpack12(const uint32_t *, __m128i *);
+void __SIMD_fastpack13(const uint32_t *, __m128i *);
+void __SIMD_fastpack14(const uint32_t *, __m128i *);
+void __SIMD_fastpack15(const uint32_t *, __m128i *);
+void __SIMD_fastpack16(const uint32_t *, __m128i *);
+void __SIMD_fastpack17(const uint32_t *, __m128i *);
+void __SIMD_fastpack18(const uint32_t *, __m128i *);
+void __SIMD_fastpack19(const uint32_t *, __m128i *);
+void __SIMD_fastpack20(const uint32_t *, __m128i *);
+void __SIMD_fastpack21(const uint32_t *, __m128i *);
+void __SIMD_fastpack22(const uint32_t *, __m128i *);
+void __SIMD_fastpack23(const uint32_t *, __m128i *);
+void __SIMD_fastpack24(const uint32_t *, __m128i *);
+void __SIMD_fastpack25(const uint32_t *, __m128i *);
+void __SIMD_fastpack26(const uint32_t *, __m128i *);
+void __SIMD_fastpack27(const uint32_t *, __m128i *);
+void __SIMD_fastpack28(const uint32_t *, __m128i *);
+void __SIMD_fastpack29(const uint32_t *, __m128i *);
+void __SIMD_fastpack30(const uint32_t *, __m128i *);
+void __SIMD_fastpack31(const uint32_t *, __m128i *);
+void __SIMD_fastpack32(const uint32_t *, __m128i *);
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_SIMDBITPACKING_H_ */
diff --git a/include/SIMDCompressionAndIntersection/simdbitpackinghelpers.h b/include/SIMDCompressionAndIntersection/simdbitpackinghelpers.h
new file mode 100644
index 0000000..27c66fe
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/simdbitpackinghelpers.h
@@ -0,0 +1,1156 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Leonid Boytsov, Nathan Kurz and Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_SIMD_BITPACKING_HELPERS_H_
+#define SIMDCompressionAndIntersection_SIMD_BITPACKING_HELPERS_H_
+
+#include "common.h"
+#include "simdbitpacking.h"
+#include "usimdbitpacking.h"
+#include "simdintegratedbitpacking.h"
+#include "delta.h"
+#include "util.h"
+
+namespace SIMDCompressionLib {
+
+const size_t SIMDBlockSize = 128;
+
+void SIMD_nullunpacker32(const __m128i *__restrict__,
+                         uint32_t *__restrict__ out) {
+  memset(out, 0, 32 * 4 * 4);
+}
+void uSIMD_nullunpacker32(const __m128i *__restrict__,
+                          uint32_t *__restrict__ out) {
+  memset(out, 0, 32 * 4 * 4);
+}
+
+void simdunpack(const __m128i *__restrict__ in, uint32_t *__restrict__ out,
+                const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    SIMD_nullunpacker32(in, out);
+    return;
+
+  case 1:
+    __SIMD_fastunpack1(in, out);
+    return;
+
+  case 2:
+    __SIMD_fastunpack2(in, out);
+    return;
+
+  case 3:
+    __SIMD_fastunpack3(in, out);
+    return;
+
+  case 4:
+    __SIMD_fastunpack4(in, out);
+    return;
+
+  case 5:
+    __SIMD_fastunpack5(in, out);
+    return;
+
+  case 6:
+    __SIMD_fastunpack6(in, out);
+    return;
+
+  case 7:
+    __SIMD_fastunpack7(in, out);
+    return;
+
+  case 8:
+    __SIMD_fastunpack8(in, out);
+    return;
+
+  case 9:
+    __SIMD_fastunpack9(in, out);
+    return;
+
+  case 10:
+    __SIMD_fastunpack10(in, out);
+    return;
+
+  case 11:
+    __SIMD_fastunpack11(in, out);
+    return;
+
+  case 12:
+    __SIMD_fastunpack12(in, out);
+    return;
+
+  case 13:
+    __SIMD_fastunpack13(in, out);
+    return;
+
+  case 14:
+    __SIMD_fastunpack14(in, out);
+    return;
+
+  case 15:
+    __SIMD_fastunpack15(in, out);
+    return;
+
+  case 16:
+    __SIMD_fastunpack16(in, out);
+    return;
+
+  case 17:
+    __SIMD_fastunpack17(in, out);
+    return;
+
+  case 18:
+    __SIMD_fastunpack18(in, out);
+    return;
+
+  case 19:
+    __SIMD_fastunpack19(in, out);
+    return;
+
+  case 20:
+    __SIMD_fastunpack20(in, out);
+    return;
+
+  case 21:
+    __SIMD_fastunpack21(in, out);
+    return;
+
+  case 22:
+    __SIMD_fastunpack22(in, out);
+    return;
+
+  case 23:
+    __SIMD_fastunpack23(in, out);
+    return;
+
+  case 24:
+    __SIMD_fastunpack24(in, out);
+    return;
+
+  case 25:
+    __SIMD_fastunpack25(in, out);
+    return;
+
+  case 26:
+    __SIMD_fastunpack26(in, out);
+    return;
+
+  case 27:
+    __SIMD_fastunpack27(in, out);
+    return;
+
+  case 28:
+    __SIMD_fastunpack28(in, out);
+    return;
+
+  case 29:
+    __SIMD_fastunpack29(in, out);
+    return;
+
+  case 30:
+    __SIMD_fastunpack30(in, out);
+    return;
+
+  case 31:
+    __SIMD_fastunpack31(in, out);
+    return;
+
+  case 32:
+    __SIMD_fastunpack32(in, out);
+    return;
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+/*assumes that integers fit in the prescribed number of bits*/
+void simdpackwithoutmask(const uint32_t *__restrict__ in,
+                         __m128i *__restrict__ out, const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    return;
+
+  case 1:
+    __SIMD_fastpackwithoutmask1(in, out);
+    return;
+
+  case 2:
+    __SIMD_fastpackwithoutmask2(in, out);
+    return;
+
+  case 3:
+    __SIMD_fastpackwithoutmask3(in, out);
+    return;
+
+  case 4:
+    __SIMD_fastpackwithoutmask4(in, out);
+    return;
+
+  case 5:
+    __SIMD_fastpackwithoutmask5(in, out);
+    return;
+
+  case 6:
+    __SIMD_fastpackwithoutmask6(in, out);
+    return;
+
+  case 7:
+    __SIMD_fastpackwithoutmask7(in, out);
+    return;
+
+  case 8:
+    __SIMD_fastpackwithoutmask8(in, out);
+    return;
+
+  case 9:
+    __SIMD_fastpackwithoutmask9(in, out);
+    return;
+
+  case 10:
+    __SIMD_fastpackwithoutmask10(in, out);
+    return;
+
+  case 11:
+    __SIMD_fastpackwithoutmask11(in, out);
+    return;
+
+  case 12:
+    __SIMD_fastpackwithoutmask12(in, out);
+    return;
+
+  case 13:
+    __SIMD_fastpackwithoutmask13(in, out);
+    return;
+
+  case 14:
+    __SIMD_fastpackwithoutmask14(in, out);
+    return;
+
+  case 15:
+    __SIMD_fastpackwithoutmask15(in, out);
+    return;
+
+  case 16:
+    __SIMD_fastpackwithoutmask16(in, out);
+    return;
+
+  case 17:
+    __SIMD_fastpackwithoutmask17(in, out);
+    return;
+
+  case 18:
+    __SIMD_fastpackwithoutmask18(in, out);
+    return;
+
+  case 19:
+    __SIMD_fastpackwithoutmask19(in, out);
+    return;
+
+  case 20:
+    __SIMD_fastpackwithoutmask20(in, out);
+    return;
+
+  case 21:
+    __SIMD_fastpackwithoutmask21(in, out);
+    return;
+
+  case 22:
+    __SIMD_fastpackwithoutmask22(in, out);
+    return;
+
+  case 23:
+    __SIMD_fastpackwithoutmask23(in, out);
+    return;
+
+  case 24:
+    __SIMD_fastpackwithoutmask24(in, out);
+    return;
+
+  case 25:
+    __SIMD_fastpackwithoutmask25(in, out);
+    return;
+
+  case 26:
+    __SIMD_fastpackwithoutmask26(in, out);
+    return;
+
+  case 27:
+    __SIMD_fastpackwithoutmask27(in, out);
+    return;
+
+  case 28:
+    __SIMD_fastpackwithoutmask28(in, out);
+    return;
+
+  case 29:
+    __SIMD_fastpackwithoutmask29(in, out);
+    return;
+
+  case 30:
+    __SIMD_fastpackwithoutmask30(in, out);
+    return;
+
+  case 31:
+    __SIMD_fastpackwithoutmask31(in, out);
+    return;
+
+  case 32:
+    __SIMD_fastpackwithoutmask32(in, out);
+    return;
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+/*assumes that integers fit in the prescribed number of bits*/
+void simdpack(const uint32_t *__restrict__ in, __m128i *__restrict__ out,
+              const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    return;
+
+  case 1:
+    __SIMD_fastpack1(in, out);
+    return;
+
+  case 2:
+    __SIMD_fastpack2(in, out);
+    return;
+
+  case 3:
+    __SIMD_fastpack3(in, out);
+    return;
+
+  case 4:
+    __SIMD_fastpack4(in, out);
+    return;
+
+  case 5:
+    __SIMD_fastpack5(in, out);
+    return;
+
+  case 6:
+    __SIMD_fastpack6(in, out);
+    return;
+
+  case 7:
+    __SIMD_fastpack7(in, out);
+    return;
+
+  case 8:
+    __SIMD_fastpack8(in, out);
+    return;
+
+  case 9:
+    __SIMD_fastpack9(in, out);
+    return;
+
+  case 10:
+    __SIMD_fastpack10(in, out);
+    return;
+
+  case 11:
+    __SIMD_fastpack11(in, out);
+    return;
+
+  case 12:
+    __SIMD_fastpack12(in, out);
+    return;
+
+  case 13:
+    __SIMD_fastpack13(in, out);
+    return;
+
+  case 14:
+    __SIMD_fastpack14(in, out);
+    return;
+
+  case 15:
+    __SIMD_fastpack15(in, out);
+    return;
+
+  case 16:
+    __SIMD_fastpack16(in, out);
+    return;
+
+  case 17:
+    __SIMD_fastpack17(in, out);
+    return;
+
+  case 18:
+    __SIMD_fastpack18(in, out);
+    return;
+
+  case 19:
+    __SIMD_fastpack19(in, out);
+    return;
+
+  case 20:
+    __SIMD_fastpack20(in, out);
+    return;
+
+  case 21:
+    __SIMD_fastpack21(in, out);
+    return;
+
+  case 22:
+    __SIMD_fastpack22(in, out);
+    return;
+
+  case 23:
+    __SIMD_fastpack23(in, out);
+    return;
+
+  case 24:
+    __SIMD_fastpack24(in, out);
+    return;
+
+  case 25:
+    __SIMD_fastpack25(in, out);
+    return;
+
+  case 26:
+    __SIMD_fastpack26(in, out);
+    return;
+
+  case 27:
+    __SIMD_fastpack27(in, out);
+    return;
+
+  case 28:
+    __SIMD_fastpack28(in, out);
+    return;
+
+  case 29:
+    __SIMD_fastpack29(in, out);
+    return;
+
+  case 30:
+    __SIMD_fastpack30(in, out);
+    return;
+
+  case 31:
+    __SIMD_fastpack31(in, out);
+    return;
+
+  case 32:
+    __SIMD_fastpack32(in, out);
+    return;
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+void usimdunpack(const __m128i *__restrict__ in, uint32_t *__restrict__ out,
+                 const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    uSIMD_nullunpacker32(in, out);
+    return;
+
+  case 1:
+    __uSIMD_fastunpack1(in, out);
+    return;
+
+  case 2:
+    __uSIMD_fastunpack2(in, out);
+    return;
+
+  case 3:
+    __uSIMD_fastunpack3(in, out);
+    return;
+
+  case 4:
+    __uSIMD_fastunpack4(in, out);
+    return;
+
+  case 5:
+    __uSIMD_fastunpack5(in, out);
+    return;
+
+  case 6:
+    __uSIMD_fastunpack6(in, out);
+    return;
+
+  case 7:
+    __uSIMD_fastunpack7(in, out);
+    return;
+
+  case 8:
+    __uSIMD_fastunpack8(in, out);
+    return;
+
+  case 9:
+    __uSIMD_fastunpack9(in, out);
+    return;
+
+  case 10:
+    __uSIMD_fastunpack10(in, out);
+    return;
+
+  case 11:
+    __uSIMD_fastunpack11(in, out);
+    return;
+
+  case 12:
+    __uSIMD_fastunpack12(in, out);
+    return;
+
+  case 13:
+    __uSIMD_fastunpack13(in, out);
+    return;
+
+  case 14:
+    __uSIMD_fastunpack14(in, out);
+    return;
+
+  case 15:
+    __uSIMD_fastunpack15(in, out);
+    return;
+
+  case 16:
+    __uSIMD_fastunpack16(in, out);
+    return;
+
+  case 17:
+    __uSIMD_fastunpack17(in, out);
+    return;
+
+  case 18:
+    __uSIMD_fastunpack18(in, out);
+    return;
+
+  case 19:
+    __uSIMD_fastunpack19(in, out);
+    return;
+
+  case 20:
+    __uSIMD_fastunpack20(in, out);
+    return;
+
+  case 21:
+    __uSIMD_fastunpack21(in, out);
+    return;
+
+  case 22:
+    __uSIMD_fastunpack22(in, out);
+    return;
+
+  case 23:
+    __uSIMD_fastunpack23(in, out);
+    return;
+
+  case 24:
+    __uSIMD_fastunpack24(in, out);
+    return;
+
+  case 25:
+    __uSIMD_fastunpack25(in, out);
+    return;
+
+  case 26:
+    __uSIMD_fastunpack26(in, out);
+    return;
+
+  case 27:
+    __uSIMD_fastunpack27(in, out);
+    return;
+
+  case 28:
+    __uSIMD_fastunpack28(in, out);
+    return;
+
+  case 29:
+    __uSIMD_fastunpack29(in, out);
+    return;
+
+  case 30:
+    __uSIMD_fastunpack30(in, out);
+    return;
+
+  case 31:
+    __uSIMD_fastunpack31(in, out);
+    return;
+
+  case 32:
+    __uSIMD_fastunpack32(in, out);
+    return;
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+/*assumes that integers fit in the prescribed number of bits*/
+void usimdpackwithoutmask(const uint32_t *__restrict__ in,
+                          __m128i *__restrict__ out, const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    return;
+
+  case 1:
+    __uSIMD_fastpackwithoutmask1(in, out);
+    return;
+
+  case 2:
+    __uSIMD_fastpackwithoutmask2(in, out);
+    return;
+
+  case 3:
+    __uSIMD_fastpackwithoutmask3(in, out);
+    return;
+
+  case 4:
+    __uSIMD_fastpackwithoutmask4(in, out);
+    return;
+
+  case 5:
+    __uSIMD_fastpackwithoutmask5(in, out);
+    return;
+
+  case 6:
+    __uSIMD_fastpackwithoutmask6(in, out);
+    return;
+
+  case 7:
+    __uSIMD_fastpackwithoutmask7(in, out);
+    return;
+
+  case 8:
+    __uSIMD_fastpackwithoutmask8(in, out);
+    return;
+
+  case 9:
+    __uSIMD_fastpackwithoutmask9(in, out);
+    return;
+
+  case 10:
+    __uSIMD_fastpackwithoutmask10(in, out);
+    return;
+
+  case 11:
+    __uSIMD_fastpackwithoutmask11(in, out);
+    return;
+
+  case 12:
+    __uSIMD_fastpackwithoutmask12(in, out);
+    return;
+
+  case 13:
+    __uSIMD_fastpackwithoutmask13(in, out);
+    return;
+
+  case 14:
+    __uSIMD_fastpackwithoutmask14(in, out);
+    return;
+
+  case 15:
+    __uSIMD_fastpackwithoutmask15(in, out);
+    return;
+
+  case 16:
+    __uSIMD_fastpackwithoutmask16(in, out);
+    return;
+
+  case 17:
+    __uSIMD_fastpackwithoutmask17(in, out);
+    return;
+
+  case 18:
+    __uSIMD_fastpackwithoutmask18(in, out);
+    return;
+
+  case 19:
+    __uSIMD_fastpackwithoutmask19(in, out);
+    return;
+
+  case 20:
+    __uSIMD_fastpackwithoutmask20(in, out);
+    return;
+
+  case 21:
+    __uSIMD_fastpackwithoutmask21(in, out);
+    return;
+
+  case 22:
+    __uSIMD_fastpackwithoutmask22(in, out);
+    return;
+
+  case 23:
+    __uSIMD_fastpackwithoutmask23(in, out);
+    return;
+
+  case 24:
+    __uSIMD_fastpackwithoutmask24(in, out);
+    return;
+
+  case 25:
+    __uSIMD_fastpackwithoutmask25(in, out);
+    return;
+
+  case 26:
+    __uSIMD_fastpackwithoutmask26(in, out);
+    return;
+
+  case 27:
+    __uSIMD_fastpackwithoutmask27(in, out);
+    return;
+
+  case 28:
+    __uSIMD_fastpackwithoutmask28(in, out);
+    return;
+
+  case 29:
+    __uSIMD_fastpackwithoutmask29(in, out);
+    return;
+
+  case 30:
+    __uSIMD_fastpackwithoutmask30(in, out);
+    return;
+
+  case 31:
+    __uSIMD_fastpackwithoutmask31(in, out);
+    return;
+
+  case 32:
+    __uSIMD_fastpackwithoutmask32(in, out);
+    return;
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+void usimdpack(const uint32_t *__restrict__ in, __m128i *__restrict__ out,
+               const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    return;
+
+  case 1:
+    __uSIMD_fastpack1(in, out);
+    return;
+
+  case 2:
+    __uSIMD_fastpack2(in, out);
+    return;
+
+  case 3:
+    __uSIMD_fastpack3(in, out);
+    return;
+
+  case 4:
+    __uSIMD_fastpack4(in, out);
+    return;
+
+  case 5:
+    __uSIMD_fastpack5(in, out);
+    return;
+
+  case 6:
+    __uSIMD_fastpack6(in, out);
+    return;
+
+  case 7:
+    __uSIMD_fastpack7(in, out);
+    return;
+
+  case 8:
+    __uSIMD_fastpack8(in, out);
+    return;
+
+  case 9:
+    __uSIMD_fastpack9(in, out);
+    return;
+
+  case 10:
+    __uSIMD_fastpack10(in, out);
+    return;
+
+  case 11:
+    __uSIMD_fastpack11(in, out);
+    return;
+
+  case 12:
+    __uSIMD_fastpack12(in, out);
+    return;
+
+  case 13:
+    __uSIMD_fastpack13(in, out);
+    return;
+
+  case 14:
+    __uSIMD_fastpack14(in, out);
+    return;
+
+  case 15:
+    __uSIMD_fastpack15(in, out);
+    return;
+
+  case 16:
+    __uSIMD_fastpack16(in, out);
+    return;
+
+  case 17:
+    __uSIMD_fastpack17(in, out);
+    return;
+
+  case 18:
+    __uSIMD_fastpack18(in, out);
+    return;
+
+  case 19:
+    __uSIMD_fastpack19(in, out);
+    return;
+
+  case 20:
+    __uSIMD_fastpack20(in, out);
+    return;
+
+  case 21:
+    __uSIMD_fastpack21(in, out);
+    return;
+
+  case 22:
+    __uSIMD_fastpack22(in, out);
+    return;
+
+  case 23:
+    __uSIMD_fastpack23(in, out);
+    return;
+
+  case 24:
+    __uSIMD_fastpack24(in, out);
+    return;
+
+  case 25:
+    __uSIMD_fastpack25(in, out);
+    return;
+
+  case 26:
+    __uSIMD_fastpack26(in, out);
+    return;
+
+  case 27:
+    __uSIMD_fastpack27(in, out);
+    return;
+
+  case 28:
+    __uSIMD_fastpack28(in, out);
+    return;
+
+  case 29:
+    __uSIMD_fastpack29(in, out);
+    return;
+
+  case 30:
+    __uSIMD_fastpack30(in, out);
+    return;
+
+  case 31:
+    __uSIMD_fastpack31(in, out);
+    return;
+
+  case 32:
+    __uSIMD_fastpack32(in, out);
+    return;
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+namespace ArrayDispatch {
+typedef void (*unpackingfunction)(const __m128i *, uint32_t *);
+typedef void (*packingfunction)(const uint32_t *, __m128i *);
+
+constexpr unpackingfunction unpack[33] = {
+    SIMD_nullunpacker32, __SIMD_fastunpack1,  __SIMD_fastunpack2,
+    __SIMD_fastunpack3,  __SIMD_fastunpack4,  __SIMD_fastunpack5,
+    __SIMD_fastunpack6,  __SIMD_fastunpack7,  __SIMD_fastunpack8,
+    __SIMD_fastunpack9,  __SIMD_fastunpack10, __SIMD_fastunpack11,
+    __SIMD_fastunpack12, __SIMD_fastunpack13, __SIMD_fastunpack14,
+    __SIMD_fastunpack15, __SIMD_fastunpack16, __SIMD_fastunpack17,
+    __SIMD_fastunpack18, __SIMD_fastunpack19, __SIMD_fastunpack20,
+    __SIMD_fastunpack21, __SIMD_fastunpack22, __SIMD_fastunpack23,
+    __SIMD_fastunpack24, __SIMD_fastunpack25, __SIMD_fastunpack26,
+    __SIMD_fastunpack27, __SIMD_fastunpack28, __SIMD_fastunpack29,
+    __SIMD_fastunpack30, __SIMD_fastunpack31, __SIMD_fastunpack32};
+
+ALWAYS_INLINE
+void SIMDunpack(const __m128i *__restrict__ in, uint32_t *__restrict__ out,
+                const uint32_t bit) {
+  return unpack[bit](in, out);
+}
+
+constexpr packingfunction packwithoutmask[33] = {
+    __SIMD_fastpackwithoutmask0,  __SIMD_fastpackwithoutmask1,
+    __SIMD_fastpackwithoutmask2,  __SIMD_fastpackwithoutmask3,
+    __SIMD_fastpackwithoutmask4,  __SIMD_fastpackwithoutmask5,
+    __SIMD_fastpackwithoutmask6,  __SIMD_fastpackwithoutmask7,
+    __SIMD_fastpackwithoutmask8,  __SIMD_fastpackwithoutmask9,
+    __SIMD_fastpackwithoutmask10, __SIMD_fastpackwithoutmask11,
+    __SIMD_fastpackwithoutmask12, __SIMD_fastpackwithoutmask13,
+    __SIMD_fastpackwithoutmask14, __SIMD_fastpackwithoutmask15,
+    __SIMD_fastpackwithoutmask16, __SIMD_fastpackwithoutmask17,
+    __SIMD_fastpackwithoutmask18, __SIMD_fastpackwithoutmask19,
+    __SIMD_fastpackwithoutmask20, __SIMD_fastpackwithoutmask21,
+    __SIMD_fastpackwithoutmask22, __SIMD_fastpackwithoutmask23,
+    __SIMD_fastpackwithoutmask24, __SIMD_fastpackwithoutmask25,
+    __SIMD_fastpackwithoutmask26, __SIMD_fastpackwithoutmask27,
+    __SIMD_fastpackwithoutmask28, __SIMD_fastpackwithoutmask29,
+    __SIMD_fastpackwithoutmask30, __SIMD_fastpackwithoutmask31,
+    __SIMD_fastpackwithoutmask32};
+
+ALWAYS_INLINE
+void SIMDpackwithoutmask(const uint32_t *__restrict__ in,
+                         __m128i *__restrict__ out, const uint32_t bit) {
+  packwithoutmask[bit](in, out);
+}
+constexpr packingfunction pack[33] = {
+    __SIMD_fastpack0,  __SIMD_fastpack1,  __SIMD_fastpack2,  __SIMD_fastpack3,
+    __SIMD_fastpack4,  __SIMD_fastpack5,  __SIMD_fastpack6,  __SIMD_fastpack7,
+    __SIMD_fastpack8,  __SIMD_fastpack9,  __SIMD_fastpack10, __SIMD_fastpack11,
+    __SIMD_fastpack12, __SIMD_fastpack13, __SIMD_fastpack14, __SIMD_fastpack15,
+    __SIMD_fastpack16, __SIMD_fastpack17, __SIMD_fastpack18, __SIMD_fastpack19,
+    __SIMD_fastpack20, __SIMD_fastpack21, __SIMD_fastpack22, __SIMD_fastpack23,
+    __SIMD_fastpack24, __SIMD_fastpack25, __SIMD_fastpack26, __SIMD_fastpack27,
+    __SIMD_fastpack28, __SIMD_fastpack29, __SIMD_fastpack30, __SIMD_fastpack31,
+    __SIMD_fastpack32};
+
+ALWAYS_INLINE
+void SIMDpack(const uint32_t *__restrict__ in, __m128i *__restrict__ out,
+              const uint32_t bit) {
+  pack[bit](in, out);
+}
+
+constexpr unpackingfunction Uunpack[33] = {
+    uSIMD_nullunpacker32, __uSIMD_fastunpack1,  __uSIMD_fastunpack2,
+    __uSIMD_fastunpack3,  __uSIMD_fastunpack4,  __uSIMD_fastunpack5,
+    __uSIMD_fastunpack6,  __uSIMD_fastunpack7,  __uSIMD_fastunpack8,
+    __uSIMD_fastunpack9,  __uSIMD_fastunpack10, __uSIMD_fastunpack11,
+    __uSIMD_fastunpack12, __uSIMD_fastunpack13, __uSIMD_fastunpack14,
+    __uSIMD_fastunpack15, __uSIMD_fastunpack16, __uSIMD_fastunpack17,
+    __uSIMD_fastunpack18, __uSIMD_fastunpack19, __uSIMD_fastunpack20,
+    __uSIMD_fastunpack21, __uSIMD_fastunpack22, __uSIMD_fastunpack23,
+    __uSIMD_fastunpack24, __uSIMD_fastunpack25, __uSIMD_fastunpack26,
+    __uSIMD_fastunpack27, __uSIMD_fastunpack28, __uSIMD_fastunpack29,
+    __uSIMD_fastunpack30, __uSIMD_fastunpack31, __uSIMD_fastunpack32};
+
+ALWAYS_INLINE
+void uSIMDunpack(const __m128i *__restrict__ in, uint32_t *__restrict__ out,
+                 const uint32_t bit) {
+  return Uunpack[bit](in, out);
+}
+
+constexpr packingfunction Upackwithoutmask[33] = {
+    __uSIMD_fastpackwithoutmask0,  __uSIMD_fastpackwithoutmask1,
+    __uSIMD_fastpackwithoutmask2,  __uSIMD_fastpackwithoutmask3,
+    __uSIMD_fastpackwithoutmask4,  __uSIMD_fastpackwithoutmask5,
+    __uSIMD_fastpackwithoutmask6,  __uSIMD_fastpackwithoutmask7,
+    __uSIMD_fastpackwithoutmask8,  __uSIMD_fastpackwithoutmask9,
+    __uSIMD_fastpackwithoutmask10, __uSIMD_fastpackwithoutmask11,
+    __uSIMD_fastpackwithoutmask12, __uSIMD_fastpackwithoutmask13,
+    __uSIMD_fastpackwithoutmask14, __uSIMD_fastpackwithoutmask15,
+    __uSIMD_fastpackwithoutmask16, __uSIMD_fastpackwithoutmask17,
+    __uSIMD_fastpackwithoutmask18, __uSIMD_fastpackwithoutmask19,
+    __uSIMD_fastpackwithoutmask20, __uSIMD_fastpackwithoutmask21,
+    __uSIMD_fastpackwithoutmask22, __uSIMD_fastpackwithoutmask23,
+    __uSIMD_fastpackwithoutmask24, __uSIMD_fastpackwithoutmask25,
+    __uSIMD_fastpackwithoutmask26, __uSIMD_fastpackwithoutmask27,
+    __uSIMD_fastpackwithoutmask28, __uSIMD_fastpackwithoutmask29,
+    __uSIMD_fastpackwithoutmask30, __uSIMD_fastpackwithoutmask31,
+    __uSIMD_fastpackwithoutmask32};
+
+ALWAYS_INLINE
+void uSIMDpackwithoutmask(const uint32_t *__restrict__ in,
+                          __m128i *__restrict__ out, const uint32_t bit) {
+  Upackwithoutmask[bit](in, out);
+}
+constexpr packingfunction Upack[33] = {
+    __uSIMD_fastpack0,  __uSIMD_fastpack1,  __uSIMD_fastpack2,
+    __uSIMD_fastpack3,  __uSIMD_fastpack4,  __uSIMD_fastpack5,
+    __uSIMD_fastpack6,  __uSIMD_fastpack7,  __uSIMD_fastpack8,
+    __uSIMD_fastpack9,  __uSIMD_fastpack10, __uSIMD_fastpack11,
+    __uSIMD_fastpack12, __uSIMD_fastpack13, __uSIMD_fastpack14,
+    __uSIMD_fastpack15, __uSIMD_fastpack16, __uSIMD_fastpack17,
+    __uSIMD_fastpack18, __uSIMD_fastpack19, __uSIMD_fastpack20,
+    __uSIMD_fastpack21, __uSIMD_fastpack22, __uSIMD_fastpack23,
+    __uSIMD_fastpack24, __uSIMD_fastpack25, __uSIMD_fastpack26,
+    __uSIMD_fastpack27, __uSIMD_fastpack28, __uSIMD_fastpack29,
+    __uSIMD_fastpack30, __uSIMD_fastpack31, __uSIMD_fastpack32};
+
+ALWAYS_INLINE
+void uSIMDpack(const uint32_t *__restrict__ in, __m128i *__restrict__ out,
+               const uint32_t bit) {
+  Upack[bit](in, out);
+}
+}
+
+template <class DeltaHelper> struct SIMDBitPackingHelpers {
+
+  static void pack(uint32_t *in, const size_t Qty, uint32_t *out,
+                   const uint32_t bit) {
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    if (SIMDBlockSize % 32) {
+      throw std::logic_error("Incorrect SIMDBlockSize.");
+    }
+    __m128i initoffset = _mm_set1_epi32(0);
+
+    for (size_t k = 0; k < Qty / SIMDBlockSize; ++k) {
+      __m128i nextoffset = MM_LOAD_SI_128(reinterpret_cast<__m128i *>(
+          (in + k * SIMDBlockSize + SIMDBlockSize - 4)));
+
+      if (bit < 32)
+        SIMDDeltaProcessor<DeltaHelper, SIMDBlockSize>::runDelta(
+            initoffset, in + k * SIMDBlockSize);
+      simdpack(in + k * SIMDBlockSize,
+               reinterpret_cast<__m128i *>(out + SIMDBlockSize * k * bit / 32),
+               bit);
+      initoffset = nextoffset;
+    }
+  }
+
+  static void unpack(const uint32_t *in, size_t Qty, uint32_t *out,
+                     const uint32_t bit) {
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    __m128i initoffset = _mm_set1_epi32(0);
+
+    for (size_t k = 0; k < Qty / SIMDBlockSize; ++k) {
+      simdunpack(
+          reinterpret_cast<const __m128i *>(in + SIMDBlockSize * k * bit / 32),
+          out + k * SIMDBlockSize, bit);
+      if (bit < 32) {
+        initoffset =
+            SIMDDeltaProcessor<DeltaHelper, SIMDBlockSize>::runPrefixSum(
+                initoffset, out + k * SIMDBlockSize);
+      }
+    }
+  }
+
+  static void packwithoutmask(uint32_t *in, const size_t Qty, uint32_t *out,
+                              const uint32_t bit) {
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    __m128i initoffset = _mm_set1_epi32(0);
+
+    for (size_t k = 0; k < Qty / SIMDBlockSize; ++k) {
+      __m128i nextoffset = MM_LOAD_SI_128(reinterpret_cast<__m128i *>(
+          (in + k * SIMDBlockSize + SIMDBlockSize - 4)));
+      if (bit < 32)
+        SIMDDeltaProcessor<DeltaHelper, SIMDBlockSize>::runDelta(
+            initoffset, in + k * SIMDBlockSize);
+      simdpackwithoutmask(
+          in + k * SIMDBlockSize,
+          reinterpret_cast<__m128i *>(out + SIMDBlockSize * k * bit / 32), bit);
+      initoffset = nextoffset;
+    }
+  }
+
+  static void ipack(const uint32_t *in, const size_t Qty, uint32_t *_out,
+                    const uint32_t bit) {
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    __m128i *out = reinterpret_cast<__m128i *>(_out);
+    __m128i initoffset = _mm_set1_epi32(0U);
+    ;
+
+    for (size_t k = 0; k < Qty / SIMDBlockSize; ++k) {
+      SIMDipack<DeltaHelper>(initoffset, in + k * SIMDBlockSize, out + k * bit,
+                             bit);
+      initoffset = MM_LOAD_SI_128(reinterpret_cast<const __m128i *>(
+          in + k * SIMDBlockSize + SIMDBlockSize - 4));
+      // memcpy(&initoffset, (in+k*SIMDBlockSize+SIMDBlockSize - 4), sizeof
+      // initoffset);// Daniel: memcpy looks like a hack
+    }
+  }
+
+  static void ipackwithoutmask(const uint32_t *in, const size_t Qty,
+                               uint32_t *_out, const uint32_t bit) {
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    __m128i *out = reinterpret_cast<__m128i *>(_out);
+    __m128i initoffset = _mm_set1_epi32(0U);
+    ;
+
+    for (size_t k = 0; k < Qty / SIMDBlockSize; ++k) {
+      SIMDipackwithoutmask<DeltaHelper>(initoffset, in + k * SIMDBlockSize,
+                                        out + k * bit, bit);
+      initoffset = MM_LOAD_SI_128(reinterpret_cast<const __m128i *>(
+          in + k * SIMDBlockSize + SIMDBlockSize - 4));
+      // memcpy(&initoffset, (in+k*SIMDBlockSize+SIMDBlockSize - 4), sizeof
+      // initoffset);// Daniel: memcpy looks like a hack
+    }
+  }
+
+  static void iunpack(const uint32_t *_in, size_t Qty, uint32_t *out,
+                      const uint32_t bit) {
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    const __m128i *in = reinterpret_cast<const __m128i *>(_in);
+
+    __m128i initoffset = _mm_set1_epi32(0U);
+    ;
+
+    for (size_t k = 0; k < Qty / SIMDBlockSize; ++k) {
+      initoffset = SIMDiunpack<DeltaHelper>(initoffset, in + k * bit,
+                                            out + k * SIMDBlockSize, bit);
+    }
+  }
+
+  // this is not expected to be useful, only for benchmarking
+  static void ipatchedunpack(const uint32_t *_in, size_t Qty, uint32_t *out,
+                             const uint32_t bit) {
+    if (Qty % SIMDBlockSize) {
+      throw std::logic_error("Incorrect # of entries.");
+    }
+    const __m128i *in = reinterpret_cast<const __m128i *>(_in);
+
+    __m128i initoffset = _mm_set1_epi32(0U);
+    ;
+
+    for (size_t k = 0; k < Qty / SIMDBlockSize; ++k) {
+      initoffset = SIMDipatchedunpack<DeltaHelper>(
+          initoffset, in + k * bit, out + k * SIMDBlockSize,
+          reinterpret_cast<const __m128i *>(out + k * SIMDBlockSize), bit);
+    }
+  }
+
+  static void CheckMaxDiff(const std::vector<uint32_t> &refdata, unsigned bit) {
+    for (size_t i = 4; i < refdata.size(); ++i) {
+      if (gccbits(refdata[i] - refdata[i - 4]) > bit)
+        throw std::runtime_error("bug");
+    }
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif
diff --git a/include/SIMDCompressionAndIntersection/simdfastpfor.h b/include/SIMDCompressionAndIntersection/simdfastpfor.h
new file mode 100644
index 0000000..a0d5488
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/simdfastpfor.h
@@ -0,0 +1,279 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+#ifndef SIMDCompressionAndIntersection_SIMDFASTPFOR_H_
+#define SIMDCompressionAndIntersection_SIMDFASTPFOR_H_
+
+#include "common.h"
+#include "codecs.h"
+#include "sortedbitpacking.h"
+#include "simdbitpacking.h"
+#include "util.h"
+#include "delta.h"
+
+namespace SIMDCompressionLib {
+
+/**
+ * SIMDFastPFor
+ *
+ * Reference and documentation:
+ *
+ * Daniel Lemire and Leonid Boytsov, Decoding billions of integers per second
+ * through vectorization
+ * http://arxiv.org/abs/1209.2137
+ *
+ * Note that this implementation is slightly improved compared to the version
+ * presented
+ * in the paper.
+ *
+ * Designed by D. Lemire with ideas from Leonid Boytsov. This scheme is NOT
+ * patented.
+ *
+ */
+template <uint32_t BlockSizeInUnitsOfPackSize = 8, class DeltaHelper = NoDelta,
+          class SortedBitPacker = BasicSortedBitPacker,
+          bool arraydispatch = true>
+class SIMDFastPFor : public IntegerCODEC {
+public:
+  /**
+   * ps (page size) should be a multiple of BlockSize, any "large"
+   * value should do.
+   */
+  SIMDFastPFor(uint32_t ps = 65536)
+      : PageSize(ps), bitsPageSize(gccbits(PageSize)), bpacker(),
+        bytescontainer(PageSize + 3 * PageSize / BlockSize) {
+    assert(ps / BlockSize * BlockSize == ps);
+    assert(gccbits(BlockSizeInUnitsOfPackSize * PACKSIZE - 1) <= 8);
+  }
+  enum {
+    PACKSIZE = 32,
+    overheadofeachexcept = 8,
+    overheadduetobits = 8,
+    overheadduetonmbrexcept = 8,
+    BlockSize = BlockSizeInUnitsOfPackSize * PACKSIZE
+  };
+
+  const uint32_t PageSize;
+  const uint32_t bitsPageSize;
+  SortedBitPacker bpacker;
+  vector<uint8_t> bytescontainer;
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+#ifdef USE_ALIGNED
+    if (needPaddingTo128Bits(out) or needPaddingTo128Bits(in))
+      throw std::runtime_error(
+          "alignment issue: pointers should be aligned on 128-bit boundaries");
+#endif
+    const uint32_t *const initin(in);
+    const size_t mynvalue = *in;
+    ++in;
+    if (mynvalue > nvalue)
+      throw NotEnoughStorage(mynvalue);
+    nvalue = mynvalue;
+    const uint32_t *const finalout(out + nvalue);
+    __m128i prev = _mm_set1_epi32(0);
+    while (out != finalout) {
+      size_t thisnvalue(0);
+      size_t thissize = static_cast<size_t>(
+          finalout > PageSize + out ? PageSize : (finalout - out));
+
+      __decodeArray(in, thisnvalue, out, thissize, prev);
+      in += thisnvalue;
+      out += thissize;
+    }
+    assert(initin + length >= in);
+    bpacker.reset(); // if you don't do this, the codec has a "memory".
+    return in;
+  }
+
+  /**
+   * If you save the output and recover it in memory, you are
+   * responsible to ensure that the alignment is preserved.
+   *
+   * The input size (length) should be a multiple of
+   * BlockSizeInUnitsOfPackSize * PACKSIZE. (This was done
+   * to simplify slightly the implementation.)
+   */
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+#ifdef USE_ALIGNED
+    if (needPaddingTo128Bits(out) or needPaddingTo128Bits(in))
+      throw std::runtime_error(
+          "alignment issue: pointers should be aligned on 128-bit boundaries");
+#endif
+    checkifdivisibleby(length, BlockSize);
+    const uint32_t *const initout(out);
+    const uint32_t *const finalin(in + length);
+
+    *out++ = static_cast<uint32_t>(length);
+    const size_t oldnvalue = nvalue;
+    nvalue = 1;
+    __m128i prev = _mm_set1_epi32(0);
+    while (in != finalin) {
+      size_t thissize = static_cast<size_t>(
+          finalin > PageSize + in ? PageSize : (finalin - in));
+      size_t thisnvalue(0);
+      __encodeArray(in, thissize, out, thisnvalue, prev);
+      nvalue += thisnvalue;
+      out += thisnvalue;
+      in += thissize;
+    }
+    assert(out == nvalue + initout);
+    if (oldnvalue < nvalue)
+			std::cerr
+					<< "It is possible we have a buffer overrun. You reported having allocated "
+					<< oldnvalue * sizeof(uint32_t)
+					<< " bytes for the compressed data but we needed "
+					<< nvalue * sizeof(uint32_t)
+					<< " bytes. Please increase the available memory"
+							" for compressed data or check the value of the last parameter provided "
+							" to the encodeArray method." << std::endl;
+    bpacker.reset(); // if you don't do this, the buffer has a memory
+  }
+
+  void getBestBFromData(const uint32_t *in, uint8_t &bestb,
+                        uint8_t &bestcexcept, uint8_t &maxb) {
+    uint32_t freqs[33];
+    for (uint32_t k = 0; k <= 32; ++k)
+      freqs[k] = 0;
+    for (uint32_t k = 0; k < BlockSize; ++k) {
+      freqs[asmbits(in[k])]++;
+    }
+    bestb = 32;
+    while (freqs[bestb] == 0)
+      bestb--;
+    maxb = bestb;
+    uint32_t bestcost = bestb * BlockSize;
+    uint32_t cexcept = 0;
+    bestcexcept = static_cast<uint8_t>(cexcept);
+    for (uint32_t b = bestb - 1; b < 32; --b) {
+      cexcept += freqs[b + 1];
+      uint32_t thiscost = cexcept * overheadofeachexcept +
+                          cexcept * (maxb - b) + b * BlockSize +
+                          8; // the  extra 8 is the cost of storing maxbits
+      if (bestb - b == 1)
+        thiscost -= cexcept;
+      if (thiscost < bestcost) {
+        bestcost = thiscost;
+        bestb = static_cast<uint8_t>(b);
+        bestcexcept = static_cast<uint8_t>(cexcept);
+      }
+    }
+  }
+
+  void
+  __encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                size_t &nvalue,
+                __m128i &prev) {   //         =  _mm_set1_epi32 (0);// for delta
+    uint32_t *const initout = out; // keep track of this
+    checkifdivisibleby(length, BlockSize);
+    uint32_t *const headerout = out++; // keep track of this
+    bpacker.clear();
+    uint8_t *bc = bytescontainer.data();
+#ifdef USE_ALIGNED
+    out = padTo128bits(out);
+    if (needPaddingTo128Bits(in))
+      throw std::runtime_error("alignment bug");
+#endif
+    for (const uint32_t *const final = in + length; (in + BlockSize <= final);
+         in += BlockSize) {
+      uint8_t bestb, bestcexcept, maxb;
+
+      const __m128i nextprev =
+          MM_LOAD_SI_128(reinterpret_cast<const __m128i *>(in + BlockSize - 4));
+      SIMDDeltaProcessor<DeltaHelper, BlockSize>::runDelta(prev, in);
+      prev = nextprev;
+
+      getBestBFromData(in, bestb, bestcexcept, maxb);
+      *bc++ = bestb;
+      *bc++ = bestcexcept;
+      if (bestcexcept > 0) {
+        *bc++ = maxb;
+        bpacker.ensureCapacity(maxb - bestb - 1, bestcexcept);
+        const uint32_t maxval = 1U << bestb;
+        for (uint32_t k = 0; k < BlockSize; ++k) {
+          if (in[k] >= maxval) {
+            bpacker.directAppend(maxb - bestb - 1, in[k] >> bestb);
+            *bc++ = static_cast<uint8_t>(k);
+          }
+        }
+      }
+      for (int k = 0; k < BlockSize; k += 128) {
+        simdpack(in + k, reinterpret_cast<__m128i *>(out), bestb);
+        out += 4 * bestb;
+      }
+    }
+    headerout[0] = static_cast<uint32_t>(out - headerout);
+    const uint32_t bytescontainersize =
+        static_cast<uint32_t>(bc - bytescontainer.data());
+    *(out++) = bytescontainersize;
+    memcpy(out, bytescontainer.data(), bytescontainersize);
+    out += (bytescontainersize + sizeof(uint32_t) - 1) / sizeof(uint32_t);
+    const uint32_t *const lastout = bpacker.write(out);
+    nvalue = lastout - initout;
+  }
+
+  void __decodeArray(const uint32_t *in, size_t &length, uint32_t *out,
+                     const size_t nvalue, __m128i &prev) {
+    const uint32_t *const initin = in;
+    const uint32_t *const headerin = in++;
+    const uint32_t wheremeta = headerin[0];
+    const uint32_t *inexcept = headerin + wheremeta;
+    const uint32_t bytesize = *inexcept++;
+    const uint8_t *bytep = reinterpret_cast<const uint8_t *>(inexcept);
+
+    inexcept += (bytesize + sizeof(uint32_t) - 1) / sizeof(uint32_t);
+    inexcept = bpacker.read(inexcept);
+    length = inexcept - initin;
+    const uint32_t *unpackpointers[32 + 1];
+    for (uint32_t k = 1; k <= 32; ++k) {
+      unpackpointers[k] = bpacker.get(k - 1);
+    }
+#ifdef USE_ALIGNED
+    in = padTo128bits(in);
+    assert(!needPaddingTo128Bits(out));
+#endif
+    for (uint32_t run = 0; run < nvalue / BlockSize; ++run, out += BlockSize) {
+      const uint8_t b = *bytep++;
+      const uint8_t cexcept = *bytep++;
+      for (int k = 0; k < BlockSize; k += 128) {
+        if (arraydispatch)
+          simdunpack(reinterpret_cast<const __m128i *>(in), out + k, b);
+        else
+          ArrayDispatch::SIMDunpack(reinterpret_cast<const __m128i *>(in),
+                                    out + k, b);
+        in += 4 * b;
+      }
+      if (cexcept > 0) {
+        const uint8_t maxbits = *bytep++;
+        if (maxbits - b == 1) {
+          for (uint32_t k = 0; k < cexcept; ++k) {
+            const uint8_t pos = *(bytep++);
+            out[pos] |= static_cast<uint32_t>(1) << b;
+          }
+        } else {
+          const uint32_t *vals = unpackpointers[maxbits - b];
+          unpackpointers[maxbits - b] += cexcept;
+          for (uint32_t k = 0; k < cexcept; ++k) {
+            const uint8_t pos = *(bytep++);
+            out[pos] |= vals[k] << b;
+          }
+        }
+      }
+      prev =
+          SIMDDeltaProcessor<DeltaHelper, BlockSize>::runPrefixSum(prev, out);
+    }
+
+    assert(in == headerin + wheremeta);
+  }
+
+  string name() const { return string("SIMDFastPFor") + DeltaHelper::name(); }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_SIMDFASTPFOR_H_ */
diff --git a/include/SIMDCompressionAndIntersection/simdintegratedbitpacking.h b/include/SIMDCompressionAndIntersection/simdintegratedbitpacking.h
new file mode 100644
index 0000000..9493fae
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/simdintegratedbitpacking.h
@@ -0,0 +1,895 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Leonid Boytsov, Nathan Kurz and Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_SIMD_INTEGRATED_BITPACKING_H
+#define SIMDCompressionAndIntersection_SIMD_INTEGRATED_BITPACKING_H
+
+/**
+ * To avoid crazy dependencies, this header should not
+ * include any other header beside delta.h.
+ */
+#include "deltatemplates.h"
+
+namespace SIMDCompressionLib {
+
+template <class DeltaHelper>
+__m128i iunpack0(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack0(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack0(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask0(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack1(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack1(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack1(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask1(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack2(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack2(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack2(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask2(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack3(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack3(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack3(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask3(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack4(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack4(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack4(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask4(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack5(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack5(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack5(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask5(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack6(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack6(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack6(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask6(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack7(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack7(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack7(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask7(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack8(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack8(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack8(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask8(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack9(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack9(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack9(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask9(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack10(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack10(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack10(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask10(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack11(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack11(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack11(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask11(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack12(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack12(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack12(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask12(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack13(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack13(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack13(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask13(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack14(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack14(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack14(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask14(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack15(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack15(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack15(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask15(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack16(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack16(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack16(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask16(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack17(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack17(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack17(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask17(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack18(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack18(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack18(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask18(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack19(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack19(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack19(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask19(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack20(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack20(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack20(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask20(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack21(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack21(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack21(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask21(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack22(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack22(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack22(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask22(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack23(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack23(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack23(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask23(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack24(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack24(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack24(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask24(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack25(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack25(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack25(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask25(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack26(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack26(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack26(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask26(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack27(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack27(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack27(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask27(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack28(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack28(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack28(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask28(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack29(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack29(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack29(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask29(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack30(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack30(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack30(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask30(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack31(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack31(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack31(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask31(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper>
+__m128i iunpack32(__m128i, const __m128i *, uint32_t *);
+template <class DeltaHelper>
+__m128i ipatchedunpack32(__m128i, const __m128i *, uint32_t *, const __m128i *);
+template <class DeltaHelper> void ipack32(__m128i, const uint32_t *, __m128i *);
+template <class DeltaHelper>
+void ipackwithoutmask32(__m128i, const uint32_t *, __m128i *);
+
+typedef __m128i (*integratedunpackingfunction)(__m128i, const __m128i *,
+                                               uint32_t *);
+typedef __m128i (*integratedpatchedunpackingfunction)(__m128i, const __m128i *,
+                                                      uint32_t *,
+                                                      const __m128i *);
+
+typedef void (*integratedpackingfunction)(__m128i, const uint32_t *, __m128i *);
+
+template <class DeltaHelper> struct IntegratedArrayDispatch {
+  static integratedunpackingfunction unpack[33];
+
+  static inline __m128i SIMDiunpack(__m128i initOffset, const __m128i *in,
+                                    uint32_t *out, const uint32_t bit) {
+    return unpack[bit](initOffset, in, out);
+  }
+  static integratedpatchedunpackingfunction patchedunpack[33];
+
+  static inline __m128i SIMDipatchedunpack(__m128i initOffset,
+                                           const __m128i *in, uint32_t *out,
+                                           const __m128i *patchedbuffer,
+                                           const uint32_t bit) {
+    return patchedunpack[bit](initOffset, in, out, patchedbuffer);
+  }
+  static integratedpackingfunction packwithoutmask[33];
+
+  static inline void SIMDipackwithoutmask(__m128i initOffset,
+                                          const uint32_t *in, __m128i *out,
+                                          const uint32_t bit) {
+    packwithoutmask[bit](initOffset, in, out);
+  }
+  static integratedpackingfunction pack[33];
+
+  static inline void SIMDipack(__m128i initOffset, const uint32_t *in,
+                               __m128i *out, const uint32_t bit) {
+    pack[bit](initOffset, in, out);
+  }
+};
+
+template <class DeltaHelper>
+integratedunpackingfunction IntegratedArrayDispatch<DeltaHelper>::unpack[33] = {
+    iunpack0<DeltaHelper>,  iunpack1<DeltaHelper>,  iunpack2<DeltaHelper>,
+    iunpack3<DeltaHelper>,  iunpack4<DeltaHelper>,  iunpack5<DeltaHelper>,
+    iunpack6<DeltaHelper>,  iunpack7<DeltaHelper>,  iunpack8<DeltaHelper>,
+    iunpack9<DeltaHelper>,  iunpack10<DeltaHelper>, iunpack11<DeltaHelper>,
+    iunpack12<DeltaHelper>, iunpack13<DeltaHelper>, iunpack14<DeltaHelper>,
+    iunpack15<DeltaHelper>, iunpack16<DeltaHelper>, iunpack17<DeltaHelper>,
+    iunpack18<DeltaHelper>, iunpack19<DeltaHelper>, iunpack20<DeltaHelper>,
+    iunpack21<DeltaHelper>, iunpack22<DeltaHelper>, iunpack23<DeltaHelper>,
+    iunpack24<DeltaHelper>, iunpack25<DeltaHelper>, iunpack26<DeltaHelper>,
+    iunpack27<DeltaHelper>, iunpack28<DeltaHelper>, iunpack29<DeltaHelper>,
+    iunpack30<DeltaHelper>, iunpack31<DeltaHelper>, iunpack32<DeltaHelper>};
+
+template <class DeltaHelper>
+integratedpatchedunpackingfunction
+    IntegratedArrayDispatch<DeltaHelper>::patchedunpack[33] = {
+        ipatchedunpack0<DeltaHelper>,  ipatchedunpack1<DeltaHelper>,
+        ipatchedunpack2<DeltaHelper>,  ipatchedunpack3<DeltaHelper>,
+        ipatchedunpack4<DeltaHelper>,  ipatchedunpack5<DeltaHelper>,
+        ipatchedunpack6<DeltaHelper>,  ipatchedunpack7<DeltaHelper>,
+        ipatchedunpack8<DeltaHelper>,  ipatchedunpack9<DeltaHelper>,
+        ipatchedunpack10<DeltaHelper>, ipatchedunpack11<DeltaHelper>,
+        ipatchedunpack12<DeltaHelper>, ipatchedunpack13<DeltaHelper>,
+        ipatchedunpack14<DeltaHelper>, ipatchedunpack15<DeltaHelper>,
+        ipatchedunpack16<DeltaHelper>, ipatchedunpack17<DeltaHelper>,
+        ipatchedunpack18<DeltaHelper>, ipatchedunpack19<DeltaHelper>,
+        ipatchedunpack20<DeltaHelper>, ipatchedunpack21<DeltaHelper>,
+        ipatchedunpack22<DeltaHelper>, ipatchedunpack23<DeltaHelper>,
+        ipatchedunpack24<DeltaHelper>, ipatchedunpack25<DeltaHelper>,
+        ipatchedunpack26<DeltaHelper>, ipatchedunpack27<DeltaHelper>,
+        ipatchedunpack28<DeltaHelper>, ipatchedunpack29<DeltaHelper>,
+        ipatchedunpack30<DeltaHelper>, ipatchedunpack31<DeltaHelper>,
+        ipatchedunpack32<DeltaHelper>};
+
+template <class DeltaHelper>
+integratedpackingfunction
+    IntegratedArrayDispatch<DeltaHelper>::packwithoutmask[33] = {
+        ipackwithoutmask0<DeltaHelper>,  ipackwithoutmask1<DeltaHelper>,
+        ipackwithoutmask2<DeltaHelper>,  ipackwithoutmask3<DeltaHelper>,
+        ipackwithoutmask4<DeltaHelper>,  ipackwithoutmask5<DeltaHelper>,
+        ipackwithoutmask6<DeltaHelper>,  ipackwithoutmask7<DeltaHelper>,
+        ipackwithoutmask8<DeltaHelper>,  ipackwithoutmask9<DeltaHelper>,
+        ipackwithoutmask10<DeltaHelper>, ipackwithoutmask11<DeltaHelper>,
+        ipackwithoutmask12<DeltaHelper>, ipackwithoutmask13<DeltaHelper>,
+        ipackwithoutmask14<DeltaHelper>, ipackwithoutmask15<DeltaHelper>,
+        ipackwithoutmask16<DeltaHelper>, ipackwithoutmask17<DeltaHelper>,
+        ipackwithoutmask18<DeltaHelper>, ipackwithoutmask19<DeltaHelper>,
+        ipackwithoutmask20<DeltaHelper>, ipackwithoutmask21<DeltaHelper>,
+        ipackwithoutmask22<DeltaHelper>, ipackwithoutmask23<DeltaHelper>,
+        ipackwithoutmask24<DeltaHelper>, ipackwithoutmask25<DeltaHelper>,
+        ipackwithoutmask26<DeltaHelper>, ipackwithoutmask27<DeltaHelper>,
+        ipackwithoutmask28<DeltaHelper>, ipackwithoutmask29<DeltaHelper>,
+        ipackwithoutmask30<DeltaHelper>, ipackwithoutmask31<DeltaHelper>,
+        ipackwithoutmask32<DeltaHelper>};
+
+template <class DeltaHelper>
+integratedpackingfunction IntegratedArrayDispatch<DeltaHelper>::pack[33] = {
+    ipack0<DeltaHelper>,  ipack1<DeltaHelper>,  ipack2<DeltaHelper>,
+    ipack3<DeltaHelper>,  ipack4<DeltaHelper>,  ipack5<DeltaHelper>,
+    ipack6<DeltaHelper>,  ipack7<DeltaHelper>,  ipack8<DeltaHelper>,
+    ipack9<DeltaHelper>,  ipack10<DeltaHelper>, ipack11<DeltaHelper>,
+    ipack12<DeltaHelper>, ipack13<DeltaHelper>, ipack14<DeltaHelper>,
+    ipack15<DeltaHelper>, ipack16<DeltaHelper>, ipack17<DeltaHelper>,
+    ipack18<DeltaHelper>, ipack19<DeltaHelper>, ipack20<DeltaHelper>,
+    ipack21<DeltaHelper>, ipack22<DeltaHelper>, ipack23<DeltaHelper>,
+    ipack24<DeltaHelper>, ipack25<DeltaHelper>, ipack26<DeltaHelper>,
+    ipack27<DeltaHelper>, ipack28<DeltaHelper>, ipack29<DeltaHelper>,
+    ipack30<DeltaHelper>, ipack31<DeltaHelper>, ipack32<DeltaHelper>};
+
+template <class DeltaHelper>
+inline __m128i SIMDiunpack(__m128i initOffset, const __m128i *in, uint32_t *out,
+                           const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    return iunpack0<DeltaHelper>(initOffset, in, out);
+
+  case 1:
+    return iunpack1<DeltaHelper>(initOffset, in, out);
+
+  case 2:
+    return iunpack2<DeltaHelper>(initOffset, in, out);
+
+  case 3:
+    return iunpack3<DeltaHelper>(initOffset, in, out);
+
+  case 4:
+    return iunpack4<DeltaHelper>(initOffset, in, out);
+
+  case 5:
+    return iunpack5<DeltaHelper>(initOffset, in, out);
+
+  case 6:
+    return iunpack6<DeltaHelper>(initOffset, in, out);
+
+  case 7:
+    return iunpack7<DeltaHelper>(initOffset, in, out);
+
+  case 8:
+    return iunpack8<DeltaHelper>(initOffset, in, out);
+
+  case 9:
+    return iunpack9<DeltaHelper>(initOffset, in, out);
+
+  case 10:
+    return iunpack10<DeltaHelper>(initOffset, in, out);
+
+  case 11:
+    return iunpack11<DeltaHelper>(initOffset, in, out);
+
+  case 12:
+    return iunpack12<DeltaHelper>(initOffset, in, out);
+
+  case 13:
+    return iunpack13<DeltaHelper>(initOffset, in, out);
+
+  case 14:
+    return iunpack14<DeltaHelper>(initOffset, in, out);
+
+  case 15:
+    return iunpack15<DeltaHelper>(initOffset, in, out);
+
+  case 16:
+    return iunpack16<DeltaHelper>(initOffset, in, out);
+
+  case 17:
+    return iunpack17<DeltaHelper>(initOffset, in, out);
+
+  case 18:
+    return iunpack18<DeltaHelper>(initOffset, in, out);
+
+  case 19:
+    return iunpack19<DeltaHelper>(initOffset, in, out);
+
+  case 20:
+    return iunpack20<DeltaHelper>(initOffset, in, out);
+
+  case 21:
+    return iunpack21<DeltaHelper>(initOffset, in, out);
+
+  case 22:
+    return iunpack22<DeltaHelper>(initOffset, in, out);
+
+  case 23:
+    return iunpack23<DeltaHelper>(initOffset, in, out);
+
+  case 24:
+    return iunpack24<DeltaHelper>(initOffset, in, out);
+
+  case 25:
+    return iunpack25<DeltaHelper>(initOffset, in, out);
+
+  case 26:
+    return iunpack26<DeltaHelper>(initOffset, in, out);
+
+  case 27:
+    return iunpack27<DeltaHelper>(initOffset, in, out);
+
+  case 28:
+    return iunpack28<DeltaHelper>(initOffset, in, out);
+
+  case 29:
+    return iunpack29<DeltaHelper>(initOffset, in, out);
+
+  case 30:
+    return iunpack30<DeltaHelper>(initOffset, in, out);
+
+  case 31:
+    return iunpack31<DeltaHelper>(initOffset, in, out);
+
+  case 32:
+    return iunpack32<DeltaHelper>(initOffset, in, out);
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+template <class DeltaHelper>
+inline __m128i SIMDipatchedunpack(__m128i initOffset, const __m128i *in,
+                                  uint32_t *out, const __m128i *patchedbuffer,
+                                  const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    return ipatchedunpack0<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 1:
+    return ipatchedunpack1<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 2:
+    return ipatchedunpack2<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 3:
+    return ipatchedunpack3<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 4:
+    return ipatchedunpack4<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 5:
+    return ipatchedunpack5<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 6:
+    return ipatchedunpack6<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 7:
+    return ipatchedunpack7<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 8:
+    return ipatchedunpack8<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 9:
+    return ipatchedunpack9<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 10:
+    return ipatchedunpack10<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 11:
+    return ipatchedunpack11<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 12:
+    return ipatchedunpack12<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 13:
+    return ipatchedunpack13<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 14:
+    return ipatchedunpack14<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 15:
+    return ipatchedunpack15<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 16:
+    return ipatchedunpack16<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 17:
+    return ipatchedunpack17<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 18:
+    return ipatchedunpack18<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 19:
+    return ipatchedunpack19<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 20:
+    return ipatchedunpack20<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 21:
+    return ipatchedunpack21<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 22:
+    return ipatchedunpack22<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 23:
+    return ipatchedunpack23<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 24:
+    return ipatchedunpack24<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 25:
+    return ipatchedunpack25<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 26:
+    return ipatchedunpack26<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 27:
+    return ipatchedunpack27<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 28:
+    return ipatchedunpack28<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 29:
+    return ipatchedunpack29<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 30:
+    return ipatchedunpack30<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 31:
+    return ipatchedunpack31<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  case 32:
+    return ipatchedunpack32<DeltaHelper>(initOffset, in, out, patchedbuffer);
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+/*assumes that integers fit in the prescribed number of bits*/
+template <class DeltaHelper>
+void SIMDipackwithoutmask(__m128i initOffset, const uint32_t *in, __m128i *out,
+                          const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    return;
+
+  case 1:
+    ipackwithoutmask1<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 2:
+    ipackwithoutmask2<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 3:
+    ipackwithoutmask3<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 4:
+    ipackwithoutmask4<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 5:
+    ipackwithoutmask5<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 6:
+    ipackwithoutmask6<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 7:
+    ipackwithoutmask7<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 8:
+    ipackwithoutmask8<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 9:
+    ipackwithoutmask9<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 10:
+    ipackwithoutmask10<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 11:
+    ipackwithoutmask11<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 12:
+    ipackwithoutmask12<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 13:
+    ipackwithoutmask13<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 14:
+    ipackwithoutmask14<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 15:
+    ipackwithoutmask15<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 16:
+    ipackwithoutmask16<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 17:
+    ipackwithoutmask17<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 18:
+    ipackwithoutmask18<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 19:
+    ipackwithoutmask19<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 20:
+    ipackwithoutmask20<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 21:
+    ipackwithoutmask21<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 22:
+    ipackwithoutmask22<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 23:
+    ipackwithoutmask23<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 24:
+    ipackwithoutmask24<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 25:
+    ipackwithoutmask25<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 26:
+    ipackwithoutmask26<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 27:
+    ipackwithoutmask27<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 28:
+    ipackwithoutmask28<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 29:
+    ipackwithoutmask29<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 30:
+    ipackwithoutmask30<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 31:
+    ipackwithoutmask31<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 32:
+    ipackwithoutmask32<DeltaHelper>(initOffset, in, out);
+    return;
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+template <class DeltaHelper>
+void SIMDipack(__m128i initOffset, const uint32_t *in, __m128i *out,
+               const uint32_t bit) {
+  switch (bit) {
+  case 0:
+    return;
+
+  case 1:
+    ipack1<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 2:
+    ipack2<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 3:
+    ipack3<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 4:
+    ipack4<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 5:
+    ipack5<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 6:
+    ipack6<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 7:
+    ipack7<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 8:
+    ipack8<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 9:
+    ipack9<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 10:
+    ipack10<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 11:
+    ipack11<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 12:
+    ipack12<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 13:
+    ipack13<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 14:
+    ipack14<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 15:
+    ipack15<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 16:
+    ipack16<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 17:
+    ipack17<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 18:
+    ipack18<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 19:
+    ipack19<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 20:
+    ipack20<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 21:
+    ipack21<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 22:
+    ipack22<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 23:
+    ipack23<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 24:
+    ipack24<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 25:
+    ipack25<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 26:
+    ipack26<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 27:
+    ipack27<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 28:
+    ipack28<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 29:
+    ipack29<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 30:
+    ipack30<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 31:
+    ipack31<DeltaHelper>(initOffset, in, out);
+    return;
+
+  case 32:
+    ipack32<DeltaHelper>(initOffset, in, out);
+    return;
+
+  default:
+    break;
+  }
+  throw std::logic_error("number of bits is unsupported");
+}
+
+} // namespace SIMDCompressionLib
+
+#endif
diff --git a/include/SIMDCompressionAndIntersection/simdvariablebyte.h b/include/SIMDCompressionAndIntersection/simdvariablebyte.h
new file mode 100644
index 0000000..b575c9e
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/simdvariablebyte.h
@@ -0,0 +1,493 @@
+/**
+ * (c) Part of the copyright is to Indeed.com
+ * Licensed under the Apache License Version 2.0
+ */
+
+/*
+ * Based on an initial design by Jeff Plaisance and
+ * improved by Nathan Kurz.
+ */
+
+#ifndef SIMDCompressionAndIntersection_SIMDVARIABLEBYTE_H_
+#define SIMDCompressionAndIntersection_SIMDVARIABLEBYTE_H_
+
+#include "common.h"
+#include "codecs.h"
+#include "util.h"
+
+namespace SIMDCompressionLib {
+
+extern "C" {
+size_t masked_vbyte_read_loop(const uint8_t *in, uint32_t *out,
+                              uint64_t length);
+size_t masked_vbyte_read_loop_delta(const uint8_t *in, uint32_t *out,
+                                    uint64_t length, uint32_t prev);
+size_t masked_vbyte_read_loop_fromcompressedsize(const uint8_t *in,
+                                                 uint32_t *out,
+                                                 size_t inputsize);
+size_t masked_vbyte_read_loop_fromcompressedsize_delta(const uint8_t *in,
+                                                       uint32_t *out,
+                                                       size_t inputsize,
+                                                       uint32_t prev);
+// size_t read_ints(const uint8_t* in, uint32_t* out, int length) ;
+// size_t read_ints_delta(const uint8_t* in, uint32_t* out, int length, uint32_t
+// prev) ;
+uint32_t masked_vbyte_select_delta(const uint8_t *in, uint64_t length,
+                                   uint32_t prev, size_t slot);
+int masked_vbyte_search_delta(const uint8_t *in, uint64_t length, uint32_t prev,
+                              uint32_t key, uint32_t *presult);
+}
+
+/**
+ * This is a SIMD-accelerated version that is byte-by-byte format compatible
+ * with
+ * the VByte codec (that is, standard vbyte).
+ */
+template <bool delta> class MaskedVByte : public IntegerCODEC {
+public:
+  MaskedVByte() {}
+
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    const uint8_t *const initbout = reinterpret_cast<uint8_t *>(out);
+    *out = static_cast<uint32_t>(length);
+    out++;
+    uint8_t *bout = reinterpret_cast<uint8_t *>(out);
+    uint32_t prev = 0;
+    for (size_t k = 0; k < length; ++k) {
+
+      const uint32_t val = delta ? (in[k] - prev) : in[k];
+      if (delta)
+        prev = in[k];
+      /**
+       * Code below could be shorter. Whether it could be faster
+       * depends on your compiler and machine.
+       */
+      if (val < (1U << 7)) {
+        *bout = val & 0x7F;
+        ++bout;
+      } else if (val < (1U << 14)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 7);
+        ++bout;
+      } else if (val < (1U << 21)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 14);
+        ++bout;
+      } else if (val < (1U << 28)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 21);
+        ++bout;
+      } else {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 21) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 28);
+        ++bout;
+      }
+    }
+    while (needPaddingTo32Bits(bout)) {
+      *bout++ = 0xff;
+    }
+    const size_t storageinbytes = bout - initbout;
+    nvalue = storageinbytes / 4;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    nvalue = *in;
+    const uint8_t *inbyte =
+        decodeFromByteArray((const uint8_t *)in, length, out, nvalue);
+    inbyte = padTo32bits(inbyte);
+    return reinterpret_cast<const uint32_t *>(inbyte);
+  }
+
+  // Same as above, but operates on byte arrays (uint8_t *) and avoids
+  // the padding at the end
+  const uint8_t *decodeFromByteArray(const uint8_t *in,
+                                     const size_t /* length */, uint32_t *out,
+                                     size_t &nvalue) {
+    nvalue = *(uint32_t *)in;
+    in += sizeof(uint32_t);
+    if (nvalue == 0) {
+      return in; // abort
+    }
+    if (delta) {
+      uint32_t prev = 0;
+      in += masked_vbyte_read_loop_delta(in, out, nvalue, prev);
+    } else
+      in += masked_vbyte_read_loop(in, out, nvalue);
+    return in;
+  }
+
+  // append a key. Keys must be in sorted order. We assume that there is
+  // enough room and that delta encoding was used.
+  // Returns the new size of the compressed array *in bytes*
+  size_t appendToByteArray(uint8_t *in, size_t bytesize, uint32_t previous_key,
+                           uint32_t key) {
+    uint32_t num_ints = *(uint32_t *)in;
+    if (bytesize == 0)
+      bytesize = 4;
+    uint8_t *bytein = in + bytesize;
+    bytein += encodeOneIntegerToByteArray(key - previous_key, bytein);
+    *(uint32_t *)in = num_ints + 1;
+    return bytein - in;
+  }
+
+  // Returns a decompressed value in a delta-encoded array
+  // only supported for delta encoded data (TODO)
+  uint32_t select(uint32_t *in, size_t index) {
+    assert(delta == true);
+    uint32_t num_ints = *in;
+    in++;
+    return (masked_vbyte_select_delta((uint8_t *)in, num_ints, 0, index));
+  }
+
+  // Performs a lower bound find in the delta-encoded array.
+  // Returns the index
+  // length is the size of the compressed input
+  // only supported for delta encoded data (TODO)
+  size_t findLowerBound(const uint32_t *in, const size_t /*length*/,
+                        uint32_t key, uint32_t *presult) {
+    assert(delta == true);
+    uint32_t num_ints = *in;
+    in++;
+    return (
+        masked_vbyte_search_delta((uint8_t *)in, num_ints, 0, key, presult));
+  }
+  // insert the key in sorted order. We assume that there is enough room
+  // and that delta encoding was used.
+  size_t insert(uint32_t *in, const size_t length, uint32_t key) {
+    assert(delta);
+    size_t bytesize = length * 4;
+    bytesize -= paddingBytes(in, length);
+    uint8_t *bytein = (uint8_t *)in;
+    uint8_t *byteininit = bytein;
+    bytein += insert(bytein, bytesize, key);
+
+    while (needPaddingTo32Bits(bytein)) {
+      *bytein++ = 0xFF;
+    }
+    size_t storageinbytes = bytein - byteininit;
+    assert((storageinbytes % 4) == 0);
+    return storageinbytes / 4;
+  }
+
+  // insert the key in sorted order. We assume that there is enough room and
+  // that delta encoding was used.
+  // the new size (in *byte) is returned
+  size_t insertInByteArray(uint8_t *inbyte, const size_t length, uint32_t key) {
+    uint32_t prev = 0;
+    assert(delta);
+    const uint8_t *const endbyte =
+        reinterpret_cast<const uint8_t *>(inbyte + length);
+    // this assumes that there is a value to be read
+
+    while (endbyte > inbyte + 5) {
+      uint8_t c;
+      uint32_t v;
+
+      c = inbyte[0];
+      v = c & 0x7F;
+      if (c < 128) {
+        inbyte += 1;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[1];
+      v |= (c & 0x7F) << 7;
+      if (c < 128) {
+        inbyte += 2;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[2];
+      v |= (c & 0x7F) << 14;
+      if (c < 128) {
+        inbyte += 3;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[3];
+      v |= (c & 0x7F) << 21;
+      if (c < 128) {
+        inbyte += 4;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[4];
+      inbyte += 5;
+      v |= (c & 0x0F) << 28;
+      prev = v + prev;
+      if (prev >= key) {
+        return length + __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+      }
+    }
+    while (endbyte > inbyte) {
+      unsigned int shift = 0;
+      for (uint32_t v = 0; endbyte > inbyte; shift += 7) {
+        uint8_t c = *inbyte++;
+        v += ((c & 127) << shift);
+        if ((c < 128)) {
+          prev = v + prev;
+          if (prev >= key) {
+            return length +
+                   __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+          }
+          break;
+        }
+      }
+    }
+    // if we make it here, then we need to append
+    assert(key >= prev);
+    return length + encodeOneIntegerToByteArray(key - prev, inbyte);
+  }
+
+  std::string name() const {
+    if (delta)
+      return "MaskedVByteDelta";
+    else
+      return "MaskedVByte";
+  }
+
+private:
+  // convenience function used by insert, writes key and newvalue to compressed
+  // stream, and return
+  // extra storage used, pointer should be right after where nextvalue is right
+  // now
+  size_t __insert(uint8_t *in, uint32_t previous, uint32_t key,
+                  uint32_t nextvalue, size_t followingbytes) {
+    assert(nextvalue >= key);
+    assert(key >= previous);
+    size_t oldstorage = storageCost(nextvalue - previous);
+    size_t newstorage =
+        storageCost(nextvalue - key) + storageCost(key - previous);
+    assert(newstorage >= oldstorage);
+    if (newstorage > oldstorage)
+      std::memmove(in + newstorage - oldstorage, in, followingbytes);
+    uint8_t *newin = in - oldstorage;
+    newin += encodeOneIntegerToByteArray(key - previous, newin);
+    newin += encodeOneIntegerToByteArray(nextvalue - key, newin);
+    assert(newin == in + newstorage - oldstorage);
+    return newstorage - oldstorage;
+  }
+
+  // how many bytes are required to store this integer?
+  int storageCost(uint32_t val) {
+    if (val < (1U << 7)) {
+      return 1;
+    } else if (val < (1U << 14)) {
+      return 2;
+    } else if (val < (1U << 21)) {
+      return 3;
+    } else if (val < (1U << 28)) {
+      return 4;
+    } else {
+      return 5;
+    }
+  }
+
+  template <uint32_t i> uint8_t extract7bits(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)) & ((1U << 7) - 1));
+  }
+
+  template <uint32_t i> uint8_t extract7bitsmaskless(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)));
+  }
+
+  // determine how many padding bytes were used
+  int paddingBytes(const uint32_t *in, const size_t length) {
+    if (length == 0)
+      return 0;
+    uint32_t lastword = in[length - 1];
+    if (lastword < (1U << 8)) {
+      return 3;
+    } else if (lastword < (1U << 16)) {
+      return 2;
+    } else if (lastword < (1U << 24)) {
+      return 1;
+    }
+    return 0;
+  }
+
+  // write one compressed integer (without differential coding)
+  // returns the number of bytes written
+  size_t encodeOneIntegerToByteArray(uint32_t val, uint8_t *bout) {
+    const uint8_t *const initbout = bout;
+    if (val < (1U << 7)) {
+      *bout = val & 0x7F;
+      ++bout;
+    } else if (val < (1U << 14)) {
+      *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(val >> 7);
+      ++bout;
+    } else if (val < (1U << 21)) {
+      *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(val >> 14);
+      ++bout;
+    } else if (val < (1U << 28)) {
+      *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(val >> 21);
+      ++bout;
+    } else {
+      *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 21) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(val >> 28);
+      ++bout;
+    }
+    return bout - initbout;
+  }
+};
+
+// this version differs from MaskedVByte in that it does not write out the
+// number of integers compressed as part of a header.
+template <bool delta> class HeadlessMaskedVByte : public IntegerCODEC {
+public:
+  HeadlessMaskedVByte() {}
+
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    const uint8_t *const initbout = reinterpret_cast<uint8_t *>(out);
+    uint8_t *bout = reinterpret_cast<uint8_t *>(out);
+    uint32_t prev = 0;
+    for (size_t k = 0; k < length; ++k) {
+      const uint32_t val = delta ? (in[k] - prev) : in[k];
+      if (delta)
+        prev = in[k];
+      /**
+       * Code below could be shorter. Whether it could be faster
+       * depends on your compiler and machine.
+       */
+      if (val < (1U << 7)) {
+        *bout = val & 0x7F;
+        ++bout;
+      } else if (val < (1U << 14)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 7);
+        ++bout;
+      } else if (val < (1U << 21)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 14);
+        ++bout;
+      } else if (val < (1U << 28)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 21);
+        ++bout;
+      } else {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 21) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 28);
+        ++bout;
+      }
+    }
+    while (needPaddingTo32Bits(bout)) {
+      *bout++ = 0xFFU;
+      ;
+    }
+    const size_t storageinbytes = bout - initbout;
+    nvalue = storageinbytes / 4;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    if (length == 0) {
+      nvalue = 0;
+      return in; // abort
+    }
+    const uint8_t *inbyte = reinterpret_cast<const uint8_t *>(in);
+    if (delta) {
+      uint32_t prev = 0;
+      nvalue = masked_vbyte_read_loop_fromcompressedsize_delta(
+          inbyte, out, length * 4, prev);
+    } else {
+      nvalue =
+          masked_vbyte_read_loop_fromcompressedsize(inbyte, out, length * 4);
+    }
+
+    return in + length;
+  }
+
+  std::string name() const {
+    if (delta)
+      return "HeadlessMaskedVByteDelta";
+    else
+      return "HeadlessMaskedVByte";
+  }
+
+private:
+  template <uint32_t i> uint8_t extract7bits(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)) & ((1U << 7) - 1));
+  }
+
+  template <uint32_t i> uint8_t extract7bitsmaskless(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)));
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_SIMDVARIABLEBYTE_H_ */
diff --git a/include/SIMDCompressionAndIntersection/skipping.h b/include/SIMDCompressionAndIntersection/skipping.h
new file mode 100644
index 0000000..3df98a4
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/skipping.h
@@ -0,0 +1,292 @@
+/*
+ * This is a simple implementation of a skipping data structure and algorithms similar to
+ * what is described in
+ *
+ * Sanders and Transier, Intersection in Integer Inverted Indices, ALENEX 2007,  2007.
+ *
+ * As suggested in their conclusion, we leave the higher-level structure uncompressed. We also
+ * use differential coding.
+ * 
+ * To paraphrase Sanders and Transier...
+ *
+ * In addition to a delta-encoded compressed list, a top-level data structure stores 
+ * every B-th element of N in t together with its position in the main list (B is a tuning 
+ * parameter). We can now run any  search algorithm on t and then scan only the pieces of 
+ * the main list that might contain an element to be located.
+ *
+ * In our implementation, we assume that B is a power of two and use 1 << BlockSizeLog as
+ * the block size.
+ *
+ * Sanders and Transier's proposal is similar in spirit to the skipping
+ * structure proposed in
+ *
+ * Moffat, A., Zobel, J.: Self-indexing inverted files for fast text retrieval.
+ * ACM Transactions on Information Systems 14 (1996).
+ *
+ *
+ *      Author: Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_SKIPPING_H_
+#define SIMDCompressionAndIntersection_SKIPPING_H_
+
+#include "common.h"
+
+namespace SIMDCompressionLib {
+
+class Skipping {
+public:
+  Skipping(uint32_t BS, const uint32_t *data, uint32_t length)
+      : BlockSizeLog(BS), mainbuffer(), highbuffer(), Length(0) {
+    if ((BlockSizeLog == 0) && (BlockSizeLog >= 32))
+      throw runtime_error("please use a reasonable BlockSizeLog");
+    load(data, length); // cheap constructor
+  }
+
+  ~Skipping() {}
+
+  size_t storageInBytes() const {
+    return mainbuffer.size() * sizeof(uint8_t) +
+           highbuffer.size() * sizeof(higharraypair) +
+           sizeof(Length); // rough estimates (good enough)
+  }
+
+  uint32_t decompress(uint32_t *out) const {
+    const uint8_t *bout = mainbuffer.data();
+    uint32_t pos = 0;
+
+    uint32_t val = 0;
+    for (uint32_t k = 0; k < Length; ++k) {
+      bout = decode(bout, val);
+      out[pos++] = val;
+    }
+    return pos;
+  }
+
+  /**
+   * Intersects the current Skipping structure with a (small) uncompressed array
+   * and
+   * writes the answer to out.
+   */
+  uint32_t intersect(const uint32_t *smallarray, uint32_t length,
+                     uint32_t *out) const {
+    uint32_t intersectsize = 0;
+    const uint8_t *largemainpointer = mainbuffer.data();
+    uint32_t largemainval = 0;
+    largemainpointer = decode(largemainpointer, largemainval);
+    uint32_t x = 0;
+    for (uint32_t k = 0; k < length; ++k) {
+      uint32_t val = smallarray[k];
+      // if the last value of the current block is too small, skip the block
+      // entirely
+      if (highbuffer[x >> BlockSizeLog].first < val) {
+        do {
+          x = ((x >> BlockSizeLog) + 1) << BlockSizeLog;
+          if (x >= Length) {
+            return intersectsize;
+          }
+        } while (highbuffer[x >> BlockSizeLog].first < val);
+        largemainpointer =
+            mainbuffer.data() + highbuffer[x >> BlockSizeLog].second;
+        largemainval = highbuffer[(x >> BlockSizeLog) - 1].first;
+        largemainpointer = decode(largemainpointer, largemainval);
+      }
+      // at this point, we have that the last value of the current block is >=
+      // val
+      // this means that we shall decode at most one block before giving up
+      while (largemainval < val) {
+        ++x;
+        if (x >= Length) {
+          return intersectsize;
+        }
+        largemainpointer = decode(largemainpointer, largemainval);
+      }
+      if (largemainval == val) {
+        out[intersectsize++] = val;
+      }
+    }
+    return intersectsize;
+  }
+  uint32_t intersect(const Skipping &otherlarger, uint32_t *out) const {
+    // we assume that "this" is the smallest of the two
+    if (otherlarger.Length < Length)
+      return otherlarger.intersect(*this, out);
+    if (Length == 0)
+      return 0; // special silly case
+    assert(otherlarger.Length >= Length);
+    assert(otherlarger.Length > 0);
+    uint32_t intersectsize = 0;
+
+    const uint8_t *inbyte = mainbuffer.data();
+    const uint8_t *const endbyte = mainbuffer.data() + mainbuffer.size();
+    const uint8_t *largemainpointer = otherlarger.mainbuffer.data();
+    uint32_t largemainval = 0;
+    largemainpointer = decode(largemainpointer, largemainval);
+    uint32_t val = 0; // where I put decoded values
+    uint32_t x = 0;
+    while (endbyte > inbyte) {
+      inbyte = decode(inbyte, val);
+      // if the last value of the current block is too small, skip the block
+      // entirely
+      if (otherlarger.highbuffer[x >> otherlarger.BlockSizeLog].first < val) {
+        do {
+          x = ((x >> otherlarger.BlockSizeLog) + 1) << otherlarger.BlockSizeLog;
+          if (x >= otherlarger.Length) {
+            return intersectsize;
+          }
+        } while (otherlarger.highbuffer[x >> otherlarger.BlockSizeLog].first <
+                 val);
+        largemainpointer =
+            otherlarger.mainbuffer.data() +
+            otherlarger.highbuffer[x >> otherlarger.BlockSizeLog].second;
+        largemainval =
+            otherlarger.highbuffer[(x >> otherlarger.BlockSizeLog) - 1].first;
+        largemainpointer = decode(largemainpointer, largemainval);
+      }
+      // at this point, we have that the last value of the current block is >=
+      // val
+      // this means that we shall decode at most one block before giving up
+      while (largemainval < val) {
+        ++x;
+        if (x >= otherlarger.Length) {
+          return intersectsize;
+        }
+        largemainpointer = decode(largemainpointer, largemainval);
+      }
+      if (largemainval == val) {
+        out[intersectsize++] = val;
+      }
+    }
+    return intersectsize;
+  }
+
+  uint32_t BlockSizeLog;
+  vector<uint8_t> mainbuffer;
+  typedef pair<uint32_t, uint32_t> higharraypair;
+
+  typedef vector<higharraypair> higharray;
+  higharray highbuffer;
+  uint32_t Length;
+
+  // please don't use the default constructor...
+
+  Skipping() : BlockSizeLog(0), mainbuffer(), highbuffer(), Length(0) {}
+
+private:
+  Skipping(const Skipping &);
+
+  // making it private on purpose
+  Skipping &operator=(const Skipping &);
+
+  void load(const uint32_t *data, uint32_t length);
+
+  template <uint32_t i> uint8_t extract7bits(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)) & ((1U << 7) - 1));
+  }
+
+  template <uint32_t i> uint8_t extract7bitsmaskless(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)));
+  }
+  static inline const uint8_t *decode(const uint8_t *buffer, uint32_t &prev) {
+    // manually unrolled for performance
+    uint32_t v = 0;
+    uint8_t c = *buffer++;
+    v += (c & 127);
+    if ((c & 128)) {
+      prev += v;
+      return buffer;
+    }
+    c = *buffer++;
+    v += ((c & 127) << 7);
+    if ((c & 128)) {
+      prev += v;
+      return buffer;
+    }
+    c = *buffer++;
+    v += ((c & 127) << 14);
+    if ((c & 128)) {
+      prev += v;
+      return buffer;
+    }
+    c = *buffer++;
+    v += ((c & 127) << 21);
+    if ((c & 128)) {
+      prev += v;
+      return buffer;
+    }
+    c = *buffer++;
+    v += ((c & 127) << 30);
+    prev += v;
+    return buffer;
+  }
+};
+
+void Skipping::load(const uint32_t *data, uint32_t len) {
+  assert(numeric_limits<uint32_t>::max() <
+         (numeric_limits<size_t>::max() / 5)); // check for overflow
+  Length = len;
+  if (Length == 0)
+    return; // nothing to do
+  uint32_t BlockNumber = (Length + (1 << BlockSizeLog) - 1) /
+                         (1 << BlockSizeLog); // count full blocks
+  assert(BlockNumber << BlockSizeLog >= Length);
+  highbuffer.resize(BlockNumber);
+  mainbuffer.resize(5 * Length);
+  uint8_t *bout = mainbuffer.data();
+  uint8_t *const boutinit = bout;
+  uint32_t prev = 0;
+  for (uint32_t k = 0; k < BlockNumber; ++k) {
+    const uint32_t howmany = (((k + 1) << BlockSizeLog) > Length)
+                                 ? Length - (k << BlockSizeLog)
+                                 : 1 << BlockSizeLog;
+    highbuffer[k] = make_pair(data[(k << BlockSizeLog) + howmany - 1],
+                              static_cast<uint32_t>(bout - boutinit));
+    for (uint32_t x = 0; x < howmany; ++x) {
+      const uint32_t v = data[x + (k << BlockSizeLog)];
+      const uint32_t val = v - prev;
+      prev = v;
+      if (val < (1U << 7)) {
+        *bout = static_cast<uint8_t>(val | (1U << 7));
+        ++bout;
+      } else if (val < (1U << 14)) {
+        *bout = extract7bits<0>(val);
+        ++bout;
+        *bout = extract7bitsmaskless<1>(val) | (1U << 7);
+        ++bout;
+      } else if (val < (1U << 21)) {
+        *bout = extract7bits<0>(val);
+        ++bout;
+        *bout = extract7bits<1>(val);
+        ++bout;
+        *bout = extract7bitsmaskless<2>(val) | (1U << 7);
+        ++bout;
+      } else if (val < (1U << 28)) {
+        *bout = extract7bits<0>(val);
+        ++bout;
+        *bout = extract7bits<1>(val);
+        ++bout;
+        *bout = extract7bits<2>(val);
+        ++bout;
+        *bout = extract7bitsmaskless<3>(val) | (1U << 7);
+        ++bout;
+      } else {
+        *bout = extract7bits<0>(val);
+        ++bout;
+        *bout = extract7bits<1>(val);
+        ++bout;
+        *bout = extract7bits<2>(val);
+        ++bout;
+        *bout = extract7bits<3>(val);
+        ++bout;
+        *bout = extract7bitsmaskless<4>(val) | (1U << 7);
+        ++bout;
+      }
+    }
+  }
+  mainbuffer.resize(static_cast<uint32_t>(bout - boutinit));
+  mainbuffer.shrink_to_fit();
+}
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_SKIPPING_H_ */
diff --git a/include/SIMDCompressionAndIntersection/sortedbitpacking.h b/include/SIMDCompressionAndIntersection/sortedbitpacking.h
new file mode 100644
index 0000000..2d00e8b
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/sortedbitpacking.h
@@ -0,0 +1,200 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+
+#ifndef SIMDCompressionAndIntersection_SORTEDBITPACKING_H_
+#define SIMDCompressionAndIntersection_SORTEDBITPACKING_H_
+
+#include "common.h"
+#include "simdbitpacking.h"
+#include "bitpackinghelpers.h"
+
+namespace SIMDCompressionLib {
+
+template <class T> CONST_FUNCTION static T *padTo128bits(T *inbyte) {
+  return reinterpret_cast<T *>((reinterpret_cast<uintptr_t>(inbyte) + 15) &
+                               ~15);
+}
+
+/**
+ * This is a minimalist class that allows you to store data
+ * in one of 32 "stores". Each store is for
+ * integers having bit width 1, 2..., 32 respectively.
+ *
+ * Design by D. Lemire
+ */
+class BasicSortedBitPacker {
+public:
+  enum { DEFAULTSIZE = 128 }; // should be a multiple of 128
+  uint32_t buffer[32];
+
+  static string name() { return "uBSBP"; }
+
+  BasicSortedBitPacker() {
+    for (uint32_t i = 0; i < 32; ++i) {
+      data[i] = new uint32_t[DEFAULTSIZE];
+      memset(data[i], 0, DEFAULTSIZE * sizeof(uint32_t));
+      actualsizes[i] = DEFAULTSIZE;
+    }
+    clear();
+  }
+
+  void reset() {
+    for (uint32_t i = 0; i < 32; ++i) {
+      delete[] data[i];
+      data[i] = new uint32_t[DEFAULTSIZE];
+      memset(data[i], 0, DEFAULTSIZE * sizeof(uint32_t));
+      actualsizes[i] = DEFAULTSIZE;
+    }
+    clear();
+  }
+
+  ~BasicSortedBitPacker() { free(); }
+  void free() {
+    clear();
+    for (uint32_t i = 0; i < 32; ++i)
+      if (data[i] != NULL) {
+        delete[] data[i];
+        data[i] = NULL;
+        actualsizes[i] = 0;
+      }
+  }
+  void directAppend(uint32_t i, uint32_t val) { data[i][sizes[i]++] = val; }
+
+  const uint32_t *get(int i) { return data[i]; }
+
+  void ensureCapacity(int i, uint32_t datatoadd) {
+    if (sizes[i] + datatoadd > actualsizes[i]) {
+      actualsizes[i] = (sizes[i] + datatoadd + 127) / 128 * 128 *
+                       2; // so we always get a multiple of 128
+      uint32_t *tmp = new uint32_t[actualsizes[i]];
+      for (uint32_t j = 0; j < sizes[i]; ++j)
+        tmp[j] = data[i][j];
+      delete[] data[i];
+      data[i] = tmp;
+    }
+  }
+
+  void clear() {
+    for (uint32_t i = 0; i < 32; ++i)
+      sizes[i] = 0; // memset "might" be faster.
+  }
+
+  uint32_t *write(uint32_t *out) {
+    uint32_t bitmap = 0;
+    for (uint32_t k = 1; k < 32; ++k) {
+      if (sizes[k] != 0)
+        bitmap |= (1U << k);
+    }
+    *(out++) = bitmap;
+
+    for (uint32_t k = 1; k < 32; ++k) {
+      if (sizes[k] != 0) {
+        *out = sizes[k];
+        out++;
+        uint32_t j = 0;
+        for (; j + 128 <= sizes[k]; j += 128) {
+          usimdpackwithoutmask(&data[k][j], reinterpret_cast<__m128i *>(out),
+                               k + 1);
+          out += 4 * (k + 1);
+        }
+        // falling back on scalar
+        for (; j < sizes[k]; j += 32) {
+          BitPackingHelpers::fastpackwithoutmask(&data[k][j], out, k + 1);
+          out += k + 1;
+        }
+        out -= (j - sizes[k]) * (k + 1) / 32;
+      }
+    }
+    return out;
+  }
+  const uint32_t *read(const uint32_t *in) {
+    clear();
+    const uint32_t bitmap = *(in++);
+
+    for (uint32_t k = 1; k < 32; ++k) {
+      if ((bitmap & (1U << k)) != 0) {
+        sizes[k] = *in++;
+        if (actualsizes[k] < sizes[k]) {
+          delete[] data[k];
+          actualsizes[k] = (sizes[k] + 127) / 128 * 128;
+          data[k] = new uint32_t[actualsizes[k]];
+        }
+        uint32_t j = 0;
+        for (; j + 128 <= sizes[k]; j += 128) {
+
+          usimdunpack(reinterpret_cast<const __m128i *>(in), &data[k][j],
+                      k + 1);
+          in += 4 * (k + 1);
+        }
+        for (; j + 31 < sizes[k]; j += 32) {
+          BitPackingHelpers::fastunpack(in, &data[k][j], k + 1);
+          in += k + 1;
+        }
+        uint32_t remaining = sizes[k] - j;
+        memcpy(buffer, in, (remaining * (k + 1) + 31) / 32 * sizeof(uint32_t));
+        uint32_t *bpointer = buffer;
+        in += ((sizes[k] + 31) / 32 * 32 - j) / 32 * (k + 1);
+        for (; j < sizes[k]; j += 32) {
+          BitPackingHelpers::fastunpack(bpointer, &data[k][j], k + 1);
+          bpointer += k + 1;
+        }
+        in -= (j - sizes[k]) * (k + 1) / 32;
+      }
+    }
+    return in;
+  }
+
+  // for debugging
+  void sanityCheck() {
+    for (uint32_t k = 0; k < 32; ++k) {
+      if (sizes[k] > actualsizes[k]) {
+        cerr << "overflow at " << k << endl;
+        throw runtime_error("bug");
+      }
+      if (sizes[k] != 0) {
+        cout << "k=" << k << endl;
+        uint32_t mask = 0u;
+        for (uint32_t j = 0; j < sizes[k]; ++j) {
+          cout << data[k][j] << " ";
+          mask |= data[k][j];
+        }
+        cout << endl;
+
+        if (gccbits(mask) > k + 1) {
+          cerr << "At " << (k + 1) << " we have " << gccbits(mask) << endl;
+          throw runtime_error("bug");
+        }
+      }
+    }
+  }
+
+  bool equals(const BasicSortedBitPacker &o) {
+    for (uint32_t k = 0; k < 32; ++k) {
+      if (sizes[k] != o.sizes[k]) {
+        return false;
+      }
+      for (uint32_t j = 0; j < sizes[k]; ++j)
+        if (data[k][j] != o.data[k][j]) {
+          return false;
+        }
+    }
+    return true;
+  }
+
+private:
+  uint32_t *data[32];
+  uint32_t sizes[32];
+  uint32_t actualsizes[32];
+
+  // we don't want anyone to start copying this class
+  BasicSortedBitPacker(const BasicSortedBitPacker &);
+  BasicSortedBitPacker &operator=(const BasicSortedBitPacker &);
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_SORTEDBITPACKING_H_ */
diff --git a/include/SIMDCompressionAndIntersection/streamvariablebyte.h b/include/SIMDCompressionAndIntersection/streamvariablebyte.h
new file mode 100644
index 0000000..d575688
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/streamvariablebyte.h
@@ -0,0 +1,247 @@
+#ifndef SIMDCompressionAndIntersection_STREAMVARIABLEBYTE_
+#define SIMDCompressionAndIntersection_STREAMVARIABLEBYTE_
+
+#include "common.h"
+#include "codecs.h"
+
+namespace SIMDCompressionLib {
+
+/**
+ * StreamVByte is an integer CODEC invented by Nathan Kurz.
+ */
+
+extern "C" {
+uint64_t svb_encode(uint8_t *out, const uint32_t *in, uint32_t count, int delta,
+                    int type);
+uint8_t *svb_decode_avx_simple(uint32_t *out, uint8_t *keyPtr, uint8_t *dataPtr,
+                               uint64_t count);
+uint8_t *svb_decode_avx_d1_simple(uint32_t *out, uint8_t *keyPtr,
+                                  uint8_t *dataPtr, uint64_t count);
+uint8_t *svb_decode_scalar_d1_init(uint32_t *outPtr, const uint8_t *keyPtr,
+                                   uint8_t *dataPtr, uint32_t count,
+                                   uint32_t prev);
+uint32_t svb_select_avx_d1_init(uint8_t *keyPtr, uint8_t *dataPtr,
+                                uint64_t count, uint32_t prev, int slot);
+int svb_find_avx_d1_init(uint8_t *keyPtr, uint8_t *dataPtr, uint64_t count,
+                         uint32_t prev, uint32_t key, uint32_t *presult);
+uint8_t *svb_insert_scalar_d1_init(uint8_t *keyPtr, uint8_t *dataPtr,
+                                   size_t dataSize, uint32_t count,
+                                   uint32_t prev, uint32_t new_key,
+                                   uint32_t *position);
+uint8_t *svb_append_scalar_d1(uint8_t *keyPtr, uint8_t *dataPtr,
+                              size_t sizebytes, size_t count, uint32_t delta);
+}
+
+/**
+ * Regular StreamVByte (no differential coding)
+ */
+class StreamVByte : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t count, uint32_t *out,
+                   size_t &nvalue) {
+    uint64_t bytesWritten = svb_encode(
+        (uint8_t *)out, in, static_cast<uint32_t>(std::min<size_t>(
+                                count, std::numeric_limits<uint32_t>::max())),
+        0, 1);
+    nvalue = static_cast<size_t>(bytesWritten + 3) / 4;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t /* count */,
+                              uint32_t *out, size_t &nvalue) {
+    uint32_t count = *(uint32_t *)in; // first 4 bytes is number of ints
+    nvalue = count;
+    if (count == 0)
+      return 0;
+
+    uint8_t *keyPtr = (uint8_t *)in + 4; // full list of keys is next
+    uint32_t keyLen = ((count + 3) / 4); // 2-bits per key (rounded up)
+    uint8_t *dataPtr = keyPtr + keyLen;  // data starts at end of keys
+    nvalue = count;
+    return reinterpret_cast<const uint32_t *>(
+        (reinterpret_cast<uintptr_t>(
+             svb_decode_avx_simple(out, keyPtr, dataPtr, count)) +
+         3) &
+        ~3);
+  }
+
+  std::string name() const { return "streamvbyte"; }
+};
+
+/**
+ * StreamVByte with integrated differential coding
+ */
+class StreamVByteD1 : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t count, uint32_t *out,
+                   size_t &nvalue) {
+    uint32_t bytesWritten = static_cast<uint32_t>(
+        svb_encode((uint8_t *)(out + 1), in,
+                   static_cast<uint32_t>(std::min<size_t>(
+                       count, std::numeric_limits<uint32_t>::max())),
+                   1, 1));
+    *out = 4 + bytesWritten;
+    nvalue = 1 + (bytesWritten + 3) / 4;
+  }
+
+  void encodeToByteArray(uint32_t *in, const size_t count, uint8_t *out,
+                         size_t &nvalue) {
+    uint32_t bytesWritten = static_cast<uint32_t>(
+        svb_encode((uint8_t *)(out + 1), in,
+                   static_cast<uint32_t>(std::min<size_t>(
+                       count, std::numeric_limits<uint32_t>::max())),
+                   1, 1));
+    *out = 4 + bytesWritten;
+    nvalue = 4 + bytesWritten;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t /* count */,
+                              uint32_t *out, size_t &nvalue) {
+    ++in;                             // number of encoded bytes
+    uint32_t count = *(uint32_t *)in; // next 4 bytes is number of ints
+    nvalue = count;
+    if (count == 0)
+      return 0;
+
+    uint8_t *keyPtr = (uint8_t *)in + 4; // full list of keys is next
+    uint32_t keyLen = ((count + 3) / 4); // 2-bits per key (rounded up)
+    uint8_t *dataPtr = keyPtr + keyLen;  // data starts at end of keys
+    return reinterpret_cast<const uint32_t *>(
+        (reinterpret_cast<uintptr_t>(
+             svb_decode_avx_d1_simple(out, keyPtr, dataPtr, count)) +
+         3) &
+        ~3);
+  }
+
+  const uint8_t *decodeFromByteArray(const uint8_t *in,
+                                     const size_t /* count */, uint32_t *out,
+                                     size_t &nvalue) {
+    in += 4;                          // number of encoded bytes
+    uint32_t count = *(uint32_t *)in; // next 4 bytes is number of ints
+    nvalue = count;
+    if (count == 0)
+      return 0;
+
+    uint8_t *keyPtr = (uint8_t *)in + 4; // full list of keys is next
+    uint32_t keyLen = ((count + 3) / 4); // 2-bits per key (rounded up)
+    uint8_t *dataPtr = keyPtr + keyLen;  // data starts at end of keys
+    return svb_decode_avx_d1_simple(out, keyPtr, dataPtr, count);
+  }
+
+  uint32_t select(const uint32_t *in, int slot) {
+    ++in;                 // number of encoded bytes
+    uint32_t count = *in; // next 4 bytes is number of ints
+    assert(slot < (int)count);
+    uint8_t *keyPtr = (uint8_t *)in + 4; // full list of keys is next
+    uint32_t keyLen = ((count + 3) / 4); // 2-bits per key (rounded up)
+    uint8_t *dataPtr = keyPtr + keyLen;  // data starts at end of keys
+    return svb_select_avx_d1_init(keyPtr, dataPtr, count, 0, slot);
+  }
+
+  uint32_t findLowerBound(const uint32_t *in, uint32_t /* count */,
+                          uint32_t key, uint32_t *presult) {
+    ++in;                                // skip number of encoded bytes
+    uint32_t count = *(uint32_t *)in;    // next 4 bytes is number of ints
+    uint8_t *keyPtr = (uint8_t *)in + 4; // full list of keys is next
+    uint32_t keyLen = ((count + 3) / 4); // 2-bits per key (rounded up)
+    uint8_t *dataPtr = keyPtr + keyLen;  // data starts at end of keys
+    return (uint32_t)svb_find_avx_d1_init(keyPtr, dataPtr, count, 0, key,
+                                          presult);
+  }
+
+  // append a key. Keys must be in sorted order. We assume that there is
+  // enough room and that delta encoding was used.
+  // Returns the new size of the compressed array *in bytes*
+  size_t appendToByteArray(uint8_t *in, const size_t /* length */,
+                           uint32_t previous_key, uint32_t key) {
+    uint8_t *initin = in;
+    size_t size = *(uint32_t *)in;
+    in += 4;
+    size_t count = *(uint32_t *)in;
+    in += 4;
+
+    // if the buffer is not yet initialized: pretend that the first 8
+    // bytes are already occupied
+    if (size == 0)
+      size = 8;
+
+    uint8_t *keyPtr = (uint8_t *)in; // full list of keys is next
+    uint32_t keyLen =
+        static_cast<uint32_t>((count + 3) / 4); // 2-bits per key (rounded up)
+    uint8_t *dataPtr = keyPtr + keyLen;         // data starts after the keys
+    size = svb_append_scalar_d1(keyPtr, dataPtr, size - 8, count,
+                                key - previous_key) -
+           initin;
+
+    // update 'size' and 'count' at the beginning of the buffer
+    in = initin;
+    *(uint32_t *)in = static_cast<uint32_t>(size);
+    in += 4;
+    *(uint32_t *)in = static_cast<uint32_t>(count + 1);
+    return size;
+  }
+
+  // Inserts |key| into an encoded sequence. |encodedSize| is the total
+  // allocated size for |in| (in bytes).
+  // Returns the number of values written.
+  uint32_t insert(uint32_t *in, uint32_t, uint32_t key) {
+    uint32_t bytesEncoded = *in;
+    uint32_t count = *(in + 1);            // first 4 bytes is number of ints
+    uint8_t *keyPtr = (uint8_t *)(in + 2); // full list of keys is next
+    // keyLen: 2-bits per key (rounded up), but at least 1 byte
+    uint32_t keyLen = count == 0 ? 1 : ((count + 3) / 4);
+    uint8_t *dataPtr = keyPtr + keyLen; // data starts at end of keys
+    uint32_t dataSize = (bytesEncoded - 8) - keyLen;
+
+    // make space for the new key?
+    if (count > 0 && count % 4 == 0 && keyPtr + keyLen + 1 > dataPtr) {
+      memmove(dataPtr + 1, dataPtr, dataSize);
+      dataPtr++;
+    }
+
+    *(in + 1) = count + 1;
+
+    uint32_t position;
+    uint32_t bytesWritten = static_cast<uint32_t>(
+        svb_insert_scalar_d1_init(keyPtr, dataPtr, dataSize, count, 0, key,
+                                  &position) -
+        (uint8_t *)in);
+    *in = bytesWritten;
+    return (bytesWritten + 3) / 4;
+  }
+
+  // Inserts |key| into an encoded sequence. |encodedSize| is the total
+  // allocated size for |in| (in bytes).
+  // Returns the number of *bytes* written.
+  size_t insertInByteArray(uint8_t *inbyte, uint32_t, uint32_t key) {
+    uint32_t *in = (uint32_t *)inbyte;
+    uint32_t bytesEncoded = *in;
+    uint32_t count = *(in + 1);            // first 4 bytes is number of ints
+    uint8_t *keyPtr = (uint8_t *)(in + 2); // full list of keys is next
+    // keyLen: 2-bits per key (rounded up), but at least 1 byte
+    uint32_t keyLen = count == 0 ? 1 : ((count + 3) / 4);
+    uint8_t *dataPtr = keyPtr + keyLen; // data starts at end of keys
+    uint32_t dataSize = (bytesEncoded - 8) - keyLen;
+
+    // make space for the new key?
+    if (count > 0 && count % 4 == 0 && keyPtr + keyLen + 1 > dataPtr) {
+      memmove(dataPtr + 1, dataPtr, dataSize);
+      dataPtr++;
+    }
+
+    *(in + 1) = count + 1;
+
+    uint32_t position;
+    uint32_t bytesWritten = static_cast<uint32_t>(
+        svb_insert_scalar_d1_init(keyPtr, dataPtr, dataSize, count, 0, key,
+                                  &position) -
+        (uint8_t *)in);
+    *in = bytesWritten;
+    return bytesWritten;
+  }
+
+  std::string name() const { return "streamvbyte_d1"; }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif // STREAMVARIABLEBYTE_
diff --git a/include/SIMDCompressionAndIntersection/synthetic.h b/include/SIMDCompressionAndIntersection/synthetic.h
new file mode 100644
index 0000000..2f0a7a5
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/synthetic.h
@@ -0,0 +1,389 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_SYNTHETIC_H_
+#define SIMDCompressionAndIntersection_SYNTHETIC_H_
+
+#include "common.h"
+#include "util.h"
+#include "mersenne.h"
+#include "intersection.h"
+#include "boolarray.h"
+
+namespace SIMDCompressionLib {
+
+using namespace std;
+
+vector<uint32_t> generateArray(uint32_t N, const uint32_t mask = 0xFFFFFFFFU) {
+  vector<uint32_t> ans(N);
+  for (size_t k = 0; k < N; ++k)
+    ans[k] = rand() & mask;
+  return ans;
+}
+
+vector<uint32_t> generateArray32(uint32_t N,
+                                 const uint32_t mask = 0xFFFFFFFFU) {
+  vector<uint32_t> ans(N);
+  for (size_t k = 0; k < N; ++k)
+    ans[k] = rand() & mask;
+  return ans;
+}
+
+class UniformDataGenerator {
+public:
+  UniformDataGenerator(uint32_t seed = static_cast<uint32_t>(time(NULL)))
+      : rand(seed) {}
+
+  void negate(vector<uint32_t> &in, vector<uint32_t> &out, uint32_t Max) {
+    out.resize(Max - in.size());
+    in.push_back(Max);
+    uint32_t i = 0;
+    size_t c = 0;
+    for (size_t j = 0; j < in.size(); ++j) {
+      const uint32_t v = in[j];
+      for (; i < v; ++i)
+        out[c++] = i;
+      ++i;
+    }
+    assert(c == out.size());
+  }
+
+  /**
+   * fill the vector with N numbers uniformly picked from  from 0 to Max, not
+   * including Max
+   * if it is not possible, an exception is thrown
+   */
+  vector<uint32_t> generateUniformHash(uint32_t N, uint32_t Max,
+                                       vector<uint32_t> &ans) {
+    if (Max < N)
+      throw runtime_error(
+          "can't generate enough distinct elements in small interval");
+    ans.clear();
+    if (N == 0)
+      return ans; // nothing to do
+    ans.reserve(N);
+    assert(Max >= 1);
+    unordered_set<uint32_t> s;
+    while (s.size() < N)
+      s.insert(rand.getValue(Max - 1));
+    ans.assign(s.begin(), s.end());
+    sort(ans.begin(), ans.end());
+    assert(N == ans.size());
+    return ans;
+  }
+
+  void generateUniformBitmap(uint32_t N, uint32_t Max, vector<uint32_t> &ans) {
+    if (Max < N)
+      throw runtime_error(
+          "can't generate enough distinct elements in small interval");
+    assert(Max >= 1);
+    BoolArray bs(Max);
+    uint32_t card = 0;
+    while (card < N) {
+      uint32_t v = rand.getValue(Max - 1);
+      if (!bs.get(v)) {
+        bs.set(v);
+        ++card;
+      }
+    }
+    ans.resize(N);
+    bs.toArray(ans);
+  }
+
+  void fastgenerateUniform(uint32_t N, uint32_t Max, vector<uint32_t> &ans) {
+    if (2 * N > Max) {
+      vector<uint32_t> buf(N);
+      fastgenerateUniform(Max - N, Max, buf);
+      negate(buf, ans, Max);
+      return;
+    }
+    if (N * 1024 > Max) {
+      generateUniformBitmap(N, Max, ans);
+    }
+    generateUniformHash(N, Max, ans);
+  }
+
+  // Max value is excluded from range
+  vector<uint32_t> generate(uint32_t N, uint32_t Max) {
+    vector<uint32_t> ans;
+    ans.reserve(N);
+    fastgenerateUniform(N, Max, ans);
+    return ans;
+  }
+  ZRandom rand;
+};
+
+/*
+ * Reference: Vo Ngoc Anh and Alistair Moffat. 2010. Index compression using
+ * 64-bit words. Softw. Pract. Exper.40, 2 (February 2010), 131-147.
+ */
+class ClusteredDataGenerator {
+public:
+  vector<uint32_t> buffer;
+  UniformDataGenerator unidg;
+  ClusteredDataGenerator(uint32_t seed = static_cast<uint32_t>(time(NULL)))
+      : buffer(), unidg(seed) {}
+
+  // Max value is excluded from range
+  template <class iterator>
+  void fillUniform(iterator begin, iterator end, uint32_t Min, uint32_t Max) {
+    unidg.fastgenerateUniform(static_cast<uint32_t>(end - begin), Max - Min,
+                              buffer);
+    for (size_t k = 0; k < buffer.size(); ++k)
+      *(begin + k) = Min + buffer[k];
+  }
+
+  // Max value is excluded from range
+  // throws exception if impossible
+  template <class iterator>
+  void fillClustered(iterator begin, iterator end, uint32_t Min, uint32_t Max) {
+    const uint32_t N = static_cast<uint32_t>(end - begin);
+    const uint32_t range = Max - Min;
+    if (range < N)
+      throw runtime_error("can't generate that many in small interval.");
+    assert(range >= N);
+    if ((range == N) or (N < 10)) {
+      fillUniform(begin, end, Min, Max);
+      return;
+    }
+    const uint32_t cut = N / 2 + unidg.rand.getValue(range - N);
+    assert(cut >= N / 2);
+    assert(Max - Min - cut >= N - N / 2);
+    const double p = unidg.rand.getDouble();
+    assert(p <= 1);
+    assert(p >= 0);
+    if (p <= 0.25) {
+      fillUniform(begin, begin + N / 2, Min, Min + cut);
+      fillClustered(begin + N / 2, end, Min + cut, Max);
+    } else if (p <= 0.5) {
+      fillClustered(begin, begin + N / 2, Min, Min + cut);
+      fillUniform(begin + N / 2, end, Min + cut, Max);
+    } else {
+      fillClustered(begin, begin + N / 2, Min, Min + cut);
+      fillClustered(begin + N / 2, end, Min + cut, Max);
+    }
+  }
+
+  // Max value is excluded from range
+  vector<uint32_t> generate(uint32_t N, uint32_t Max) {
+    return generateClustered(N, Max);
+  }
+
+  // Max value is excluded from range
+  vector<uint32_t> generateClustered(uint32_t N, uint32_t Max) {
+    vector<uint32_t> ans(N);
+    fillClustered(ans.begin(), ans.end(), 0, Max);
+    return ans;
+  }
+};
+
+class ZipfianGenerator {
+public:
+  uint32_t n;
+  double zetan, theta;
+  vector<double> proba;
+
+  ZRandom rand;
+  ZipfianGenerator(uint32_t seed = static_cast<uint32_t>(time(NULL)))
+      : n(0), zetan(0), theta(0), proba(n), rand(seed) {}
+
+  void init(int _items, double _zipfianconstant = 1.0) {
+    n = _items;
+    if (_items == 0)
+      throw runtime_error("no items?");
+    theta = _zipfianconstant;
+    if (theta > 0) {
+      zetan = 1 / zeta(n, theta);
+      proba.clear();
+      proba.resize(n, 0);
+      proba[0] = zetan;
+      for (uint32_t i = 1; i < n; ++i)
+        proba[i] = proba[i - 1] + zetan / pow(i + 1, theta);
+    } else {
+      proba.resize(n, 1.0 / n);
+    }
+  }
+
+  void seed(uint32_t s) { rand.seed(s); }
+
+  ZipfianGenerator(int _items, double _zipfianconstant,
+                   uint32_t seed = static_cast<uint32_t>(time(NULL)))
+      : n(_items), zetan(0), theta(_zipfianconstant), proba(n), rand(seed) {
+    init(_items, _zipfianconstant);
+  }
+
+  double zeta(int n, double theta) {
+    double sum = 0;
+    for (long i = 0; i < n; i++) {
+      sum += 1 / (pow(i + 1, theta));
+    }
+    return sum;
+  }
+  int nextInt() {
+    // Map z to the value
+    const double u = rand.getDouble();
+    return static_cast<int>(lower_bound(proba.begin(), proba.end(), u) -
+                            proba.begin());
+  }
+};
+
+vector<uint32_t> generateZipfianArray32(uint32_t N, double power,
+                                        const uint32_t mask = 0xFFFFFFFFU) {
+  vector<uint32_t> ans(N);
+  ZipfianGenerator zipf;
+  const uint32_t MAXVALUE = 1U << 22;
+  zipf.init(mask > MAXVALUE - 1 ? MAXVALUE : mask + 1, power);
+  for (size_t k = 0; k < N; ++k)
+    ans[k] = zipf.nextInt();
+  return ans;
+}
+
+size_t unite(const uint32_t *set1, const size_t length1, const uint32_t *set2,
+             const size_t length2, uint32_t *out) {
+  size_t pos = 0;
+  size_t k1 = 0, k2 = 0;
+  if (0 == length1) {
+    for (size_t k = 0; k < length2; ++k)
+      out[k] = set2[k];
+    return length2;
+  }
+  if (0 == length2) {
+    for (size_t k = 0; k < length1; ++k)
+      out[k] = set1[k];
+    return length1;
+  }
+  while (true) {
+    if (set1[k1] < set2[k2]) {
+      out[pos++] = set1[k1];
+      ++k1;
+      if (k1 >= length1) {
+        for (; k2 < length2; ++k2)
+          out[pos++] = set2[k2];
+        break;
+      }
+    } else if (set1[k1] == set2[k2]) {
+      out[pos++] = set1[k1];
+      ++k1;
+      ++k2;
+      if (k1 >= length1) {
+        for (; k2 < length2; ++k2)
+          out[pos++] = set2[k2];
+        break;
+      }
+      if (k2 >= length2) {
+        for (; k1 < length1; ++k1)
+          out[pos++] = set1[k1];
+        break;
+      }
+    } else { // if (set1[k1]>set2[k2]) {
+      out[pos++] = set2[k2];
+      ++k2;
+      if (k2 >= length2) {
+        for (; k1 < length1; ++k1)
+          out[pos++] = set1[k1];
+        break;
+      }
+    }
+  }
+  return pos;
+}
+
+vector<uint32_t> unite(const vector<uint32_t> &x, const vector<uint32_t> &y) {
+  vector<uint32_t> ans(x.size() + y.size());
+  ans.resize(unite(x.data(), x.size(), y.data(), y.size(), ans.data()));
+  return ans;
+}
+
+size_t classicalintersection(const uint32_t *set1, const size_t length1,
+                             const uint32_t *set2, const size_t length2,
+                             uint32_t *out) {
+  if ((0 == length1) or (0 == length2))
+    return 0;
+  size_t answer = 0;
+  size_t k1 = 0, k2 = 0;
+  while (true) {
+    if (set1[k1] < set2[k2]) {
+      ++k1;
+      if (k1 == length1)
+        return answer;
+    } else if (set2[k2] < set1[k1]) {
+      ++k2;
+      if (k2 == length2)
+        return answer;
+    } else {
+      // (set2[k2] == set1[k1])
+      out[answer++] = set1[k1];
+      ++k1;
+      if (k1 == length1)
+        break;
+      ++k2;
+      if (k2 == length2)
+        break;
+    }
+  }
+  return answer;
+}
+
+vector<uint32_t> intersect(const vector<uint32_t> &x,
+                           const vector<uint32_t> &y) {
+  vector<uint32_t> ans(x.size() + y.size());
+  ans.resize(classicalintersection(x.data(), x.size(), y.data(), y.size(),
+                                   ans.data()));
+  return ans;
+}
+/**
+ * Generate a pair of arrays. One small, one larger.
+ *
+ *  minlength: length of the smallest of the two arrays
+ *  Max is the largest possible value
+ *  sizeratio * minlength : length of the largest of the two arrays
+ *  intersectionratio * minlength : length of the intersection
+ */
+template <class generator>
+pair<vector<uint32_t>, vector<uint32_t>>
+getPair(generator gen, uint32_t minlength, uint32_t Max, float sizeratio,
+        float intersectionratio) {
+  if (sizeratio < 1)
+    throw runtime_error("sizeratio should be larger or equal to 1");
+  if (intersectionratio < 0)
+    throw runtime_error("intersectionratio should be positive");
+  if (intersectionratio > 1)
+    throw runtime_error("intersectionratio cannot be larger than 1");
+  const uint32_t maxlenth =
+      static_cast<uint32_t>(round(static_cast<float>(minlength) * sizeratio));
+  if (maxlenth > Max)
+    throw runtime_error(
+        "I can't generate an array so large in such a small range.");
+  if (maxlenth < minlength)
+    throw runtime_error("something went wrong, possibly an overflow.");
+  // we basically assume that, if we do nothing, intersections are very small
+  const uint32_t intersize = static_cast<uint32_t>(
+      round(static_cast<float>(minlength) * intersectionratio));
+
+  vector<uint32_t> inter = gen.generate(intersize, Max);
+  vector<uint32_t> smallest =
+      unite(gen.generate(static_cast<uint32_t>(minlength - inter.size()), Max),
+            inter);
+  vector<uint32_t> largest = unite(
+      gen.generate(static_cast<uint32_t>(maxlenth - inter.size()), Max), inter);
+  vector<uint32_t> intersection = intersect(smallest, largest);
+
+  if (abs(static_cast<double>(intersection.size()) /
+              static_cast<double>(smallest.size()) -
+          intersectionratio) > 0.05)
+    throw runtime_error("Bad intersection ratio. Fix me.");
+
+  if (abs(static_cast<double>(largest.size()) /
+              static_cast<double>(smallest.size()) -
+          sizeratio) > 0.05)
+    throw runtime_error("Bad size ratio. Fix me.");
+  return pair<vector<uint32_t>, vector<uint32_t>>(smallest, largest);
+}
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_SYNTHETIC_H_ */
diff --git a/include/SIMDCompressionAndIntersection/timer.h b/include/SIMDCompressionAndIntersection/timer.h
new file mode 100644
index 0000000..9a46611
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/timer.h
@@ -0,0 +1,85 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ */
+
+#ifndef SIMDCompressionAndIntersection_TIMER_H_
+#define SIMDCompressionAndIntersection_TIMER_H_
+
+#include <sys/stat.h>
+#include <sys/time.h>
+#include <sys/types.h>
+
+namespace SIMDCompressionLib {
+
+class WallClockTimer {
+public:
+#ifdef _WIN32
+  typedef qpc_clock clock;
+#else
+  typedef std::chrono::high_resolution_clock clock;
+#endif
+
+  std::chrono::time_point<clock> t1, t2;
+  WallClockTimer() : t1(), t2() {
+    t1 = clock::now();
+    t2 = t1;
+  }
+  void reset() {
+    t1 = clock::now();
+    t2 = t1;
+  }
+  uint64_t elapsed() {
+    std::chrono::microseconds delta =
+        std::chrono::duration_cast<std::chrono::microseconds>(t2 - t1);
+    return delta.count();
+  }
+  uint64_t split() {
+    t2 = clock::now();
+    return elapsed();
+  }
+};
+
+#ifndef _WIN32
+
+class CPUTimer {
+public:
+  // clock_t t1, t2;
+  struct rusage t1, t2;
+
+  CPUTimer() : t1(), t2() {
+    getrusage(RUSAGE_SELF, &t1);
+    // t1 = clock();
+    t2 = t1;
+  }
+  void reset() {
+    getrusage(RUSAGE_SELF, &t1);
+    t2 = t1;
+  }
+  // proxy for userelapsed
+  uint64_t elapsed() { return totalelapsed(); }
+
+  uint64_t totalelapsed() { return userelapsed() + systemelapsed(); }
+  // returns the *user* CPU time in micro seconds (mu s)
+  uint64_t userelapsed() {
+    return ((t2.ru_utime.tv_sec - t1.ru_utime.tv_sec) * 1000ULL * 1000ULL) +
+           ((t2.ru_utime.tv_usec - t1.ru_utime.tv_usec));
+  }
+
+  // returns the *system* CPU time in micro seconds (mu s)
+  uint64_t systemelapsed() {
+    return ((t2.ru_stime.tv_sec - t1.ru_stime.tv_sec) * 1000ULL * 1000ULL) +
+           ((t2.ru_stime.tv_usec - t1.ru_stime.tv_usec));
+  }
+
+  uint64_t split() {
+    getrusage(RUSAGE_SELF, &t2);
+    return elapsed();
+  }
+};
+#endif
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_TIMER_H_ */
diff --git a/include/SIMDCompressionAndIntersection/usimdbitpacking.h b/include/SIMDCompressionAndIntersection/usimdbitpacking.h
new file mode 100644
index 0000000..8822bea
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/usimdbitpacking.h
@@ -0,0 +1,150 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire
+ */
+#ifndef SIMDCompressionAndIntersection_USIMDBITPACKING_H_
+#define SIMDCompressionAndIntersection_USIMDBITPACKING_H_
+
+#include "common.h"
+
+namespace SIMDCompressionLib {
+
+void __uSIMD_fastunpack1(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack2(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack3(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack4(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack5(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack6(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack7(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack8(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack9(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack10(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack11(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack12(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack13(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack14(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack15(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack16(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack17(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack18(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack19(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack20(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack21(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack22(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack23(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack24(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack25(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack26(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack27(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack28(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack29(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack30(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack31(const __m128i *__restrict__, uint32_t *__restrict__);
+void __uSIMD_fastunpack32(const __m128i *__restrict__, uint32_t *__restrict__);
+
+void __uSIMD_fastpackwithoutmask0(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask1(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask2(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask3(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask4(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask5(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask6(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask7(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask8(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask9(const uint32_t *__restrict__,
+                                  __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask10(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask11(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask12(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask13(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask14(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask15(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask16(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask17(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask18(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask19(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask20(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask21(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask22(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask23(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask24(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask25(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask26(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask27(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask28(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask29(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask30(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask31(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+void __uSIMD_fastpackwithoutmask32(const uint32_t *__restrict__,
+                                   __m128i *__restrict__);
+
+void __uSIMD_fastpack0(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack1(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack2(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack3(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack4(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack5(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack6(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack7(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack8(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack9(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack10(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack11(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack12(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack13(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack14(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack15(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack16(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack17(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack18(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack19(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack20(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack21(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack22(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack23(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack24(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack25(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack26(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack27(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack28(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack29(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack30(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack31(const uint32_t *__restrict__, __m128i *__restrict__);
+void __uSIMD_fastpack32(const uint32_t *__restrict__, __m128i *__restrict__);
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDBITPACKING_H_ */
diff --git a/include/SIMDCompressionAndIntersection/util.h b/include/SIMDCompressionAndIntersection/util.h
new file mode 100644
index 0000000..f94b7dd
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/util.h
@@ -0,0 +1,126 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_UTIL_H_
+#define SIMDCompressionAndIntersection_UTIL_H_
+
+#include "common.h"
+
+namespace SIMDCompressionLib {
+
+inline uint32_t random(int b) {
+  if (b == 32)
+    return rand();
+  return rand() % (1U << b);
+}
+
+// taken from stackoverflow
+#ifndef NDEBUG
+#define ASSERT(condition, message)                                             \
+  do {                                                                         \
+    if (!(condition)) {                                                        \
+      std::cerr << "Assertion `" #condition "` failed in " << __FILE__         \
+                << " line " << __LINE__ << ": " << message << std::endl;       \
+      std::exit(EXIT_FAILURE);                                                 \
+    }                                                                          \
+  } while (false)
+#else
+#define ASSERT(condition, message)                                             \
+  do {                                                                         \
+  } while (false)
+#endif
+
+CONST_FUNCTION
+inline uint32_t gccbits(const uint32_t v) {
+  return v == 0 ? 0 : 32 - __builtin_clz(v);
+}
+
+/**
+ * Treats  __m128i as 4 x 32-bit integers and asks for the max
+ * number of bits used (integer logarithm).
+ */
+inline uint32_t maxbitas32int(const __m128i accumulator) {
+  SIMDCOMP_ALIGNED(16) uint32_t tmparray[4];
+  MM_STORE_SI_128(reinterpret_cast<__m128i *>(tmparray), accumulator);
+  return gccbits(tmparray[0] | tmparray[1] | tmparray[2] | tmparray[3]);
+}
+
+static CONST_FUNCTION bool divisibleby(size_t a, uint32_t x) {
+  return (a % x == 0);
+}
+
+#ifdef __GNUC__
+__attribute__((unused))
+#endif
+static void
+checkifdivisibleby(size_t a, uint32_t x) {
+  if (!divisibleby(a, x)) {
+    std::ostringstream convert;
+    convert << a << " not divisible by " << x;
+    throw std::logic_error(convert.str());
+  }
+}
+
+template <class iterator>
+PURE_FUNCTION uint32_t maxbits(const iterator &begin, const iterator &end) {
+  uint32_t accumulator = 0;
+  for (iterator k = begin; k != end; ++k) {
+    accumulator |= *k;
+  }
+  return gccbits(accumulator);
+}
+
+template <class T>
+CONST_FUNCTION inline bool needPaddingTo128Bits(const T *inbyte) {
+  return (reinterpret_cast<uintptr_t>(inbyte) & 15) != 0;
+}
+
+template <class T>
+CONST_FUNCTION inline bool needPaddingTo32Bits(const T *inbyte) {
+  return (reinterpret_cast<uintptr_t>(inbyte) & 3) != 0;
+}
+
+template <class T> CONST_FUNCTION T *padTo32bits(T *inbyte) {
+  return reinterpret_cast<T *>((reinterpret_cast<uintptr_t>(inbyte) + 3) & ~3);
+}
+
+template <class T> CONST_FUNCTION const T *padTo32bits(const T *inbyte) {
+  return reinterpret_cast<const T *>((reinterpret_cast<uintptr_t>(inbyte) + 3) &
+                                     ~3);
+}
+
+#ifndef _MSC_VER
+CONST_FUNCTION
+inline uint32_t asmbits(const uint32_t v) {
+  if (v == 0)
+    return 0;
+  uint32_t answer;
+  __asm__("bsr %1, %0;" : "=r"(answer) : "r"(v));
+  return answer + 1;
+}
+#else
+inline uint32_t asmbits(const uint32_t v) {
+  unsigned long index;
+  return (v == 0 || _BitScanReverse(&index, v) == 0) ? 0 : (index + 1);
+}
+#endif
+
+template <class iterator>
+bool is_strictlysorted(iterator first, iterator last) {
+  iterator next = first;
+  ++next;
+  while (next < last) {
+    if (*first >= *next)
+      return false;
+    ++first;
+    ++next;
+  }
+  return true;
+}
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_UTIL_H_ */
diff --git a/include/SIMDCompressionAndIntersection/variablebyte.h b/include/SIMDCompressionAndIntersection/variablebyte.h
new file mode 100644
index 0000000..454000d
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/variablebyte.h
@@ -0,0 +1,1328 @@
+/**
+ * This code is released under the
+ * Apache License Version 2.0 http://www.apache.org/licenses/.
+ *
+ * (c) Daniel Lemire, http://lemire.me/en/
+ */
+
+#ifndef SIMDCompressionAndIntersection_VARIABLEBYTE_H_
+#define SIMDCompressionAndIntersection_VARIABLEBYTE_H_
+#include "common.h"
+#include "codecs.h"
+#include "util.h"
+
+namespace SIMDCompressionLib {
+
+/***
+ * VariableByte and VByte are basically identical, except that
+ * one uses 0..0..0..1 to indicate 4 whereas the other one uses 1..1..1..0.
+ * The latter is maybe more common.
+ */
+
+template <bool delta> class VariableByte : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    uint8_t *bout = reinterpret_cast<uint8_t *>(out);
+    const uint8_t *const initbout = reinterpret_cast<uint8_t *>(out);
+    size_t bytenvalue = nvalue * sizeof(uint32_t);
+    encodeToByteArray(in, length, bout, bytenvalue);
+    bout += bytenvalue;
+    while (needPaddingTo32Bits(bout)) {
+      *bout++ = 0;
+    }
+    const size_t storageinbytes = bout - initbout;
+    assert((storageinbytes % 4) == 0);
+    nvalue = storageinbytes / 4;
+  }
+
+  // write one compressed integer (without differential coding)
+  // returns the number of bytes written
+  size_t encodeOneIntegerToByteArray(uint32_t val, uint8_t *bout) {
+    const uint8_t *const initbout = bout;
+    if (val < (1U << 7)) {
+      *bout = static_cast<uint8_t>(val | (1U << 7));
+      ++bout;
+    } else if (val < (1U << 14)) {
+      *bout = extract7bits<0>(val);
+      ++bout;
+      *bout = extract7bitsmaskless<1>(val) | (1U << 7);
+      ++bout;
+    } else if (val < (1U << 21)) {
+      *bout = extract7bits<0>(val);
+      ++bout;
+      *bout = extract7bits<1>(val);
+      ++bout;
+      *bout = extract7bitsmaskless<2>(val) | (1U << 7);
+      ++bout;
+    } else if (val < (1U << 28)) {
+      *bout = extract7bits<0>(val);
+      ++bout;
+      *bout = extract7bits<1>(val);
+      ++bout;
+      *bout = extract7bits<2>(val);
+      ++bout;
+      *bout = extract7bitsmaskless<3>(val) | (1U << 7);
+      ++bout;
+    } else {
+      *bout = extract7bits<0>(val);
+      ++bout;
+      *bout = extract7bits<1>(val);
+      ++bout;
+      *bout = extract7bits<2>(val);
+      ++bout;
+      *bout = extract7bits<3>(val);
+      ++bout;
+      *bout = extract7bitsmaskless<4>(val) | (1U << 7);
+      ++bout;
+    }
+    return bout - initbout;
+  }
+
+  void encodeToByteArray(uint32_t *in, const size_t length, uint8_t *bout,
+                         size_t &nvalue) {
+    const uint8_t *const initbout = bout;
+    uint32_t prev = 0;
+    for (size_t k = 0; k < length; ++k) {
+      const uint32_t val = delta ? in[k] - prev : in[k];
+      if (delta)
+        prev = in[k];
+      /**
+       * Code below could be shorter. Whether it could be faster
+       * depends on your compiler and machine.
+       */
+      if (val < (1U << 7)) {
+        *bout = static_cast<uint8_t>(val | (1U << 7));
+        ++bout;
+      } else if (val < (1U << 14)) {
+        *bout = extract7bits<0>(val);
+        ++bout;
+        *bout = extract7bitsmaskless<1>(val) | (1U << 7);
+        ++bout;
+      } else if (val < (1U << 21)) {
+        *bout = extract7bits<0>(val);
+        ++bout;
+        *bout = extract7bits<1>(val);
+        ++bout;
+        *bout = extract7bitsmaskless<2>(val) | (1U << 7);
+        ++bout;
+      } else if (val < (1U << 28)) {
+        *bout = extract7bits<0>(val);
+        ++bout;
+        *bout = extract7bits<1>(val);
+        ++bout;
+        *bout = extract7bits<2>(val);
+        ++bout;
+        *bout = extract7bitsmaskless<3>(val) | (1U << 7);
+        ++bout;
+      } else {
+        *bout = extract7bits<0>(val);
+        ++bout;
+        *bout = extract7bits<1>(val);
+        ++bout;
+        *bout = extract7bits<2>(val);
+        ++bout;
+        *bout = extract7bits<3>(val);
+        ++bout;
+        *bout = extract7bitsmaskless<4>(val) | (1U << 7);
+        ++bout;
+      }
+    }
+    nvalue = bout - initbout;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    decodeFromByteArray((const uint8_t *)in, length * sizeof(uint32_t), out,
+                        nvalue);
+    return in + length;
+  }
+
+  // determine how many padding bytes were used
+  int paddingBytes(const uint32_t *in, const size_t length) {
+    if (length == 0)
+      return 0;
+    uint32_t lastword = in[length - 1];
+    if (lastword < (1U << 8)) {
+      return 3;
+    } else if (lastword < (1U << 16)) {
+      return 2;
+    } else if (lastword < (1U << 24)) {
+      return 1;
+    }
+    return 0;
+  }
+
+  // how many bytes are required to store this integer?
+  int storageCost(uint32_t val) {
+    if (val < (1U << 7)) {
+      return 1;
+    } else if (val < (1U << 14)) {
+      return 2;
+    } else if (val < (1U << 21)) {
+      return 3;
+    } else if (val < (1U << 28)) {
+      return 4;
+    } else {
+      return 5;
+    }
+  }
+
+  const uint8_t *decodeFromByteArray(const uint8_t *inbyte, const size_t length,
+                                     uint32_t *out, size_t &nvalue) {
+    uint32_t prev = 0;
+    if (length == 0) {
+      nvalue = 0;
+      return inbyte; // abort
+    }
+    const uint8_t *const endbyte = inbyte + length;
+    const uint32_t *const initout(out);
+    // this assumes that there is a value to be read
+
+    while (endbyte > inbyte + 5) {
+      if (delta) {
+        uint8_t c;
+        uint32_t v;
+
+        c = inbyte[0];
+        v = c & 0x7F;
+        if (c >= 128) {
+          inbyte += 1;
+          *out++ = (prev = v + prev);
+          continue;
+        }
+
+        c = inbyte[1];
+        v |= (c & 0x7F) << 7;
+        if (c >= 128) {
+          inbyte += 2;
+          *out++ = (prev = v + prev);
+          continue;
+        }
+
+        c = inbyte[2];
+        v |= (c & 0x7F) << 14;
+        if (c >= 128) {
+          inbyte += 3;
+          *out++ = (prev = v + prev);
+          continue;
+        }
+
+        c = inbyte[3];
+        v |= (c & 0x7F) << 21;
+        if (c >= 128) {
+          inbyte += 4;
+          *out++ = (prev = v + prev);
+          continue;
+        }
+
+        c = inbyte[4];
+        inbyte += 5;
+        v |= (c & 0x0F) << 28;
+        *out++ = (prev = v + prev);
+      } else {
+        uint8_t c;
+        uint32_t v;
+
+        c = inbyte[0];
+        v = c & 0x7F;
+        if (c >= 128) {
+          inbyte += 1;
+          *out++ = v;
+          continue;
+        }
+
+        c = inbyte[1];
+        v |= (c & 0x7F) << 7;
+        if (c >= 128) {
+          inbyte += 2;
+          *out++ = v;
+          continue;
+        }
+
+        c = inbyte[2];
+        v |= (c & 0x7F) << 14;
+        if (c >= 128) {
+          inbyte += 3;
+          *out++ = v;
+          continue;
+        }
+
+        c = inbyte[3];
+        v |= (c & 0x7F) << 21;
+        if (c >= 128) {
+          inbyte += 4;
+          *out++ = v;
+          continue;
+        }
+
+        c = inbyte[4];
+        inbyte += 5;
+        v |= (c & 0x0F) << 28;
+        *out++ = v;
+      }
+    }
+    while (endbyte > inbyte) {
+      unsigned int shift = 0;
+      for (uint32_t v = 0; endbyte > inbyte; shift += 7) {
+        uint8_t c = *inbyte++;
+        v += ((c & 127) << shift);
+        if ((c & 128)) {
+          *out++ = delta ? (prev = v + prev) : v;
+          break;
+        }
+      }
+    }
+    nvalue = out - initout;
+    return inbyte;
+  }
+
+  // Performs a lower bound find in the encoded array.
+  // length is the size of the compressed input
+  // Returns the index
+  size_t findLowerBound(const uint32_t *in, const size_t length, uint32_t key,
+                        uint32_t *presult) {
+    uint32_t prev = 0;
+    if (length == 0) {
+      return 0; // abort
+    }
+    const uint8_t *inbyte = reinterpret_cast<const uint8_t *>(in);
+    const uint8_t *const endbyte =
+        reinterpret_cast<const uint8_t *>(in + length);
+    size_t i = 0;
+    // this assumes that there is a value to be read
+
+    while (endbyte > inbyte + 5) {
+      if (delta) {
+        uint8_t c;
+        uint32_t v;
+
+        c = inbyte[0];
+        v = c & 0x7F;
+        if (c >= 128) {
+          inbyte += 1;
+          prev = v + prev;
+          if (prev >= key) {
+            *presult = prev;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[1];
+        v |= (c & 0x7F) << 7;
+        if (c >= 128) {
+          inbyte += 2;
+          prev = v + prev;
+          if (prev >= key) {
+            *presult = prev;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[2];
+        v |= (c & 0x7F) << 14;
+        if (c >= 128) {
+          inbyte += 3;
+          prev = v + prev;
+          if (prev >= key) {
+            *presult = prev;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[3];
+        v |= (c & 0x7F) << 21;
+        if (c >= 128) {
+          inbyte += 4;
+          prev = v + prev;
+          if (prev >= key) {
+            *presult = prev;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[4];
+        inbyte += 5;
+        v |= (c & 0x0F) << 28;
+        prev = v + prev;
+        if (prev >= key) {
+          *presult = prev;
+          return i;
+        }
+        i++;
+      } else {
+        uint8_t c;
+        uint32_t v;
+
+        c = inbyte[0];
+        v = c & 0x7F;
+        if (c >= 128) {
+          inbyte += 1;
+          if (v >= key) {
+            *presult = v;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[1];
+        v |= (c & 0x7F) << 7;
+        if (c >= 128) {
+          inbyte += 2;
+          if (v >= key) {
+            *presult = v;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[2];
+        v |= (c & 0x7F) << 14;
+        if (c >= 128) {
+          inbyte += 3;
+          if (v >= key) {
+            *presult = v;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[3];
+        v |= (c & 0x7F) << 21;
+        if (c >= 128) {
+          inbyte += 4;
+          if (v >= key) {
+            *presult = v;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[4];
+        inbyte += 5;
+        v |= (c & 0x0F) << 28;
+        if (v >= key) {
+          *presult = v;
+          return i;
+        }
+        i++;
+      }
+    }
+    while (endbyte > inbyte) {
+      unsigned int shift = 0;
+      for (uint32_t v = 0; endbyte > inbyte; shift += 7) {
+        uint8_t c = *inbyte++;
+        v += ((c & 127) << shift);
+        if ((c & 128)) {
+          if (delta) {
+            prev = v + prev;
+            if (prev >= key) {
+              *presult = prev;
+              return i;
+            }
+          } else {
+            if (v >= key) {
+              *presult = v;
+              return i;
+            }
+          }
+          i++;
+          break;
+        }
+      }
+    }
+    return i;
+  }
+
+  // append a key. Keys must be in sorted order. We assume that there is
+  // enough room and that delta encoding was used.
+  // Returns the new size of the compressed array *in bytes*
+  size_t appendToByteArray(uint8_t *in, const size_t bytesize,
+                           uint32_t previous_key, uint32_t key) {
+    assert(delta); // no performance impact expected.
+    uint8_t *byteininit = (uint8_t *)in;
+    uint8_t *bytein = (uint8_t *)in + bytesize;
+    bytein += encodeOneIntegerToByteArray(key - previous_key, bytein);
+    return bytein - byteininit;
+  }
+
+  // insert the key in sorted order. We assume that there is enough room and
+  // that delta encoding was used.
+  size_t insert(uint32_t *in, const size_t length, uint32_t key) {
+    size_t bytesize = length * 4;
+    bytesize -= paddingBytes(in, length);
+    uint8_t *bytein = (uint8_t *)in;
+    uint8_t *byteininit = bytein;
+    size_t bl = insertInByteArray(bytein, bytesize, key);
+    bytein += bl;
+
+    while (needPaddingTo32Bits(bytein)) {
+      *bytein++ = 0;
+    }
+    size_t storageinbytes = bytein - byteininit;
+    assert((storageinbytes % 4) == 0);
+    return storageinbytes / 4;
+  }
+
+  // insert the key in sorted order. We assume that there is enough room and
+  // that delta encoding was used.
+  // the new size is returned
+  size_t insertInByteArray(uint8_t *inbyte, const size_t length, uint32_t key) {
+    uint32_t prev = 0;
+    assert(delta);
+    const uint8_t *const endbyte =
+        reinterpret_cast<const uint8_t *>(inbyte + length);
+    // this assumes that there is a value to be read
+
+    while (endbyte > inbyte + 5) {
+      uint8_t c;
+      uint32_t v;
+
+      c = inbyte[0];
+      v = c & 0x7F;
+      if (c >= 128) {
+        inbyte += 1;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[1];
+      v |= (c & 0x7F) << 7;
+      if (c >= 128) {
+        inbyte += 2;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[2];
+      v |= (c & 0x7F) << 14;
+      if (c >= 128) {
+        inbyte += 3;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[3];
+      v |= (c & 0x7F) << 21;
+      if (c >= 128) {
+        inbyte += 4;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[4];
+      inbyte += 5;
+      v |= (c & 0x0F) << 28;
+      prev = v + prev;
+      if (prev >= key) {
+        return length + __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+      }
+    }
+    while (endbyte > inbyte) {
+      unsigned int shift = 0;
+      for (uint32_t v = 0; endbyte > inbyte; shift += 7) {
+        uint8_t c = *inbyte++;
+        v += ((c & 127) << shift);
+        if ((c & 128)) {
+          prev = v + prev;
+          if (prev >= key) {
+            return length +
+                   __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+          }
+          break;
+        }
+      }
+    }
+    // if we make it here, then we need to append
+    assert(key >= prev);
+    return length + encodeOneIntegerToByteArray(key - prev, inbyte);
+  }
+
+  // Returns a decompressed value in an encoded array
+  // could be greatly optimized in the non-differential coding case: currently
+  // just for delta coding
+  uint32_t select(uint32_t *in, size_t index) {
+    assert(delta);
+    uint32_t prev = 0;
+    size_t i = 0;
+    const uint8_t *inbyte = reinterpret_cast<const uint8_t *>(in);
+    while (i <= index) {
+      uint8_t c;
+      uint32_t v;
+
+      c = inbyte[0];
+      v = c & 0x7F;
+      if (c >= 128) {
+        inbyte += 1;
+        prev = v + prev;
+        i++;
+        continue;
+      }
+
+      c = inbyte[1];
+      v |= (c & 0x7F) << 7;
+      if (c >= 128) {
+        inbyte += 2;
+        prev = v + prev;
+        i++;
+        continue;
+      }
+
+      c = inbyte[2];
+      v |= (c & 0x7F) << 14;
+      if (c >= 128) {
+        inbyte += 3;
+        prev = v + prev;
+        i++;
+        continue;
+      }
+
+      c = inbyte[3];
+      v |= (c & 0x7F) << 21;
+      if (c >= 128) {
+        inbyte += 4;
+        prev = v + prev;
+        i++;
+        continue;
+      }
+
+      c = inbyte[4];
+      inbyte += 5;
+      v |= (c & 0x0F) << 28;
+      prev = v + prev;
+      i++;
+    }
+    assert(i == index + 1);
+    return prev;
+  }
+
+  string name() const {
+    if (delta)
+      return "VariableByteDelta";
+    else
+      return "VariableByte";
+  }
+
+private:
+  // convenience function used by insert, writes key and newvalue to compressed
+  // stream, and return
+  // extra storage used, pointer should be right after where nextvalue is right
+  // now
+  size_t __insert(uint8_t *in, uint32_t previous, uint32_t key,
+                  uint32_t nextvalue, size_t followingbytes) {
+    assert(nextvalue >= key);
+    assert(key >= previous);
+    size_t oldstorage = storageCost(nextvalue - previous);
+    size_t newstorage =
+        storageCost(nextvalue - key) + storageCost(key - previous);
+    assert(newstorage >= oldstorage);
+    if (newstorage > oldstorage)
+      std::memmove(in + newstorage - oldstorage, in, followingbytes);
+    uint8_t *newin = in - oldstorage;
+    newin += encodeOneIntegerToByteArray(key - previous, newin);
+    newin += encodeOneIntegerToByteArray(nextvalue - key, newin);
+    assert(newin == in + newstorage - oldstorage);
+    return newstorage - oldstorage;
+  }
+
+  template <uint32_t i> uint8_t extract7bits(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)) & ((1U << 7) - 1));
+  }
+
+  template <uint32_t i> uint8_t extract7bitsmaskless(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)));
+  }
+};
+
+template <bool delta> class VByte : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    uint8_t *bout = reinterpret_cast<uint8_t *>(out);
+    const uint8_t *const initbout = reinterpret_cast<uint8_t *>(out);
+    size_t bytenvalue = nvalue * sizeof(uint32_t);
+    encodeToByteArray(in, length, bout, bytenvalue);
+    bout += bytenvalue;
+    while (needPaddingTo32Bits(bout)) {
+      *bout++ = 0xFF;
+    }
+    const size_t storageinbytes = bout - initbout;
+    assert((storageinbytes % 4) == 0);
+    nvalue = storageinbytes / 4;
+  }
+
+  void encodeToByteArray(uint32_t *in, const size_t length, uint8_t *bout,
+                         size_t &nvalue) {
+    uint32_t prev = 0;
+    const uint8_t *const initbout = bout;
+    for (size_t k = 0; k < length; ++k) {
+      const uint32_t val = delta ? (in[k] - prev) : in[k];
+      if (delta)
+        prev = in[k];
+      /**
+       * Code below could be shorter. Whether it could be faster
+       * depends on your compiler and machine.
+       */
+      if (val < (1U << 7)) {
+        *bout = val & 0x7F;
+        ++bout;
+      } else if (val < (1U << 14)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 7);
+        ++bout;
+      } else if (val < (1U << 21)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 14);
+        ++bout;
+      } else if (val < (1U << 28)) {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 21);
+        ++bout;
+      } else {
+        *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(((val >> 21) & 0x7F) | (1U << 7));
+        ++bout;
+        *bout = static_cast<uint8_t>(val >> 28);
+        ++bout;
+      }
+    }
+    nvalue = bout - initbout;
+  }
+
+  // write one compressed integer (without differential coding)
+  // returns the number of bytes written
+  size_t encodeOneIntegerToByteArray(uint32_t val, uint8_t *bout) {
+    const uint8_t *const initbout = bout;
+    if (val < (1U << 7)) {
+      *bout = val & 0x7F;
+      ++bout;
+    } else if (val < (1U << 14)) {
+      *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(val >> 7);
+      ++bout;
+    } else if (val < (1U << 21)) {
+      *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(val >> 14);
+      ++bout;
+    } else if (val < (1U << 28)) {
+      *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(val >> 21);
+      ++bout;
+    } else {
+      *bout = static_cast<uint8_t>((val & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 7) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 14) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(((val >> 21) & 0x7F) | (1U << 7));
+      ++bout;
+      *bout = static_cast<uint8_t>(val >> 28);
+      ++bout;
+    }
+    return bout - initbout;
+  }
+
+  // determine how many padding bytes were used
+  int paddingBytes(const uint32_t *in, const size_t length) {
+    if (length == 0)
+      return 0;
+    uint32_t lastword = in[length - 1];
+    lastword = ~lastword;
+    if (lastword < (1U << 8)) {
+      return 3;
+    } else if (lastword < (1U << 16)) {
+      return 2;
+    } else if (lastword < (1U << 24)) {
+      return 1;
+    }
+    return 0;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    decodeFromByteArray((const uint8_t *)in, length * sizeof(uint32_t), out,
+                        nvalue);
+    return in + length;
+  }
+
+  // how many bytes are required to store this integer?
+  int storageCost(uint32_t val) {
+    if (val < (1U << 7)) {
+      return 1;
+    } else if (val < (1U << 14)) {
+      return 2;
+    } else if (val < (1U << 21)) {
+      return 3;
+    } else if (val < (1U << 28)) {
+      return 4;
+    } else {
+      return 5;
+    }
+  }
+
+  const uint8_t *decodeFromByteArray(const uint8_t *inbyte, const size_t length,
+                                     uint32_t *out, size_t &nvalue) {
+    uint32_t prev = 0;
+    if (length == 0) {
+      nvalue = 0;
+      return inbyte; // abort
+    }
+    const uint8_t *const endbyte = inbyte + length;
+    const uint32_t *const initout(out);
+    // this assumes that there is a value to be read
+
+    while (endbyte > inbyte + 5) {
+      if (delta) {
+        uint8_t c;
+        uint32_t v;
+
+        c = inbyte[0];
+        v = c & 0x7F;
+        if (c < 128) {
+          inbyte += 1;
+          *out++ = (prev = v + prev);
+          continue;
+        }
+
+        c = inbyte[1];
+        v |= (c & 0x7F) << 7;
+        if (c < 128) {
+          inbyte += 2;
+          *out++ = (prev = v + prev);
+          continue;
+        }
+
+        c = inbyte[2];
+        v |= (c & 0x7F) << 14;
+        if (c < 128) {
+          inbyte += 3;
+          *out++ = (prev = v + prev);
+          continue;
+        }
+
+        c = inbyte[3];
+        v |= (c & 0x7F) << 21;
+        if (c < 128) {
+          inbyte += 4;
+          *out++ = (prev = v + prev);
+          continue;
+        }
+
+        c = inbyte[4];
+        inbyte += 5;
+        v |= (c & 0x0F) << 28;
+        *out++ = (prev = v + prev);
+      } else {
+        uint8_t c;
+        uint32_t v;
+
+        c = inbyte[0];
+        v = c & 0x7F;
+        if (c < 128) {
+          inbyte += 1;
+          *out++ = v;
+          continue;
+        }
+
+        c = inbyte[1];
+        v |= (c & 0x7F) << 7;
+        if (c < 128) {
+          inbyte += 2;
+          *out++ = v;
+          continue;
+        }
+
+        c = inbyte[2];
+        v |= (c & 0x7F) << 14;
+        if (c < 128) {
+          inbyte += 3;
+          *out++ = v;
+          continue;
+        }
+
+        c = inbyte[3];
+        v |= (c & 0x7F) << 21;
+        if (c < 128) {
+          inbyte += 4;
+          *out++ = v;
+          continue;
+        }
+
+        c = inbyte[4];
+        inbyte += 5;
+        v |= (c & 0x0F) << 28;
+        *out++ = v;
+      }
+    }
+    while (endbyte > inbyte) {
+      unsigned int shift = 0;
+      for (uint32_t v = 0; endbyte > inbyte; shift += 7) {
+        uint8_t c = *inbyte++;
+        v += ((c & 127) << shift);
+        if ((c < 128)) {
+          *out++ = delta ? (prev = v + prev) : v;
+          break;
+        }
+      }
+    }
+    nvalue = out - initout;
+    return inbyte;
+  }
+
+  // Performs a lower bound find in the encoded array.
+  // length is the size of the compressed input
+  // Returns the index and the value found (presult)
+  size_t findLowerBound(const uint32_t *in, const size_t length, uint32_t key,
+                        uint32_t *presult) {
+    uint32_t prev = 0;
+    if (length == 0) {
+      return 0; // abort
+    }
+    size_t i = 0;
+    const uint8_t *inbyte = reinterpret_cast<const uint8_t *>(in);
+    const uint8_t *const endbyte =
+        reinterpret_cast<const uint8_t *>(in + length);
+    // this assumes that there is a value to be read
+
+    while (endbyte > inbyte + 5) {
+      if (delta) {
+        uint8_t c;
+        uint32_t v;
+
+        c = inbyte[0];
+        v = c & 0x7F;
+        if (c < 128) {
+          inbyte += 1;
+          prev = v + prev;
+          if (prev >= key) {
+            *presult = prev;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[1];
+        v |= (c & 0x7F) << 7;
+        if (c < 128) {
+          inbyte += 2;
+          prev = v + prev;
+          if (prev >= key) {
+            *presult = prev;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[2];
+        v |= (c & 0x7F) << 14;
+        if (c < 128) {
+          inbyte += 3;
+          prev = v + prev;
+          if (prev >= key) {
+            *presult = prev;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[3];
+        v |= (c & 0x7F) << 21;
+        if (c < 128) {
+          inbyte += 4;
+          prev = v + prev;
+          if (prev >= key) {
+            *presult = prev;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[4];
+        inbyte += 5;
+        v |= (c & 0x0F) << 28;
+        prev = v + prev;
+        if (prev >= key) {
+          *presult = prev;
+          return i;
+        }
+        i++;
+      } else {
+        uint8_t c;
+        uint32_t v;
+
+        c = inbyte[0];
+        v = c & 0x7F;
+        if (c < 128) {
+          inbyte += 1;
+          if (v >= key) {
+            *presult = v;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[1];
+        v |= (c & 0x7F) << 7;
+        if (c < 128) {
+          inbyte += 2;
+          if (v >= key) {
+            *presult = v;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[2];
+        v |= (c & 0x7F) << 14;
+        if (c < 128) {
+          inbyte += 3;
+          if (v >= key) {
+            *presult = v;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[3];
+        v |= (c & 0x7F) << 21;
+        if (c < 128) {
+          inbyte += 4;
+          if (v >= key) {
+            *presult = v;
+            return i;
+          }
+          i++;
+          continue;
+        }
+
+        c = inbyte[4];
+        inbyte += 5;
+        v |= (c & 0x0F) << 28;
+        if (v >= key) {
+          *presult = v;
+          return i;
+        }
+        i++;
+      }
+    }
+    while (endbyte > inbyte) {
+      unsigned int shift = 0;
+      for (uint32_t v = 0; endbyte > inbyte; shift += 7) {
+        uint8_t c = *inbyte++;
+        v += ((c & 127) << shift);
+        if ((c < 128)) {
+          if (delta) {
+            prev = v + prev;
+            if (prev >= key) {
+              *presult = prev;
+              return i;
+            }
+          } else {
+            if (v >= key) {
+              *presult = v;
+              return i;
+            }
+          }
+          i++;
+          break;
+        }
+      }
+    }
+    return i;
+  }
+
+  // append a key. Keys must be in sorted order. We assume that there is
+  // enough room and that delta encoding was used.
+  /*size_t append(uint32_t *in, const size_t length, uint32_t previous_key,
+                  uint32_t key) {
+      size_t bytesize = (length * 4) - paddingBytes(in, length);
+      uint8_t *byteininit = (uint8_t *)in;
+      uint8_t *bytein = (uint8_t *)in + bytesize;
+      bytein += encodeOneIntegerToByteArray(key - previous_key, bytein);
+      while (needPaddingTo32Bits(bytein)) {
+          *bytein++ = 0xFF;
+      }
+      size_t storageinbytes = bytein - byteininit;
+      assert((storageinbytes % 4) == 0);
+      return storageinbytes / 4;
+  }*/
+
+  // append a key. Keys must be in sorted order. We assume that there is
+  // enough room and that delta encoding was used.
+  // Returns the new size of the compressed array *in bytes*
+  size_t appendToByteArray(uint8_t *in, const size_t bytesize,
+                           uint32_t previous_key, uint32_t key) {
+    assert(delta); // no performance impact expected.
+    uint8_t *byteininit = (uint8_t *)in;
+    uint8_t *bytein = (uint8_t *)in + bytesize;
+    bytein += encodeOneIntegerToByteArray(key - previous_key, bytein);
+    return bytein - byteininit;
+  }
+
+  // insert the key in sorted order. We assume that there is enough room
+  // and that delta encoding was used.
+  size_t insert(uint32_t *in, const size_t length, uint32_t key) {
+    assert(delta);
+    size_t bytesize = length * 4;
+    bytesize -= paddingBytes(in, length);
+    uint8_t *bytein = (uint8_t *)in;
+    uint8_t *byteininit = bytein;
+    bytein += insertInByteArray(bytein, bytesize, key);
+
+    while (needPaddingTo32Bits(bytein)) {
+      *bytein++ = 0xFF;
+    }
+    size_t storageinbytes = bytein - byteininit;
+    assert((storageinbytes % 4) == 0);
+    return storageinbytes / 4;
+  }
+
+  // insert the key in sorted order. We assume that there is enough room and
+  // that delta encoding was used.
+  // the new size (in *byte) is returned
+  size_t insertInByteArray(uint8_t *inbyte, const size_t length, uint32_t key) {
+    uint32_t prev = 0;
+    assert(delta);
+    const uint8_t *const endbyte =
+        reinterpret_cast<const uint8_t *>(inbyte + length);
+    // this assumes that there is a value to be read
+
+    while (endbyte > inbyte + 5) {
+      uint8_t c;
+      uint32_t v;
+
+      c = inbyte[0];
+      v = c & 0x7F;
+      if (c < 128) {
+        inbyte += 1;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[1];
+      v |= (c & 0x7F) << 7;
+      if (c < 128) {
+        inbyte += 2;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[2];
+      v |= (c & 0x7F) << 14;
+      if (c < 128) {
+        inbyte += 3;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[3];
+      v |= (c & 0x7F) << 21;
+      if (c < 128) {
+        inbyte += 4;
+        prev = v + prev;
+        if (prev >= key) {
+          return length +
+                 __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+        }
+        continue;
+      }
+
+      c = inbyte[4];
+      inbyte += 5;
+      v |= (c & 0x0F) << 28;
+      prev = v + prev;
+      if (prev >= key) {
+        return length + __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+      }
+    }
+    while (endbyte > inbyte) {
+      unsigned int shift = 0;
+      for (uint32_t v = 0; endbyte > inbyte; shift += 7) {
+        uint8_t c = *inbyte++;
+        v += ((c & 127) << shift);
+        if ((c < 128)) {
+          prev = v + prev;
+          if (prev >= key) {
+            return length +
+                   __insert(inbyte, prev - v, key, prev, endbyte - inbyte);
+          }
+          break;
+        }
+      }
+    }
+    // if we make it here, then we need to append
+    assert(key >= prev);
+    return length + encodeOneIntegerToByteArray(key - prev, inbyte);
+  }
+
+  // Returns a decompressed value in an encoded array
+  // could be greatly optimized in the non-differential coding case: currently
+  // just for delta coding
+  uint32_t select(uint32_t *in, size_t index) {
+    assert(delta);
+    uint32_t prev = 0;
+    size_t i = 0;
+    const uint8_t *inbyte = reinterpret_cast<const uint8_t *>(in);
+
+    while (i <= index) {
+      uint8_t c;
+      uint32_t v;
+
+      c = inbyte[0];
+      v = c & 0x7F;
+      if (c < 128) {
+        inbyte += 1;
+        prev = v + prev;
+        ++i;
+        continue;
+      }
+
+      c = inbyte[1];
+      v |= (c & 0x7F) << 7;
+      if (c < 128) {
+        inbyte += 2;
+        prev = v + prev;
+        ++i;
+        continue;
+      }
+
+      c = inbyte[2];
+      v |= (c & 0x7F) << 14;
+      if (c < 128) {
+        inbyte += 3;
+        prev = v + prev;
+        ++i;
+        continue;
+      }
+
+      c = inbyte[3];
+      v |= (c & 0x7F) << 21;
+      if (c < 128) {
+        inbyte += 4;
+        prev = v + prev;
+        ++i;
+        continue;
+      }
+
+      c = inbyte[4];
+      inbyte += 5;
+      v |= (c & 0x0F) << 28;
+      prev = v + prev;
+      ++i;
+    }
+    assert(i == index + 1);
+    return prev;
+  }
+
+  std::string name() const {
+    if (delta)
+      return "VByteDelta";
+    else
+      return "VByte";
+  }
+
+private:
+  // convenience function used by insert, writes key and newvalue to compressed
+  // stream, and return
+  // extra storage used, pointer should be right after where nextvalue is right
+  // now
+  size_t __insert(uint8_t *in, uint32_t previous, uint32_t key,
+                  uint32_t nextvalue, size_t followingbytes) {
+    assert(nextvalue >= key);
+    assert(key >= previous);
+    size_t oldstorage = storageCost(nextvalue - previous);
+    size_t newstorage =
+        storageCost(nextvalue - key) + storageCost(key - previous);
+    assert(newstorage >= oldstorage);
+    if (newstorage > oldstorage)
+      std::memmove(in + newstorage - oldstorage, in, followingbytes);
+    uint8_t *newin = in - oldstorage;
+    newin += encodeOneIntegerToByteArray(key - previous, newin);
+    newin += encodeOneIntegerToByteArray(nextvalue - key, newin);
+    assert(newin == in + newstorage - oldstorage);
+    return newstorage - oldstorage;
+  }
+
+  template <uint32_t i> uint8_t extract7bits(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)) & ((1U << 7) - 1));
+  }
+
+  template <uint32_t i> uint8_t extract7bitsmaskless(const uint32_t val) {
+    return static_cast<uint8_t>((val >> (7 * i)));
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_VARIABLEBYTE_H_ */
diff --git a/include/SIMDCompressionAndIntersection/varintgb.h b/include/SIMDCompressionAndIntersection/varintgb.h
new file mode 100644
index 0000000..769b75b
--- /dev/null
+++ b/include/SIMDCompressionAndIntersection/varintgb.h
@@ -0,0 +1,929 @@
+/*
+ * varintgb.h
+ *
+ *  Created on: Jul 25, 2013
+ *      Author: lemire
+ */
+
+#ifndef SIMDCompressionAndIntersection_VARINTGB_H_
+#define SIMDCompressionAndIntersection_VARINTGB_H_
+
+#include "common.h"
+#include "codecs.h"
+#include "variablebyte.h"
+
+namespace SIMDCompressionLib {
+
+using namespace std;
+
+static uint8_t group_size[] = {
+    4,  5,  6,  7,  5,  6,  7,  8,  6,  7,  8,  9,  7,  8,  9,  10, 5,  6,  7,
+    8,  6,  7,  8,  9,  7,  8,  9,  10, 8,  9,  10, 11, 6,  7,  8,  9,  7,  8,
+    9,  10, 8,  9,  10, 11, 9,  10, 11, 12, 7,  8,  9,  10, 8,  9,  10, 11, 9,
+    10, 11, 12, 10, 11, 12, 13, 5,  6,  7,  8,  6,  7,  8,  9,  7,  8,  9,  10,
+    8,  9,  10, 11, 6,  7,  8,  9,  7,  8,  9,  10, 8,  9,  10, 11, 9,  10, 11,
+    12, 7,  8,  9,  10, 8,  9,  10, 11, 9,  10, 11, 12, 10, 11, 12, 13, 8,  9,
+    10, 11, 9,  10, 11, 12, 10, 11, 12, 13, 11, 12, 13, 14, 6,  7,  8,  9,  7,
+    8,  9,  10, 8,  9,  10, 11, 9,  10, 11, 12, 7,  8,  9,  10, 8,  9,  10, 11,
+    9,  10, 11, 12, 10, 11, 12, 13, 8,  9,  10, 11, 9,  10, 11, 12, 10, 11, 12,
+    13, 11, 12, 13, 14, 9,  10, 11, 12, 10, 11, 12, 13, 11, 12, 13, 14, 12, 13,
+    14, 15, 7,  8,  9,  10, 8,  9,  10, 11, 9,  10, 11, 12, 10, 11, 12, 13, 8,
+    9,  10, 11, 9,  10, 11, 12, 10, 11, 12, 13, 11, 12, 13, 14, 9,  10, 11, 12,
+    10, 11, 12, 13, 11, 12, 13, 14, 12, 13, 14, 15, 10, 11, 12, 13, 11, 12, 13,
+    14, 12, 13, 14, 15, 13, 14, 15, 16};
+
+/**
+ * Group VarInt.
+ *
+ * Implemented and designed by D. Lemire based on a talk by Jeff Dean (Google),
+ * optimized by N. Kurz.
+ */
+
+template <bool delta = false> class VarIntGB : public IntegerCODEC {
+public:
+  void encodeArray(uint32_t *in, const size_t length, uint32_t *out,
+                   size_t &nvalue) {
+    uint8_t *bout = reinterpret_cast<uint8_t *>(out);
+    const uint8_t *const initbout = reinterpret_cast<uint8_t *>(out);
+    *out = static_cast<uint32_t>(length);
+    bout += 4;
+    bout = headlessEncode(in, length, 0, bout);
+
+    while (needPaddingTo32Bits(bout)) {
+      *bout++ = 0;
+    }
+    const size_t storageinbytes = bout - initbout;
+    assert((storageinbytes % 4) == 0);
+    nvalue = storageinbytes / 4;
+  }
+
+  void encodeToByteArray(uint32_t *in, const size_t length, uint8_t *bout,
+                         size_t &nvalue) {
+    const uint8_t *const initbout = bout;
+    *(uint32_t *)bout = static_cast<uint32_t>(length);
+    bout += 4;
+    bout = headlessEncode(in, length, 0, bout);
+    nvalue = bout - initbout;
+  }
+
+  const uint32_t *decodeArray(const uint32_t *in, const size_t length,
+                              uint32_t *out, size_t &nvalue) {
+    if (length == 0) {
+      nvalue = 0;
+      return in;
+    }
+    const uint8_t *inbyte = reinterpret_cast<const uint8_t *>(in);
+    nvalue = *in;
+    inbyte += 4;
+    size_t decoded =
+        headlessDecode(inbyte, (length - 1) * sizeof(uint32_t), 0, out, nvalue);
+    assert(decoded == nvalue);
+    return in + length;
+  }
+
+  const uint8_t *decodeFromByteArray(const uint8_t *inbyte, const size_t length,
+                                     uint32_t *out, size_t &nvalue) {
+    if (length == 0) {
+      nvalue = 0;
+      return inbyte;
+    }
+    nvalue = *(uint32_t *)inbyte;
+    inbyte += 4;
+    size_t decoded = headlessDecode(inbyte, length - 4, 0, out, nvalue);
+    assert(decoded == nvalue);
+    return inbyte + length;
+  }
+
+  // appends a key
+  // return the new size in bytes
+  size_t appendToByteArray(uint8_t *in, const size_t length, uint32_t previous,
+                           uint32_t value) {
+    uint32_t num_ints = *(uint32_t *)in;
+    uint8_t *bout = reinterpret_cast<uint8_t *>(in + 4);
+    uint8_t *bend = in + (length == 0 ? 4 : length);
+
+    if (delta)
+      value -= previous;
+
+    uint8_t *keyp;
+    int shift;
+
+    // fast-forward to the last block
+    if (num_ints % 4 != 0) {
+      uint32_t size = 0;
+      do {
+        bout += size;
+        size = 1 + group_size[*bout];
+      } while (bout + size < bend);
+      keyp = bout;
+      bout = bend;
+      shift = (num_ints % 4) * 2;
+    } else {
+      keyp = bend;
+      bout = keyp + 1;
+      *keyp = 0;
+      shift = 0;
+    }
+
+    if (value < (1U << 8)) {
+      *bout++ = static_cast<uint8_t>(value);
+    } else if (value < (1U << 16)) {
+      *bout++ = static_cast<uint8_t>(value);
+      *bout++ = static_cast<uint8_t>(value >> 8);
+      *keyp |= (1 << shift);
+    } else if (value < (1U << 24)) {
+      *bout++ = static_cast<uint8_t>(value);
+      *bout++ = static_cast<uint8_t>(value >> 8);
+      *bout++ = static_cast<uint8_t>(value >> 16);
+      *keyp |= (2 << shift);
+    } else {
+      // the compiler will do the right thing
+      *reinterpret_cast<uint32_t *>(bout) = value;
+      bout += 4;
+      *keyp |= (3 << shift);
+    }
+
+    *(uint32_t *)in = num_ints + 1;
+    return bout - in;
+  }
+
+  // insert the key in sorted order. We assume that there is enough room and
+  // that delta encoding was used.
+  size_t insert(uint32_t *in, const size_t length, uint32_t key) {
+    size_t bytesize = length * 4;
+    uint8_t *bytein = (uint8_t *)in;
+    uint8_t *byteininit = bytein;
+    size_t bl = insertInByteArray(bytein, bytesize, key);
+    bytein += bl;
+
+    while (needPaddingTo32Bits(bytein)) {
+      *bytein++ = 0;
+    }
+    size_t storageinbytes = bytein - byteininit;
+    assert((storageinbytes % 4) == 0);
+    return storageinbytes / 4;
+  }
+
+  // insert the key in sorted order. We assume that there is enough room and
+  // that delta encoding was used.
+  // the new size is returned (in bytes)
+  size_t insertInByteArray(uint8_t *inbyte, size_t length, uint32_t key) {
+    if (length == 0) {
+      *((uint32_t *)inbyte) = 0;
+      length = 4;
+    }
+    uint8_t *finalinbyte = inbyte + length;
+    const uint8_t *const initinbyte = inbyte;
+    uint32_t nvalue = *((uint32_t *)inbyte);
+    *((uint32_t *)inbyte) = nvalue + 1; // incrementing
+    inbyte += 4;                        // skip nvalue
+    assert(delta);
+    uint32_t initial = 0;
+    size_t i = 0;
+    while (i + 3 < nvalue) {
+      uint32_t copyinitial = initial;
+      const uint8_t *const newinbyte =
+          scanGroupVarIntDelta(inbyte, &copyinitial);
+      if (copyinitial >= key) {
+        goto finish;
+      }
+      inbyte = (uint8_t *)newinbyte;
+      initial = copyinitial;
+      i += 4;
+    }
+  finish:
+    assert(finalinbyte >= inbyte);
+    assert(i <= nvalue);
+    static const int REASONABLEBUFFER = 256;
+    if (nvalue - i + 1 > REASONABLEBUFFER) {
+      if (nvalue == i) { // straight append
+        const uint8_t *const newfinalinbyte =
+            headlessEncode(&key, 1, initial, inbyte);
+        return newfinalinbyte - initinbyte;
+      }
+      if (nvalue - i <= 4) {
+        // easy case
+        uint32_t tmpbuffer[5];
+        tmpbuffer[0] = key;
+        size_t decoded = headlessDecode(inbyte, finalinbyte - inbyte, initial,
+                                        tmpbuffer + 1, nvalue - i);
+        assert(decoded == nvalue - i);
+        sortinfirstvalue(tmpbuffer, nvalue - i);
+        const uint8_t *const newfinalinbyte =
+            headlessEncode(tmpbuffer, nvalue - i + 1, initial, inbyte);
+        return newfinalinbyte - initinbyte;
+      }
+      // harder case
+      // this part is a bit complicated since we need to merge in the key
+      uint32_t readinitial = initial;
+      uint32_t tmpbuffer[5];
+      tmpbuffer[0] = key;
+      const uint8_t *readinginbyte =
+          decodeGroupVarIntDelta(inbyte, &readinitial, tmpbuffer + 1);
+      assert(tmpbuffer[4] >= key);
+      assert(readinginbyte > inbyte);
+
+      sortinfirstvalue(tmpbuffer, nvalue - i);
+      i += 4;
+
+      // initialize blocks
+
+      Block b1, b2;
+
+      Block *block1 = &b1;
+      Block *block2 = &b2;
+      Block *blocktmp;
+
+      // load block1
+
+      uint8_t *fb = encodeGroupVarIntDelta(block1->data, initial, tmpbuffer);
+
+      block1->length = static_cast<uint32_t>(fb - block1->data);
+      uint32_t nextval = tmpbuffer[4] - tmpbuffer[3];
+      uint32_t newsel = getByteLength(nextval) - 1;
+      // everything after that is just going to be shifting
+      while (nvalue - i >= 4) {
+
+        // load block 2
+        assert(readinginbyte >= inbyte);
+        readinginbyte = loadblock(block2, readinginbyte);
+        i += 4;
+        // shift in block 1
+        shiftin(block2, &nextval, &newsel);
+        // write block1
+        memcpy(inbyte, block1->data, block1->length);
+        inbyte += block1->length;
+        // block1 = block2
+        blocktmp = block1;
+        block1 = block2;
+        block2 = blocktmp;
+      }
+      if (nvalue != i) {
+        readinginbyte = loadblockcarefully(block2, readinginbyte, nvalue - i);
+        finalshiftin(block2, nextval, newsel,
+                     nvalue - i + 1); // nextval is useless here
+        memcpy(inbyte, block1->data, block1->length);
+        inbyte += block1->length;
+        memcpy(inbyte, block2->data, block2->length);
+        inbyte += block2->length;
+        return inbyte - initinbyte;
+      } else {
+        memcpy(inbyte, block1->data, block1->length);
+        inbyte += block1->length;
+        inbyte[0] = newsel;
+        inbyte++;
+        memcpy(inbyte, &nextval, newsel + 1);
+        inbyte += newsel + 1;
+        return inbyte - initinbyte;
+      }
+      // we are using brute force here, by decoding everything to a buffer and
+      // then reencoding.
+    } else {
+      uint32_t tmpbuffer[REASONABLEBUFFER];
+      assert(tmpbuffer);
+      tmpbuffer[0] = key;
+      if (nvalue != i) {
+        size_t decoded = headlessDecode(inbyte, finalinbyte - inbyte, initial,
+                                        tmpbuffer + 1, nvalue - i);
+        assert(decoded == nvalue - i);
+        sortinfirstvalue(tmpbuffer, nvalue - i);
+      }
+      const uint8_t *const newfinalinbyte =
+          headlessEncode(tmpbuffer, nvalue - i + 1, initial, inbyte);
+      return newfinalinbyte - initinbyte;
+    }
+  }
+
+  // Performs a lower bound find in the encoded array.
+  // Returns the index
+  // assumes delta coding was used
+  size_t findLowerBound(const uint32_t *in, const size_t length, uint32_t key,
+                        uint32_t *presult) {
+    const uint8_t *inbyte = reinterpret_cast<const uint8_t *>(in);
+    uint32_t out[4] = {0};
+    assert(delta);
+    size_t i = 0;
+    uint32_t initial = 0;
+    uint32_t nvalue = *in;
+
+    inbyte += 4; // skip nvalue
+
+    const uint8_t *const endbyte =
+        reinterpret_cast<const uint8_t *>(in + length);
+    while (i + 3 < nvalue) {
+      uint32_t gap1, gap2, gap3, gap4;
+      uint32_t gap12, gap34;
+
+      const uint32_t sel = *inbyte++;
+      if (sel == 0) {
+        gap1 = static_cast<uint32_t>(inbyte[0]);
+        gap2 = static_cast<uint32_t>(inbyte[1]);
+        gap12 = gap1 + gap2;
+        gap3 = static_cast<uint32_t>(inbyte[2]);
+        gap4 = static_cast<uint32_t>(inbyte[3]);
+        gap34 = gap3 + gap4;
+        inbyte += 4;
+      } else {
+        const uint32_t sel1 = (sel & 3);
+        gap1 = *(reinterpret_cast<const uint32_t *>(inbyte)) & mask[sel1];
+        inbyte += sel1 + 1;
+        const uint32_t sel2 = ((sel >> 2) & 3);
+        gap2 = *(reinterpret_cast<const uint32_t *>(inbyte)) & mask[sel2];
+        gap12 = gap1 + gap2;
+        inbyte += sel2 + 1;
+        const uint32_t sel3 = ((sel >> 4) & 3);
+        gap3 = *(reinterpret_cast<const uint32_t *>(inbyte)) & mask[sel3];
+        inbyte += sel3 + 1;
+        const uint32_t sel4 = (sel >> 6);
+        gap4 = *(reinterpret_cast<const uint32_t *>(inbyte)) & mask[sel4];
+        gap34 = gap3 + gap4;
+        inbyte += sel4 + 1;
+      }
+      initial += gap12 + gap34;
+      if (key <= initial) {
+        if (key <= initial - gap34 - gap2) {
+          *presult = initial - gap34 - gap2;
+          return (i + 0);
+        }
+        if (key <= initial - gap34) {
+          *presult = initial - gap34;
+          return (i + 1);
+        }
+        if (key <= initial - gap4) {
+          *presult = initial - gap4;
+          return (i + 2);
+        }
+        *presult = initial;
+        return (i + 3);
+      }
+      i += 4;
+    }
+    if (endbyte > inbyte && nvalue > i) {
+      uint32_t tnvalue = static_cast<uint32_t>(nvalue - 1 - i);
+      inbyte = decodeCarefully(inbyte, &initial, out, tnvalue);
+      assert(inbyte <= endbyte);
+      if (key <= out[0]) {
+        *presult = out[0];
+        return (i + 0);
+      }
+      if (tnvalue > 0 && key <= out[1]) {
+        *presult = out[1];
+        return (i + 1);
+      }
+      if (tnvalue > 1 && key <= out[2]) {
+        *presult = out[2];
+        return (i + 2);
+      }
+      if (tnvalue > 2 && key <= out[3]) {
+        *presult = out[3];
+        return (i + 3);
+      }
+    }
+    assert(false);
+    *presult = key + 1;
+    return (i);
+  }
+
+  // Returns a decompressed value in an encoded array
+  // This code has been optimized for delta-encoded arrays (TODO: optimize for
+  // the regular case).
+  uint32_t select(uint32_t *in, size_t index) {
+    const uint8_t *inbyte = reinterpret_cast<const uint8_t *>(in);
+    uint32_t out[4];
+    out[0] = 0;
+    out[1] = 0;
+    out[2] = 0;
+    out[3] = 0;
+    size_t i = 0;
+    uint32_t initial = 0;
+    uint32_t nvalue = *in;
+    inbyte += 4; // skip nvalue
+    if (index + 3 <
+        nvalue) { // this common case can be done with fewer branches
+      while (i + 4 <= index) {
+        inbyte = delta ? scanGroupVarIntDelta(inbyte, &initial)
+                       : scanGroupVarInt(inbyte); // note: delta known at
+                                                  // compile time: this is not a
+                                                  // branch
+        i += 4;
+      }
+      inbyte = delta ? decodeGroupVarIntDelta(inbyte, &initial, out)
+                     : decodeGroupVarInt(inbyte, out); // note: delta known at
+                                                       // compile time: this is
+                                                       // not a branch
+      return (out[index - i]);
+    } // else
+    // we finish with the uncommon case
+    while (i + 3 < index) { // a single branch will do for this case (bulk of
+                            // the computation)
+      inbyte = delta ? scanGroupVarIntDelta(inbyte, &initial)
+                     : scanGroupVarInt(inbyte);
+      i += 4;
+    }
+    // lots of branching ahead...
+    while (i + 3 < nvalue) {
+      inbyte = delta ? decodeGroupVarIntDelta(inbyte, &initial, out)
+                     : decodeGroupVarInt(inbyte, out);
+      i += 4;
+      if (i > index)
+        return (out[index - (i - 4)]);
+    }
+    {
+      nvalue = static_cast<uint32_t>(nvalue - i);
+      inbyte = decodeCarefully(inbyte, &initial, out, nvalue);
+      if (index == i)
+        return (out[0]);
+      if (nvalue > 1 && index == i + 1)
+        return (out[1]);
+      if (nvalue > 2 && index == i + 2)
+        return (out[2]);
+      if (nvalue > 3 && index == i + 3)
+        return (out[3]);
+    }
+    assert(false); // we should never get here
+    return (0);
+  }
+
+  string name() const {
+    if (delta)
+      return "varintgbdelta";
+    else
+      return "varintgb";
+  }
+
+  uint8_t *headlessEncode(uint32_t *in, const size_t length, uint32_t prev,
+                          uint8_t *bout) {
+    size_t k = 0;
+    for (; k + 3 < length; k += 4) {
+      uint8_t *keyp = bout++;
+      *keyp = 0;
+      {
+        const uint32_t val = delta ? in[k] - prev : in[k];
+        if (delta)
+          prev = in[k];
+        if (val < (1U << 8)) {
+          *bout++ = static_cast<uint8_t>(val);
+        } else if (val < (1U << 16)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *keyp = static_cast<uint8_t>(1);
+        } else if (val < (1U << 24)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *bout++ = static_cast<uint8_t>(val >> 16);
+          *keyp = static_cast<uint8_t>(2);
+        } else {
+          // the compiler will do the right thing
+          *reinterpret_cast<uint32_t *>(bout) = val;
+          bout += 4;
+          *keyp = static_cast<uint8_t>(3);
+        }
+      }
+      {
+        const uint32_t val = delta ? in[k + 1] - prev : in[k + 1];
+        if (delta)
+          prev = in[k + 1];
+        if (val < (1U << 8)) {
+          *bout++ = static_cast<uint8_t>(val);
+        } else if (val < (1U << 16)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *keyp |= static_cast<uint8_t>(1 << 2);
+        } else if (val < (1U << 24)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *bout++ = static_cast<uint8_t>(val >> 16);
+          *keyp |= static_cast<uint8_t>(2 << 2);
+        } else {
+          // the compiler will do the right thing
+          *reinterpret_cast<uint32_t *>(bout) = val;
+          bout += 4;
+          *keyp |= static_cast<uint8_t>(3 << 2);
+        }
+      }
+      {
+        const uint32_t val = delta ? in[k + 2] - prev : in[k + 2];
+        if (delta)
+          prev = in[k + 2];
+        if (val < (1U << 8)) {
+          *bout++ = static_cast<uint8_t>(val);
+        } else if (val < (1U << 16)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *keyp |= static_cast<uint8_t>(1 << 4);
+        } else if (val < (1U << 24)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *bout++ = static_cast<uint8_t>(val >> 16);
+          *keyp |= static_cast<uint8_t>(2 << 4);
+        } else {
+          // the compiler will do the right thing
+          *reinterpret_cast<uint32_t *>(bout) = val;
+          bout += 4;
+          *keyp |= static_cast<uint8_t>(3 << 4);
+        }
+      }
+      {
+        const uint32_t val = delta ? in[k + 3] - prev : in[k + 3];
+        if (delta)
+          prev = in[k + 3];
+        if (val < (1U << 8)) {
+          *bout++ = static_cast<uint8_t>(val);
+        } else if (val < (1U << 16)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *keyp |= static_cast<uint8_t>(1 << 6);
+        } else if (val < (1U << 24)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *bout++ = static_cast<uint8_t>(val >> 16);
+          *keyp |= static_cast<uint8_t>(2 << 6);
+        } else {
+          // the compiler will do the right thing
+          *reinterpret_cast<uint32_t *>(bout) = val;
+          bout += 4;
+          *keyp |= static_cast<uint8_t>(3 << 6);
+        }
+      }
+    }
+    if (k < length) {
+      uint8_t *keyp = bout++;
+      *keyp = 0;
+      for (int j = 0; k < length && j < 8; j += 2, ++k) {
+        const uint32_t val = delta ? in[k] - prev : in[k];
+        if (delta)
+          prev = in[k];
+        if (val < (1U << 8)) {
+          *bout++ = static_cast<uint8_t>(val);
+        } else if (val < (1U << 16)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *keyp |= static_cast<uint8_t>(1 << j);
+        } else if (val < (1U << 24)) {
+          *bout++ = static_cast<uint8_t>(val);
+          *bout++ = static_cast<uint8_t>(val >> 8);
+          *bout++ = static_cast<uint8_t>(val >> 16);
+          *keyp |= static_cast<uint8_t>(2 << j);
+        } else {
+          // the compiler will do the right thing
+          *reinterpret_cast<uint32_t *>(bout) = val;
+          bout += 4;
+          *keyp |= static_cast<uint8_t>(3 << j);
+        }
+      }
+    }
+    return bout;
+  }
+
+  // returns how many values were decoded to out, will try to decode
+  // desirednumber
+  // if input allows.
+  size_t headlessDecode(const uint8_t *inbyte, const size_t length,
+                        uint32_t prev, uint32_t *out,
+                        const size_t desirednumber) {
+
+    uint32_t *initout = out;
+    const uint32_t *const endout = out + desirednumber;
+    const uint8_t *const endbyte = inbyte + length;
+    uint32_t val;
+    while ((endbyte > inbyte + 4 * 4)) { //&& (endout > out + 3)
+      inbyte = delta ? decodeGroupVarIntDelta(inbyte, &prev, out)
+                     : decodeGroupVarInt(inbyte, out);
+      out += 4;
+    }
+    while (endbyte > inbyte + 1) {
+      uint8_t key = *inbyte++;
+      // printf("last key is %u \n",key);
+      for (int k = 0; (k < 4) && (endout > out); k++) {
+        const uint32_t howmanybyte = key & 3;
+        // printf("last key is %u howmanybyte = %u \n",key, howmanybyte+1);
+
+        key = static_cast<uint8_t>(key >> 2);
+        val = static_cast<uint32_t>(*inbyte++);
+        if (howmanybyte >= 1) {
+          val |= (static_cast<uint32_t>(*inbyte++) << 8);
+          if (howmanybyte >= 2) {
+            val |= (static_cast<uint32_t>(*inbyte++) << 16);
+            if (howmanybyte >= 3) {
+              val |= (static_cast<uint32_t>(*inbyte++) << 24);
+            }
+          }
+        }
+        // printf("decoded %u\n",val);
+        prev = (delta ? prev : 0) + val;
+        // printf("writing %u\n",prev);
+
+        *out++ = prev;
+      }
+      assert(inbyte <= endbyte);
+    }
+    return out - initout;
+  }
+
+private:
+  const uint32_t mask[4] = {0xFF, 0xFFFF, 0xFFFFFF, 0xFFFFFFFF};
+
+  void sortinfirstvalue(uint32_t *tmpbuffer, size_t length) {
+    size_t top = length < 4 ? length : 4;
+
+    for (size_t j = 0; j < top; ++j) {
+      if (tmpbuffer[j] > tmpbuffer[j + 1]) {
+        uint32_t t = tmpbuffer[j + 1];
+        tmpbuffer[j + 1] = tmpbuffer[j];
+        tmpbuffer[j] = t;
+      }
+    }
+  }
+
+  const uint8_t *decodeGroupVarInt(const uint8_t *in, uint32_t *out) {
+    const uint32_t sel = *in++;
+    if (sel == 0) {
+      out[0] = static_cast<uint32_t>(in[0]);
+      out[1] = static_cast<uint32_t>(in[1]);
+      out[2] = static_cast<uint32_t>(in[2]);
+      out[3] = static_cast<uint32_t>(in[3]);
+      return in + 4;
+    }
+    const uint32_t sel1 = (sel & 3);
+    *out++ = *((uint32_t *)(in)) & mask[sel1];
+    in += sel1 + 1;
+    const uint32_t sel2 = ((sel >> 2) & 3);
+    *out++ = *((uint32_t *)(in)) & mask[sel2];
+    in += sel2 + 1;
+    const uint32_t sel3 = ((sel >> 4) & 3);
+    *out++ = *((uint32_t *)(in)) & mask[sel3];
+    in += sel3 + 1;
+    const uint32_t sel4 = (sel >> 6);
+    *out++ = *((uint32_t *)(in)) & mask[sel4];
+    in += sel4 + 1;
+    return in;
+  }
+
+  const uint8_t *decodeGroupVarIntDelta(const uint8_t *in, uint32_t *val,
+                                        uint32_t *out) {
+    const uint32_t sel = *in++;
+    if (sel == 0) {
+      out[0] = (*val += static_cast<uint32_t>(in[0]));
+      out[1] = (*val += static_cast<uint32_t>(in[1]));
+      out[2] = (*val += static_cast<uint32_t>(in[2]));
+      out[3] = (*val += static_cast<uint32_t>(in[3]));
+      return in + 4;
+    }
+    const uint32_t sel1 = (sel & 3);
+    *val += *((uint32_t *)(in)) & mask[sel1];
+    *out++ = *val;
+    in += sel1 + 1;
+    const uint32_t sel2 = ((sel >> 2) & 3);
+    *val += *((uint32_t *)(in)) & mask[sel2];
+    *out++ = *val;
+    in += sel2 + 1;
+    const uint32_t sel3 = ((sel >> 4) & 3);
+    *val += *((uint32_t *)(in)) & mask[sel3];
+    *out++ = *val;
+    in += sel3 + 1;
+    const uint32_t sel4 = (sel >> 6);
+    *val += *((uint32_t *)(in)) & mask[sel4];
+    *out++ = *val;
+    in += sel4 + 1;
+    return in;
+  }
+
+  const uint8_t *decodeCarefully(const uint8_t *inbyte, uint32_t *initial,
+                                 uint32_t *out, uint32_t count) {
+    uint32_t val;
+    uint32_t k, key = *inbyte++;
+    for (k = 0; k < count && k < 4; k++) {
+      const uint32_t howmanybyte = key & 3;
+      key = static_cast<uint8_t>(key >> 2);
+      val = static_cast<uint32_t>(*inbyte++);
+      if (howmanybyte >= 1) {
+        val |= (static_cast<uint32_t>(*inbyte++) << 8);
+        if (howmanybyte >= 2) {
+          val |= (static_cast<uint32_t>(*inbyte++) << 16);
+          if (howmanybyte >= 3) {
+            val |= (static_cast<uint32_t>(*inbyte++) << 24);
+          }
+        }
+      }
+      if (delta) {
+        *initial += val;
+        *out = *initial;
+      } else {
+        *out = val;
+      }
+      out++;
+    }
+    return (inbyte);
+  }
+
+  const uint8_t *scanGroupVarIntDelta(const uint8_t *in, uint32_t *val) {
+    const uint32_t sel = *in++;
+    if (sel == 0) {
+      *val += static_cast<uint32_t>(in[0]);
+      *val += static_cast<uint32_t>(in[1]);
+      *val += static_cast<uint32_t>(in[2]);
+      *val += static_cast<uint32_t>(in[3]);
+      return in + 4;
+    }
+    const uint32_t sel1 = (sel & 3);
+    *val += *(reinterpret_cast<const uint32_t *>(in)) & mask[sel1];
+    in += sel1 + 1;
+    const uint32_t sel2 = ((sel >> 2) & 3);
+    *val += *(reinterpret_cast<const uint32_t *>(in)) & mask[sel2];
+    in += sel2 + 1;
+    const uint32_t sel3 = ((sel >> 4) & 3);
+    *val += *(reinterpret_cast<const uint32_t *>(in)) & mask[sel3];
+    in += sel3 + 1;
+    const uint32_t sel4 = (sel >> 6);
+    *val += *(reinterpret_cast<const uint32_t *>(in)) & mask[sel4];
+    in += sel4 + 1;
+    return in;
+  }
+
+  const uint8_t *scanGroupVarInt(const uint8_t *in) {
+    const uint32_t sel = *in++;
+    if (sel == 0) {
+      return in + 4;
+    }
+    const uint32_t sel1 = (sel & 3);
+    in += sel1 + 1;
+    const uint32_t sel2 = ((sel >> 2) & 3);
+    in += sel2 + 1;
+    const uint32_t sel3 = ((sel >> 4) & 3);
+    in += sel3 + 1;
+    const uint32_t sel4 = (sel >> 6);
+    in += sel4 + 1;
+    return in;
+  }
+
+  // encode 4 integers
+  uint8_t *encodeGroupVarIntDelta(uint8_t *bout, uint32_t prev, uint32_t *in) {
+    uint8_t *keyp = bout++;
+    *keyp = 0;
+    {
+      const uint32_t val = in[0] - prev;
+      prev = in[0];
+      if (val < (1U << 8)) {
+        *bout++ = static_cast<uint8_t>(val);
+      } else if (val < (1U << 16)) {
+        *bout++ = static_cast<uint8_t>(val);
+        *bout++ = static_cast<uint8_t>(val >> 8);
+        *keyp = static_cast<uint8_t>(1);
+      } else if (val < (1U << 24)) {
+        *bout++ = static_cast<uint8_t>(val);
+        *bout++ = static_cast<uint8_t>(val >> 8);
+        *bout++ = static_cast<uint8_t>(val >> 16);
+        *keyp = static_cast<uint8_t>(2);
+      } else {
+        // the compiler will do the right thing
+        *reinterpret_cast<uint32_t *>(bout) = val;
+        bout += 4;
+        *keyp = static_cast<uint8_t>(3);
+      }
+    }
+    {
+      const uint32_t val = in[1] - prev;
+      prev = in[1];
+      if (val < (1U << 8)) {
+        *bout++ = static_cast<uint8_t>(val);
+      } else if (val < (1U << 16)) {
+        *bout++ = static_cast<uint8_t>(val);
+        *bout++ = static_cast<uint8_t>(val >> 8);
+        *keyp |= static_cast<uint8_t>(1 << 2);
+      } else if (val < (1U << 24)) {
+        *bout++ = static_cast<uint8_t>(val);
+        *bout++ = static_cast<uint8_t>(val >> 8);
+        *bout++ = static_cast<uint8_t>(val >> 16);
+        *keyp |= static_cast<uint8_t>(2 << 2);
+      } else {
+        // the compiler will do the right thing
+        *reinterpret_cast<uint32_t *>(bout) = val;
+        bout += 4;
+        *keyp |= static_cast<uint8_t>(3 << 2);
+      }
+    }
+    {
+      const uint32_t val = in[2] - prev;
+      prev = in[2];
+      if (val < (1U << 8)) {
+        *bout++ = static_cast<uint8_t>(val);
+      } else if (val < (1U << 16)) {
+        *bout++ = static_cast<uint8_t>(val);
+        *bout++ = static_cast<uint8_t>(val >> 8);
+        *keyp |= static_cast<uint8_t>(1 << 4);
+      } else if (val < (1U << 24)) {
+        *bout++ = static_cast<uint8_t>(val);
+        *bout++ = static_cast<uint8_t>(val >> 8);
+        *bout++ = static_cast<uint8_t>(val >> 16);
+        *keyp |= static_cast<uint8_t>(2 << 4);
+      } else {
+        // the compiler will do the right thing
+        *reinterpret_cast<uint32_t *>(bout) = val;
+        bout += 4;
+        *keyp |= static_cast<uint8_t>(3 << 4);
+      }
+    }
+    {
+      const uint32_t val = in[3] - prev;
+      prev = in[3];
+      if (val < (1U << 8)) {
+        *bout++ = static_cast<uint8_t>(val);
+      } else if (val < (1U << 16)) {
+        *bout++ = static_cast<uint8_t>(val);
+        *bout++ = static_cast<uint8_t>(val >> 8);
+        *keyp |= static_cast<uint8_t>(1 << 6);
+      } else if (val < (1U << 24)) {
+        *bout++ = static_cast<uint8_t>(val);
+        *bout++ = static_cast<uint8_t>(val >> 8);
+        *bout++ = static_cast<uint8_t>(val >> 16);
+        *keyp |= static_cast<uint8_t>(2 << 6);
+      } else {
+        // the compiler will do the right thing
+        *reinterpret_cast<uint32_t *>(bout) = val;
+        bout += 4;
+        *keyp |= static_cast<uint8_t>(3 << 6);
+      }
+    }
+    return bout;
+  }
+
+  uint32_t getByteLength(uint32_t val) {
+    if (val < (1U << 8)) {
+      return 1;
+    } else if (val < (1U << 16)) {
+      return 2;
+    } else if (val < (1U << 24)) {
+      return 3;
+    } else {
+      return 4;
+    }
+  }
+
+  struct Block {                 // should fit in two cache lines.
+    uint8_t data[4 * 4 + 1 + 3]; // the final +3 is a safety buffer
+    uint32_t length;
+  };
+
+  uint8_t lengths[256] = {
+      5,  6,  7,  8,  6,  7,  8,  9,  7,  8,  9,  10, 8,  9,  10, 11, 6,  7,
+      8,  9,  7,  8,  9,  10, 8,  9,  10, 11, 9,  10, 11, 12, 7,  8,  9,  10,
+      8,  9,  10, 11, 9,  10, 11, 12, 10, 11, 12, 13, 8,  9,  10, 11, 9,  10,
+      11, 12, 10, 11, 12, 13, 11, 12, 13, 14, 6,  7,  8,  9,  7,  8,  9,  10,
+      8,  9,  10, 11, 9,  10, 11, 12, 7,  8,  9,  10, 8,  9,  10, 11, 9,  10,
+      11, 12, 10, 11, 12, 13, 8,  9,  10, 11, 9,  10, 11, 12, 10, 11, 12, 13,
+      11, 12, 13, 14, 9,  10, 11, 12, 10, 11, 12, 13, 11, 12, 13, 14, 12, 13,
+      14, 15, 7,  8,  9,  10, 8,  9,  10, 11, 9,  10, 11, 12, 10, 11, 12, 13,
+      8,  9,  10, 11, 9,  10, 11, 12, 10, 11, 12, 13, 11, 12, 13, 14, 9,  10,
+      11, 12, 10, 11, 12, 13, 11, 12, 13, 14, 12, 13, 14, 15, 10, 11, 12, 13,
+      11, 12, 13, 14, 12, 13, 14, 15, 13, 14, 15, 16, 8,  9,  10, 11, 9,  10,
+      11, 12, 10, 11, 12, 13, 11, 12, 13, 14, 9,  10, 11, 12, 10, 11, 12, 13,
+      11, 12, 13, 14, 12, 13, 14, 15, 10, 11, 12, 13, 11, 12, 13, 14, 12, 13,
+      14, 15, 13, 14, 15, 16, 11, 12, 13, 14, 12, 13, 14, 15, 13, 14, 15, 16,
+      14, 15, 16, 17};
+
+  const uint8_t *loadblock(Block *b, const uint8_t *readinginbyte) {
+    b->length = lengths[readinginbyte[0]];
+    memcpy(b->data, readinginbyte, b->length);
+    return readinginbyte + b->length;
+  }
+
+  const uint8_t *loadblockcarefully(Block *b, const uint8_t *readinginbyte,
+                                    size_t howmanyvals) {
+    b->length = 1;
+    for (size_t k = 0; k < howmanyvals; ++k)
+      b->length += 1 + ((readinginbyte[0] >> (2 * k)) & 3);
+    memcpy(b->data, readinginbyte, b->length);
+    return readinginbyte + b->length;
+  }
+
+  void shiftin(Block *b, uint32_t *nextval, uint32_t *newsel) {
+    uint32_t offsettolastval = lengths[b->data[0] & 63] - 1;
+    uint32_t newnextsel = b->data[0] >> 6;
+    uint32_t newnextval;
+    memcpy(&newnextval, b->data + offsettolastval, 4);
+    newnextval &= mask[newnextsel];
+    // uint32_t newnextval =  *(reinterpret_cast<const uint32_t*>(b->data +
+    // offsettolastval)) & mask[newnextsel];
+    b->data[0] = (b->data[0] << 2) | *newsel;
+    std::memmove(b->data + 2 + *newsel, b->data + 1,
+                 b->length - 1 - 1 - newnextsel);
+    b->length = offsettolastval + 1 + *newsel;
+    std::memcpy(b->data + 1, nextval, *newsel + 1);
+    *nextval = newnextval;
+    *newsel = newnextsel;
+  }
+
+  void finalshiftin(Block *b, uint32_t nextval, uint32_t newsel,
+                    size_t howmany) {
+    b->data[0] = (b->data[0] << 2) | newsel;
+    std::memmove(b->data + 2 + newsel, b->data + 1, b->length - 1);
+    b->length = 1;
+    for (size_t k = 0; k < howmany; ++k)
+      b->length += 1 + ((b->data[0] >> (2 * k)) & 3);
+    std::memcpy(b->data + 1, &nextval, newsel + 1);
+  }
+};
+
+} // namespace SIMDCompressionLib
+
+#endif /* SIMDCompressionAndIntersection_VARINTGB_H_ */
diff --git a/include/compressedSetBit.h b/include/compressedSetBit.h
new file mode 100644
index 0000000..0fc43d2
--- /dev/null
+++ b/include/compressedSetBit.h
@@ -0,0 +1,90 @@
+#ifndef __COMPRESSED_SET_BIT_H__
+#define __COMPRESSED_SET_BIT_H__
+#include "codecfactory.h"
+#include "intersection.h"
+
+#include <vector>
+#include <algorithm> /* for sort, random_shuffle */
+
+using namespace SIMDCompressionLib;
+
+template <typename IndexSizeT>
+class CompressedSetBit {
+public:
+  CompressedSetBit(std::vector<uint32_t> idxList) {
+    nSetInts = idxList.size();
+
+    std::sort(idxList.begin(), idxList.end());
+    //std::cout << "\nAfter sorting:\n";
+    //for (size_t i = 0; i < idxList.size(); i++) std::cout << idxList[i] << " ";
+    //std::cout << "\n";
+    // We pick a CODEC
+    //IntegerCODEC &codec = *CODECFactory::getFromName("s4-bp128-dm");
+    IntegerCODEC &codec = *CODECFactory::getFromName("s4-fastpfor-d1");
+
+    std::vector<uint32_t> dat(idxList.size() + 1024);
+    //deltaCompressedSetList.resize(idxList.size() + 1024);
+    size_t compressedsize = dat.size();
+    codec.encodeArray(idxList.data(), idxList.size(), dat.data(),
+                      compressedsize);
+
+    dat.resize(compressedsize);
+    dat.shrink_to_fit();
+    nCompressedInts = compressedsize;
+    data_.reset(new uint32_t[compressedsize]);
+    std::copy(dat.begin(), dat.end(), data_.get());
+  }
+
+  void uncompress(std::vector<uint32_t>& idxList) {
+    //IntegerCODEC &codec = *CODECFactory::getFromName("s4-bp128-dm");
+    IntegerCODEC &codec = *CODECFactory::getFromName("s4-fastpfor-d1");
+    idxList.resize(nSetInts);
+    size_t compressedSize = nCompressedInts;//deltaCompressedSetList.size();
+    size_t originalSize = nSetInts;
+    codec.decodeArray(&data_[0], compressedSize,
+                      idxList.data(), originalSize);
+    idxList.resize(originalSize); //?? why do we need this?
+  }
+
+  size_t size_in_bytes() {
+    //std::cout << "  size: " << deltaCompressedSetList.size() << " ";
+    return sizeof(*this) + (sizeof(uint32_t) * nCompressedInts);
+  }
+
+  bool serialize(std::ostream& output) {
+    output.write(reinterpret_cast<const char*>(&nSetInts), sizeof(nSetInts));
+    output.write(reinterpret_cast<const char*>(&nCompressedInts), sizeof(nCompressedInts));
+    output.write(reinterpret_cast<const char*>(&data_[0]), sizeof(uint32_t) * nCompressedInts);
+    return true;
+  }
+
+  bool deserialize(std::istream& input) {
+    input.read(reinterpret_cast<char*>(&nSetInts), sizeof(nSetInts));
+    input.read(reinterpret_cast<char*>(&nCompressedInts), sizeof(nCompressedInts));
+    data_.reset(new uint32_t[nCompressedInts]);
+    input.read(reinterpret_cast<char*>(&data_[0]), sizeof(uint32_t) * nCompressedInts);
+    return true;
+  }
+
+private:
+  template <typename T>
+  friend inline bool operator==(const CompressedSetBit<T>& lhs, const CompressedSetBit<T>& rhs);
+  template <typename T>
+  friend inline bool operator!=(const CompressedSetBit<T>& lhs, const CompressedSetBit<T>& rhs);
+  //std::vector<uint32_t> deltaCompressedSetList;
+  std::unique_ptr<uint32_t[]> data_;
+  IndexSizeT nSetInts;
+  IndexSizeT nCompressedInts;
+};
+
+template <typename T>
+inline bool operator==(const CompressedSetBit<T>& lhs, const CompressedSetBit<T>& rhs) {
+  return (lhs.nCompressedInts == rhs.nCompressedInts) ? (std::memcmp(&lhs.data_[0], &rhs.data_[0], lhs.nCompressedInts) == 0) : false;
+}
+
+template <typename T>
+inline bool operator!=(const CompressedSetBit<T>& lhs, const CompressedSetBit<T>& rhs) {
+  return !(lhs == rhs);
+}
+
+#endif

From 8956213dd4d617c0d3fdd1d407fd53fcf3692371 Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Wed, 13 Jun 2018 12:44:32 -0400
Subject: [PATCH 013/122] added the new target walkEqcls

---
 src/CMakeLists.txt | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 8c642d5..cf8a8ca 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -29,6 +29,7 @@ add_executable(mantis
   mantis.cc)
 add_executable(monochromatic_component_iterator
 				monochromatic_component_iterator.cc)
+add_executable(walkEqcls walkEqcls.cc)
 
 target_include_directories(mantis PUBLIC
   $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
@@ -36,8 +37,12 @@ target_include_directories(mantis PUBLIC
 target_include_directories(monochromatic_component_iterator PUBLIC
   $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 
+target_include_directories(walkEqcls PUBLIC
+  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include> $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include/SIMDCompressionAndIntersection>)
 
 target_link_libraries(mantis
   mantis_core)
 target_link_libraries(monochromatic_component_iterator
 				mantis_core)
+target_link_libraries(walkEqcls
+				mantis_core)

From 4789ad1bc2c8bf523ac9d906b553632cd15374bb Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Sat, 23 Jun 2018 18:16:08 -0400
Subject: [PATCH 014/122] Adding two tests: ssbt on columns & unique delta bvs

---
 CMakeLists.txt                             |   2 +-
 include/monochromatic_component_iterator.h |  40 ++++-
 src/CMakeLists.txt                         |   2 +-
 src/monochromatic_component_iterator.cc    | 167 ++++++++++++++++++---
 src/walkEqcls.cc                           | 117 ++++++++++++---
 5 files changed, 283 insertions(+), 45 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index fbc6c6b..1ad13c8 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -14,6 +14,7 @@ else()
 endif()
 
 set(CMAKE_C_FLAGS "-std=gnu11 -Wno-unused-result -Wno-strict-aliasing -Wno-unused-function -Wno-sign-compare -Wno-implicit-function-declaration")
+#set(CMAKE_CXX_FLAGS "-std=c++11 ${ARCH} -Wno-unused-result -Wno-strict-aliasing -Wno-unused-function -Wno-sign-compare")
 set(CMAKE_CXX_FLAGS "-std=c++11 ${ARCH} -Wno-unused-result -Wno-strict-aliasing -Wno-unused-function -Wno-sign-compare ${CMAKE_CXX_FLAGS}")
 message("CMAKE_CXX_FLAGS = ${CMAKE_CXX_FLAGS}")
 #set(CMAKE_EXE_LINKER_FLAGS "-L/home/rob/cosmo/3rd_party_inst/lib/")
@@ -21,4 +22,3 @@ message("CMAKE_CXX_FLAGS = ${CMAKE_CXX_FLAGS}")
 include(GNUInstallDirs)
 
 add_subdirectory(src)
-
diff --git a/include/monochromatic_component_iterator.h b/include/monochromatic_component_iterator.h
index 3aceacc..14b26f0 100644
--- a/include/monochromatic_component_iterator.h
+++ b/include/monochromatic_component_iterator.h
@@ -109,6 +109,23 @@ struct Mc_stats {
 typedef dna::canonical_kmer edge; // k-mer
 typedef dna::canonical_kmer node; // (k-1)-mer
 
+struct hash128 {
+    uint64_t operator()(const __uint128_t &val128) const {
+        __uint128_t val = val128;
+        // Using the same seed as we use in k-mer hashing.
+        return HashUtil::MurmurHash64A((void *) &val, sizeof(__uint128_t),
+                                       2038074743);
+    }
+};
+
+struct bvHash128 {
+    __uint128_t operator()(const sdsl::bit_vector&bv) const {
+        return HashUtil::MurmurHash128A((void *) bv.data(),
+                                        bv.capacity()/8, 2038074743,
+                                        2038074751);
+    }
+};
+
 class monochromatic_component_iterator {
 public:
     class work_item {
@@ -125,16 +142,24 @@ class monochromatic_component_iterator {
     };
 
     bool done();
+
     void operator++(void);
 
     Mc_stats operator*(void);
 
 //monochromatic_component_iterator(const CQF<KeyObject> *g);
     monochromatic_component_iterator(const CQF<KeyObject> *g,
-                                     BitVectorRRR& bvin,
-                                    uint64_t num_samplesin=2586);
-    void neighborDist();
+                                     BitVectorRRR &bvin,
+                                     uint64_t num_samplesin = 2586);
+
+    void neighborDist(uint64_t cntrr);
+    void uniqNeighborDist(uint64_t num_samples);
+
     uint64_t cntr = 0;
+    std::vector<uint64_t> withMax0;
+    //spp::sparse_hash_map<__uint128_t, uint64_t, hash128> eqclass_map;
+    spp::sparse_hash_map<sdsl::bit_vector, uint64_t, bvHash128> eqclass_map;
+
 
 private:
 
@@ -143,7 +168,7 @@ class monochromatic_component_iterator {
     std::unordered_set<uint64_t> visitedKeys;
     const CQF<KeyObject> *cqf;
     CQF<KeyObject>::Iterator it;
-    BitVectorRRR& bv;
+    BitVectorRRR &bv;
     uint64_t num_samples;
     sdsl::bit_vector visited;
 
@@ -156,6 +181,13 @@ class monochromatic_component_iterator {
 
     uint64_t manhattanDist(uint64_t eq1, uint64_t eq2);
 
+    __uint128_t manhattanDistBvHash(uint64_t eq1, uint64_t eq2,
+                                    uint64_t num_samples);
+    void manhattanDistBvHash(uint64_t eq1, uint64_t eq2,
+                                    sdsl::bit_vector& dist,
+                                    uint64_t num_samples);
+
+
 };
 
 
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index cf8a8ca..bccef8c 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -45,4 +45,4 @@ target_link_libraries(mantis
 target_link_libraries(monochromatic_component_iterator
 				mantis_core)
 target_link_libraries(walkEqcls
-				mantis_core)
+				mantis_core SIMDCompressionAndIntersection)
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index deece47..8c65530 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -188,7 +188,7 @@ namespace dna {
 //////////////////////////////// monochromatic_component_iterator //////////////////////////
 
 monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g,
-                                                                   BitVectorRRR& bvin,
+                                                                   BitVectorRRR &bvin,
                                                                    uint64_t num_samplesin)
         : cqf(g), it(g->begin(0)), bv(bvin), num_samples(num_samplesin) {
     // initialize cqf iterator
@@ -197,6 +197,7 @@ monochromatic_component_iterator::monochromatic_component_iterator(const CQF<Key
     sdsl::util::assign(visited, sdsl::bit_vector(cqf->slots(), 0));
     std::cerr << "kmers: " << cqf->size() << "\n";
     std::cerr << "slots: " << cqf->slots() << "\n";
+    withMax0.resize(9);
 }
 
 monochromatic_component_iterator::work_item
@@ -291,7 +292,7 @@ bool monochromatic_component_iterator::exists(edge e, uint64_t &idx, uint64_t &e
     KeyObject key(HashUtil::hash_64(tmp, BITMASK(cqf->keybits())), 0, 0);
     auto eq_idx = cqf->queryValAndIdx(key);
     if (eq_idx.first) {
-        eqid = eq_idx.first;
+        eqid = eq_idx.first - 1;
         idx = eq_idx.second;
         return true;
     }
@@ -300,20 +301,20 @@ bool monochromatic_component_iterator::exists(edge e, uint64_t &idx, uint64_t &e
 
 uint64_t monochromatic_component_iterator::manhattanDist(uint64_t eqid1, uint64_t eqid2) {
     uint64_t dist{0};
-    std::vector<uint64_t> eq1(( (num_samples-1) / 64) + 1), eq2(( (num_samples-1) / 64) + 1);
-    auto colorbuilder = [this](std::vector<uint64_t> &eq, uint64_t eqid) {
+    std::vector<uint64_t> eq1(((num_samples - 1) / 64) + 1), eq2(((num_samples - 1) / 64) + 1);
+    auto colorBuilder = [this](std::vector<uint64_t> &eq, uint64_t eqid) {
         uint64_t i{0}, bitcnt{0}, wrdcnt{0};
         while (i < this->num_samples) {
-            bitcnt = std::min(this->num_samples - i, (uint64_t)64);
+            bitcnt = std::min(this->num_samples - i, (uint64_t) 64);
             uint64_t wrd = (this->bv).get_int(this->num_samples * eqid + i, bitcnt);
             eq[wrdcnt++] = wrd;
             i += bitcnt;
         }
     };
-    colorbuilder(eq1, eqid1);
-    colorbuilder(eq2, eqid2);
+    colorBuilder(eq1, eqid1);
+    colorBuilder(eq2, eqid2);
 
-    for(uint64_t i = 0; i < eq1.size(); i++) {
+    for (uint64_t i = 0; i < eq1.size(); i++) {
         if (eq1[i] != eq2[i])
             dist += sdsl::bits::cnt(eq1[i] ^ eq2[i]);
     }
@@ -321,26 +322,112 @@ uint64_t monochromatic_component_iterator::manhattanDist(uint64_t eqid1, uint64_
 
 }
 
-void monochromatic_component_iterator::neighborDist() {
+__uint128_t monochromatic_component_iterator::manhattanDistBvHash(uint64_t eqid1,
+                                                                  uint64_t eqid2,
+                                                                  uint64_t num_samples = 2586) {
+    sdsl::bit_vector dist(num_samples, 0);
+    std::vector<uint64_t> eq1(((num_samples - 1) / 64) + 1), eq2(((num_samples - 1) / 64) + 1);
+    auto colorBuilder = [this](std::vector<uint64_t> &eq, uint64_t eqid) {
+        uint64_t i{0}, bitcnt{0}, wrdcnt{0};
+        while (i < this->num_samples) {
+            bitcnt = std::min(this->num_samples - i, (uint64_t) 64);
+            uint64_t wrd = (this->bv).get_int(this->num_samples * eqid + i, bitcnt);
+            eq[wrdcnt++] = wrd;
+            i += bitcnt;
+        }
+    };
+    colorBuilder(eq1, eqid1);
+    colorBuilder(eq2, eqid2);
+
+    for (uint64_t i = 0; i < eq1.size(); i++) {
+        uint64_t bitcnt = std::min(this->num_samples - (i * 64), (uint64_t) 64);
+        dist.set_int((i * 64), (eq1[i] ^ eq2[i]), bitcnt);
+        //std::cerr << i << " " << eq1[i] << " " << eq2[i] << " " << (eq1[i] ^ eq2[i]) << "\n";
+    }
+    __uint128_t dist_hash = HashUtil::MurmurHash128A((void *) dist.data(),
+                                                     dist.capacity() / 8, 2038074743,
+                                                     2038074751);
+    return dist_hash;
+}
+
+void monochromatic_component_iterator::manhattanDistBvHash(uint64_t eqid1,
+                                                           uint64_t eqid2,
+                                                           sdsl::bit_vector &dist,
+                                                           uint64_t num_samples = 2586) {
+    std::vector<uint64_t> eq1(((num_samples - 1) / 64) + 1), eq2(((num_samples - 1) / 64) + 1);
+    auto colorBuilder = [this](std::vector<uint64_t> &eq, uint64_t eqid) {
+        uint64_t i{0}, bitcnt{0}, wrdcnt{0};
+        while (i < this->num_samples) {
+            bitcnt = std::min(this->num_samples - i, (uint64_t) 64);
+            uint64_t wrd = (this->bv).get_int(this->num_samples * eqid + i, bitcnt);
+            eq[wrdcnt++] = wrd;
+            i += bitcnt;
+        }
+    };
+    colorBuilder(eq1, eqid1);
+    colorBuilder(eq2, eqid2);
+
+    for (uint64_t i = 0; i < eq1.size(); i++) {
+        uint64_t bitcnt = std::min(this->num_samples - (i * 64), (uint64_t) 64);
+        dist.set_int((i * 64), (eq1[i] ^ eq2[i]), bitcnt);
+        //std::cerr << i << " " << eq1[i] << " " << eq2[i] << " " << (eq1[i] ^ eq2[i]) << "\n";
+    }
+}
+
+
+void monochromatic_component_iterator::neighborDist(uint64_t cntrr) {
     KeyObject keyobj = *it;
-    //std::cout << "keyobj cnt: " << keyobj.count << "\n";
+/*
+    if (keyobj.count == 0)
+        std::cerr << "we have 0\n";
+    if (keyobj.count >= 19216547)
+        std::cerr << cntrr << ", keyobj cnt: " << keyobj.count << "\n";
+*/
     node curn(k, HashUtil::hash_64i(keyobj.key, BITMASK(cqf->keybits())));
-    work_item cur = {curn, it.iter.current, keyobj.count};
+    work_item cur = {curn, it.iter.current, keyobj.count - 1};
     uint64_t mind{UINTMAX_MAX}, meand{0}, maxd{0}, neighborCnt{0};
-    for (auto& nei : neighbors(cur)) {
+    for (auto &nei : neighbors(cur)) {
         neighborCnt++;
         if (nei.colorid != cur.colorid) {
-            //std::cerr << cur.colorid << " other: " << nei.colorid << "\n";
             auto d = manhattanDist(nei.colorid, cur.colorid);
             mind = std::min(mind, d);
             maxd = std::max(maxd, d);
             meand += d;
         }
-        else
+        /*else {
             mind = 0;
+        }*/
+    }
+
+    if (!maxd) {
+        withMax0[neighborCnt]++;
+        return;
+    }
+    // when we get here, neighborCnt is > 0, and mind is not UINT_MAX
+    std::cout << neighborCnt << "\t" << mind << "\t"
+              << (meand / neighborCnt) << "\t" << maxd << "\n";
+}
+
+void monochromatic_component_iterator::uniqNeighborDist(uint64_t num_samples) {
+    KeyObject keyobj = *it;
+    node curn(k, HashUtil::hash_64i(keyobj.key, BITMASK(cqf->keybits())));
+    work_item cur = {curn, it.iter.current, keyobj.count - 1};
+    uint64_t mind{UINTMAX_MAX}, meand{0}, maxd{0}, neighborCnt{0};
+    //std::cerr << " current : " << cur.colorid << "\n";
+    for (auto &nei : neighbors(cur)) {
+        neighborCnt++;
+        if (nei.colorid != cur.colorid) {
+            //std::cerr << nei.colorid << "\n";
+            //auto d = manhattanDistBvHash(nei.colorid, cur.colorid, num_samples);
+            sdsl::bit_vector d(num_samples, 0);
+            manhattanDistBvHash(nei.colorid, cur.colorid, d, num_samples);
+            if (eqclass_map.find(d) == eqclass_map.end()) {
+                eqclass_map[d] = 1;
+            } else {
+                eqclass_map[d]++;
+            }
+        }
     }
-    std::cout << neighborCnt << "\t" << (neighborCnt?(mind):0) << "\t"
-              << (neighborCnt?(meand/neighborCnt):0) << "\t" << maxd << "\n";
 }
 
 /*
@@ -355,12 +442,14 @@ int main(int argc, char *argv[]) {
     std::string command = argv[1];
     std::string cqf_file = argv[2];
     std::string eq_file = argv[3];
-    uint64_t num_samples = 2586;
+    uint64_t num_samples = std::stoull(argv[4]);
+    //uint64_t num_samples = 2586;
     if (argc > 4)
         num_samples = std::stoull(argv[4]);
     std::cerr << "num samples: " << num_samples << "\n";
     CQF<KeyObject> cqf(cqf_file, false);
     BitVectorRRR bv(eq_file);
+    std::cerr << "num eq clss: " << bv.bit_size() / num_samples << "\n";
     monochromatic_component_iterator mci(&cqf, bv, num_samples);
     if (command == "monocomp") {
         while (!mci.done()) {
@@ -368,9 +457,51 @@ int main(int argc, char *argv[]) {
             ++mci;
         }
     } else if (command == "neighborDist") {
+        size_t cntrr = 0;
         while (!mci.done()) {
-            mci.neighborDist();
+            mci.neighborDist(cntrr++);
             ++mci;
+            if (cntrr % 10000000 == 0) {
+                std::cerr << cntrr << " done\n";
+            }
         }
+        std::cerr << "\n\nIn order of 0 to 8:\n";
+        uint64_t total0s{0};
+        for (auto val : mci.withMax0) {
+            std::cerr << val << ",";
+            total0s += val;
+        }
+        std::cerr << "\ntotal 0s: " << total0s - mci.withMax0[0] << "\n";
+    } else if (command == "uniquDistanceDistribution") {
+        uint64_t cntr{0};
+        while (!mci.done()) {
+            mci.uniqNeighborDist(num_samples);
+            if (++cntr % 1000000 == 0) {
+                std::cerr << cntr << " kmers & " << mci.eqclass_map.size() << " unique distances.\n";
+            }
+            ++mci;
+        }
+        std::cerr << "writing the list of distinct distances:\n";
+        sdsl::bit_vector outbv(mci.eqclass_map.size() * num_samples, 0);
+        std::cerr << "total cnt: " << mci.eqclass_map.size() << " "
+                  << (mci.eqclass_map.size() * num_samples) << "\n";
+        cntr = 0;
+        for (auto &eq_keyval : mci.eqclass_map) {
+            std::cout << eq_keyval.second << "\n";
+            auto &bv = eq_keyval.first;
+            uint64_t b = 0;
+            while (b < num_samples) {
+                uint64_t bitcnt = std::min(num_samples - b, (uint64_t) 64);
+                uint64_t wrd = bv.get_int(b, bitcnt);
+                outbv.set_int(num_samples * cntr + b, wrd, bitcnt);
+                b += bitcnt;
+            }
+            cntr++;
+            //std::cerr << cntr << "\n";
+        }
+        uint64_t till = cqf_file.find_last_of('/');
+        sdsl::rrr_vector<> cbv(outbv);
+        sdsl::store_to_file(cbv, cqf_file.substr(0, till + 1) + "dist_bv.rrr");
+
     }
 }
diff --git a/src/walkEqcls.cc b/src/walkEqcls.cc
index 743906f..1b3cf0d 100644
--- a/src/walkEqcls.cc
+++ b/src/walkEqcls.cc
@@ -182,8 +182,8 @@ void compareCompressions(std::string &filename, size_t num_samples) {
         BitVectorRRR bvr(bv);
         CompressedSetBit<uint64_t> setBitList(idxList);
 
-        size_t bvSize = bv.size_in_bytes();
-        size_t bvrSize = bvr.size_in_bytes();
+        size_t bvSize = bv.bit_size()/8;//size_in_bytes();
+        size_t bvrSize = bvr.bit_size()/8;//size_in_bytes();
         size_t compressedSize = setBitList.size_in_bytes();
         bvSum += bvSize;
         bvrSum += bvrSize;
@@ -278,35 +278,81 @@ void splitRows(std::string filename,
     //std::cerr << "1\n";
     std::string eqfile;
     std::ifstream eqlist(filename);
+    std::ofstream bvlist(outdir+"/list.txt");
+    uint64_t totalEqCls = 0;
+    uint64_t rowcntr = 0;
     if (eqlist.is_open()) {
-        while (getline(myfile, eqfile)) {
+        while (getline(eqlist, eqfile)) {
             sdsl::rrr_vector<63> bvr;
             sdsl::load_from_file(bvr, eqfile);
-            /*sdsl::rank_support_rrr<1, 63> ranks(&bvr);
-            size_t prev = 0;
-            size_t cur = 0;
-            //std::cerr << "1\n";
-            for (uint64_t i = 1; i < 21; i++) {
-                cur = ranks(2586 * i);
-                std::cout << "rank: " << cur << " " << cur - prev << "\n";
-                prev = cur;
-            }
-            std::exit(1);*/
             std::cerr << "loaded " << bvr.size() << "\n";
             totalEqCls = bvr.size()/num_samples;
-            std::cerr << ""
-            sdsl::bit_vector eqcls(totalEqCls *num_samples, 0);
+            std::cerr << "total eq in this set: " << totalEqCls << "\t";
             std::cerr << "created\n";
-            for (uint64_t i = 0; i < totalEqCls * num_samples; i += 64) {
-                uint64_t bitCnt = std::min(totalEqCls * num_samples - i, (uint64_t) 64);
-                uint64_t wrd = bvr.get_int(i, bitCnt);
-                //std::cerr << wrd << " ";
-                eqcls.set_int(i, wrd, bitCnt);
+            for (uint64_t eqcntr = 0; eqcntr < totalEqCls; eqcntr++) {
+                sdsl::bit_vector eqcls(num_samples, 0);
+                uint64_t i = 0;
+                while (i < num_samples) {
+                    uint64_t bitCnt = std::min(num_samples - i, (uint64_t) 64);
+                    uint64_t wrd = bvr.get_int(eqcntr*num_samples+i, bitCnt);
+                    //std::cerr << wrd << " ";
+                    eqcls.set_int(i, wrd, bitCnt);
+                    i+=bitCnt;
+                }
+                std::string outbvfile = outdir + "/row" + std::to_string(rowcntr) + ".sim.bf.bv";
+                sdsl::store_to_file(eqcls, outbvfile);
+                bvlist << outbvfile << "\n";
+                rowcntr++;
             }
-            sdsl::store_to_file(eqcls, outfilename);
+        }
+        eqlist.close();
+        bvlist.close();
+    }
+
+}
 
+void splitColumns(std::string filename,
+               std::string outdir,
+               uint64_t totalEqClsCnt = 222000000,
+               uint64_t num_samples = 2586) {
+    std::string eqfile;
+    std::ifstream eqlist(filename);
+    std::ofstream bvlist(outdir+"/collist.txt");
+    std::vector<sdsl::bit_vector> cols(num_samples);
+    for (auto &bv : cols) bv = sdsl::bit_vector(totalEqClsCnt, 0);
+    if (eqlist.is_open()) {
+        uint64_t accumTotalEqCls = 0;
+        while (getline(eqlist, eqfile)) {
+            sdsl::rrr_vector<63> bvr;
+            sdsl::load_from_file(bvr, eqfile);
+            std::cerr << "loaded " << bvr.size() << "\n";
+            //std::cerr << "total eq in this set: " << totalEqCls << "\t";
+            //std::cerr << "created\n";
+            uint64_t b = 0;
+            while (b < bvr.size()) {
+                for (uint64_t c = 0; c < num_samples; c++) {
+                    if (bvr[(b + c)]) {
+                        cols[c][accumTotalEqCls] = 1;
+                    }/* else {
+                        std::cerr << c << ":" << cols[c][accumTotalEqCls] << " ";
+                    }*/
+                }
+                //std::cerr << "\n";
+                accumTotalEqCls++;
+                b += num_samples;
+                if (accumTotalEqCls == totalEqClsCnt) break;
+            }
+        }
+        uint64_t colcntr{0};
+        for (auto& v : cols) {
+            std::string outbvfile = outdir + "/col" + std::to_string(colcntr) + ".sim.bf.bv";
+            sdsl::store_to_file(v, outbvfile);
+            bvlist << outbvfile << "\n";
+            colcntr++;
         }
+
         eqlist.close();
+        bvlist.close();
     }
 
 }
@@ -820,6 +866,35 @@ int main(int argc, char *argv[]) {
     } else if (command == "validate_uniqueness") {
         std::string dir = argv[2];
         validate_uniqueness(dir, num_samples);
+    } else if (command == "splitRows") {
+        std::string filename = argv[2];
+        std::string outdir = argv[3];
+        num_samples = stoull(argv[4]);
+        splitRows(filename, outdir, num_samples);
+    } else if (command == "splitColumns") {
+        std::string filename = argv[2];
+        std::string outdir = argv[3];
+        num_samples = stoull(argv[4]);
+        uint64_t num_eqs = stoull(argv[5]);
+        splitColumns(filename, outdir, num_eqs, num_samples);
+    } else if (command == "quickvalidation") {
+        std::string filename = argv[2];
+        sdsl::bit_vector eqcls;
+        sdsl::load_from_file(eqcls, filename);
+        std::ofstream out(filename + ".seq");
+        uint64_t i = 0;
+        out << "start " << eqcls.bit_size() << "\n";
+        while (i < eqcls.bit_size()) {
+            size_t wrd = eqcls.get_int(i, 64);
+            for (size_t j = 0; j < 64; j++) {
+                if (((wrd >> j) & 0x01)) {
+                    std::cerr << (i+j) << " ";
+                }
+            }
+            i += 64;
+        }
+        out.close();
+
     } else {
         std::cerr << "ERROR: NO COMMANDS PROVIDED\n"
                   << "OPTIONS ARE: validate, compareCompressions, compareCopies, reorder\n";

From e1523048f6395c888e32afa6f4526809b12024b7 Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Fri, 29 Jun 2018 01:12:32 -0400
Subject: [PATCH 015/122] updated and added a couple more tests and features

---
 include/monochromatic_component_iterator.h |  7 +-
 src/monochromatic_component_iterator.cc    | 82 ++++++++++----------
 src/walkEqcls.cc                           | 89 +++++++++++++++-------
 3 files changed, 105 insertions(+), 73 deletions(-)

diff --git a/include/monochromatic_component_iterator.h b/include/monochromatic_component_iterator.h
index 14b26f0..2fe6cf1 100644
--- a/include/monochromatic_component_iterator.h
+++ b/include/monochromatic_component_iterator.h
@@ -149,7 +149,7 @@ class monochromatic_component_iterator {
 
 //monochromatic_component_iterator(const CQF<KeyObject> *g);
     monochromatic_component_iterator(const CQF<KeyObject> *g,
-                                     BitVectorRRR &bvin,
+                                     std::vector<sdsl::rrr_vector<63>> &bvin,
                                      uint64_t num_samplesin = 2586);
 
     void neighborDist(uint64_t cntrr);
@@ -168,7 +168,8 @@ class monochromatic_component_iterator {
     std::unordered_set<uint64_t> visitedKeys;
     const CQF<KeyObject> *cqf;
     CQF<KeyObject>::Iterator it;
-    BitVectorRRR &bv;
+    //BitVectorRRR &bv;
+    std::vector<sdsl::rrr_vector<63>> &bvs;
     uint64_t num_samples;
     sdsl::bit_vector visited;
 
@@ -186,7 +187,7 @@ class monochromatic_component_iterator {
     void manhattanDistBvHash(uint64_t eq1, uint64_t eq2,
                                     sdsl::bit_vector& dist,
                                     uint64_t num_samples);
-
+    void buildColor(std::vector<uint64_t> &eq, uint64_t eqid);
 
 };
 
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index 8c65530..5bb2a55 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -4,6 +4,8 @@
 
 #include "monochromatic_component_iterator.h"
 
+#define EQS_PER_SLOT 20000000
+
 uint64_t start_time;
 
 namespace dna {
@@ -188,9 +190,9 @@ namespace dna {
 //////////////////////////////// monochromatic_component_iterator //////////////////////////
 
 monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g,
-                                                                   BitVectorRRR &bvin,
+                                                                   std::vector<sdsl::rrr_vector<63>> &bvin,
                                                                    uint64_t num_samplesin)
-        : cqf(g), it(g->begin(0)), bv(bvin), num_samples(num_samplesin) {
+        : cqf(g), it(g->begin(0)), bvs(bvin), num_samples(num_samplesin) {
     // initialize cqf iterator
     k = cqf->keybits() / 2; // 2-bit encoded
     std::cerr << "k : " << k << "\n";
@@ -299,20 +301,24 @@ bool monochromatic_component_iterator::exists(edge e, uint64_t &idx, uint64_t &e
     return false;
 }
 
+void monochromatic_component_iterator::buildColor(std::vector<uint64_t> &eq, uint64_t eqid) {
+    uint64_t i{0}, bitcnt{0}, wrdcnt{0};
+    uint64_t idx = eqid / EQS_PER_SLOT;
+    uint64_t offset = eqid % EQS_PER_SLOT;
+    //std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
+    while (i < num_samples) {
+        bitcnt = std::min(num_samples - i, (uint64_t) 64);
+        uint64_t wrd = (bvs[idx]).get_int(offset*num_samples + i, bitcnt);
+        eq[wrdcnt++] = wrd;
+        i += bitcnt;
+    }
+}
+
 uint64_t monochromatic_component_iterator::manhattanDist(uint64_t eqid1, uint64_t eqid2) {
     uint64_t dist{0};
     std::vector<uint64_t> eq1(((num_samples - 1) / 64) + 1), eq2(((num_samples - 1) / 64) + 1);
-    auto colorBuilder = [this](std::vector<uint64_t> &eq, uint64_t eqid) {
-        uint64_t i{0}, bitcnt{0}, wrdcnt{0};
-        while (i < this->num_samples) {
-            bitcnt = std::min(this->num_samples - i, (uint64_t) 64);
-            uint64_t wrd = (this->bv).get_int(this->num_samples * eqid + i, bitcnt);
-            eq[wrdcnt++] = wrd;
-            i += bitcnt;
-        }
-    };
-    colorBuilder(eq1, eqid1);
-    colorBuilder(eq2, eqid2);
+    buildColor(eq1, eqid1);
+    buildColor(eq2, eqid2);
 
     for (uint64_t i = 0; i < eq1.size(); i++) {
         if (eq1[i] != eq2[i])
@@ -327,17 +333,8 @@ __uint128_t monochromatic_component_iterator::manhattanDistBvHash(uint64_t eqid1
                                                                   uint64_t num_samples = 2586) {
     sdsl::bit_vector dist(num_samples, 0);
     std::vector<uint64_t> eq1(((num_samples - 1) / 64) + 1), eq2(((num_samples - 1) / 64) + 1);
-    auto colorBuilder = [this](std::vector<uint64_t> &eq, uint64_t eqid) {
-        uint64_t i{0}, bitcnt{0}, wrdcnt{0};
-        while (i < this->num_samples) {
-            bitcnt = std::min(this->num_samples - i, (uint64_t) 64);
-            uint64_t wrd = (this->bv).get_int(this->num_samples * eqid + i, bitcnt);
-            eq[wrdcnt++] = wrd;
-            i += bitcnt;
-        }
-    };
-    colorBuilder(eq1, eqid1);
-    colorBuilder(eq2, eqid2);
+    buildColor(eq1, eqid1);
+    buildColor(eq2, eqid2);
 
     for (uint64_t i = 0; i < eq1.size(); i++) {
         uint64_t bitcnt = std::min(this->num_samples - (i * 64), (uint64_t) 64);
@@ -355,17 +352,8 @@ void monochromatic_component_iterator::manhattanDistBvHash(uint64_t eqid1,
                                                            sdsl::bit_vector &dist,
                                                            uint64_t num_samples = 2586) {
     std::vector<uint64_t> eq1(((num_samples - 1) / 64) + 1), eq2(((num_samples - 1) / 64) + 1);
-    auto colorBuilder = [this](std::vector<uint64_t> &eq, uint64_t eqid) {
-        uint64_t i{0}, bitcnt{0}, wrdcnt{0};
-        while (i < this->num_samples) {
-            bitcnt = std::min(this->num_samples - i, (uint64_t) 64);
-            uint64_t wrd = (this->bv).get_int(this->num_samples * eqid + i, bitcnt);
-            eq[wrdcnt++] = wrd;
-            i += bitcnt;
-        }
-    };
-    colorBuilder(eq1, eqid1);
-    colorBuilder(eq2, eqid2);
+    buildColor(eq1, eqid1);
+    buildColor(eq2, eqid2);
 
     for (uint64_t i = 0; i < eq1.size(); i++) {
         uint64_t bitcnt = std::min(this->num_samples - (i * 64), (uint64_t) 64);
@@ -417,7 +405,7 @@ void monochromatic_component_iterator::uniqNeighborDist(uint64_t num_samples) {
     for (auto &nei : neighbors(cur)) {
         neighborCnt++;
         if (nei.colorid != cur.colorid) {
-            //std::cerr << nei.colorid << "\n";
+            //xstd::cerr << nei.colorid << "\n";
             //auto d = manhattanDistBvHash(nei.colorid, cur.colorid, num_samples);
             sdsl::bit_vector d(num_samples, 0);
             manhattanDistBvHash(nei.colorid, cur.colorid, d, num_samples);
@@ -441,16 +429,29 @@ int main(int argc, char *argv[]) {
 
     std::string command = argv[1];
     std::string cqf_file = argv[2];
-    std::string eq_file = argv[3];
+    std::string eqlistfile = argv[3];
     uint64_t num_samples = std::stoull(argv[4]);
     //uint64_t num_samples = 2586;
     if (argc > 4)
         num_samples = std::stoull(argv[4]);
     std::cerr << "num samples: " << num_samples << "\n";
     CQF<KeyObject> cqf(cqf_file, false);
-    BitVectorRRR bv(eq_file);
-    std::cerr << "num eq clss: " << bv.bit_size() / num_samples << "\n";
-    monochromatic_component_iterator mci(&cqf, bv, num_samples);
+    std::cerr << "cqf loaded: " << cqf.size() << "\n";
+    std::string eqfile;
+    std::ifstream eqlist(eqlistfile);
+    std::vector<sdsl::rrr_vector<63>> bvs;
+    bvs.reserve(20);
+    if (eqlist.is_open()) {
+        uint64_t accumTotalEqCls = 0;
+        while (getline(eqlist, eqfile)) {
+            sdsl::rrr_vector<63> bv;
+            bvs.push_back(bv);
+            sdsl::load_from_file(bvs.back(), eqfile);
+        }
+    }
+    //BitVectorRRR bv(eqfile);
+    std::cerr << "num eq clss: " << ((bvs.size()-1)*EQS_PER_SLOT*num_samples + bvs.back().size()) / num_samples << "\n";
+    monochromatic_component_iterator mci(&cqf, bvs, num_samples);
     if (command == "monocomp") {
         while (!mci.done()) {
             std::cout << (*mci).nodeCnt << "\n";
@@ -502,6 +503,5 @@ int main(int argc, char *argv[]) {
         uint64_t till = cqf_file.find_last_of('/');
         sdsl::rrr_vector<> cbv(outbv);
         sdsl::store_to_file(cbv, cqf_file.substr(0, till + 1) + "dist_bv.rrr");
-
     }
 }
diff --git a/src/walkEqcls.cc b/src/walkEqcls.cc
index 1b3cf0d..edc648f 100644
--- a/src/walkEqcls.cc
+++ b/src/walkEqcls.cc
@@ -93,7 +93,7 @@ void validate_uniqueness(std::string &directory, size_t num_samples) {
         //subPattern.calcHash();
         uint64_t bitcntr = 0;
         while (bitcntr < eqcls.bit_size()) {
-            std::cerr << "\n" << curCntr << "\n";
+            //std::cerr << "\n" << curCntr << "\n";
 
             BitVector eq(num_samples);
             size_t i = 0;
@@ -104,9 +104,9 @@ void validate_uniqueness(std::string &directory, size_t num_samples) {
                     if ((wrd >> j) & 0x01) {
                         eq.set(curIdx);
 
-                    } else {
+                    } /*else {
                         std::cerr << curIdx << " ";
-                    }
+                    }*/
                 }
                 i += bitCnt;
                 bitcntr += bitCnt;
@@ -124,8 +124,12 @@ void validate_uniqueness(std::string &directory, size_t num_samples) {
             }
             cntr++;
             curCntr++;
+            if (curCntr % 1000000 == 0) {
+                std::cerr << "passed " << curCntr << "th eq.\n";
+            }
         }
     }
+    std::cerr << "Validation passed!!! Found " << cntr << " unique eq classes.\n";
 
 
 }
@@ -319,30 +323,51 @@ void splitColumns(std::string filename,
     std::ifstream eqlist(filename);
     std::ofstream bvlist(outdir+"/collist.txt");
     std::vector<sdsl::bit_vector> cols(num_samples);
+    //std::vector<uint64_t> wrds(num_samples);
     for (auto &bv : cols) bv = sdsl::bit_vector(totalEqClsCnt, 0);
     if (eqlist.is_open()) {
-        uint64_t accumTotalEqCls = 0;
+        uint64_t accumTotalEqCls = 0, lineCntr{0};
         while (getline(eqlist, eqfile)) {
-            sdsl::rrr_vector<63> bvr;
-            sdsl::load_from_file(bvr, eqfile);
-            std::cerr << "loaded " << bvr.size() << "\n";
-            //std::cerr << "total eq in this set: " << totalEqCls << "\t";
-            //std::cerr << "created\n";
-            uint64_t b = 0;
-            while (b < bvr.size()) {
-                for (uint64_t c = 0; c < num_samples; c++) {
-                    if (bvr[(b + c)]) {
-                        cols[c][accumTotalEqCls] = 1;
-                    }/* else {
-                        std::cerr << c << ":" << cols[c][accumTotalEqCls] << " ";
+            //if (lineCntr >= 10) {
+                sdsl::rrr_vector<63> bvr;
+                std::cerr << "file: " << eqfile << "\n";
+                sdsl::load_from_file(bvr, eqfile);
+                std::cerr << "loaded " << bvr.size()
+                          << " accumulative Eq Cnt: " << accumTotalEqCls << "\n";
+                //std::cerr << "total eq in this set: " << totalEqCls << "\t";
+                //std::cerr << "created\n";
+                uint64_t b = 0;
+                while (b < bvr.size() and accumTotalEqCls < totalEqClsCnt) {
+                    uint64_t c{0}, bitcnt{0}, wrd{0}, sampleCntr{0};
+                    while (c < num_samples) {
+                        bitcnt = std::min(num_samples - c, (uint64_t) 64);
+                        wrd = bvr.get_int(b + c, bitcnt);
+                        for (uint64_t j = 0; j < bitcnt; j++) {
+                            if ((wrd >> j) & 0x01) {
+                                cols[sampleCntr][accumTotalEqCls] = 1;
+                            }
+                            sampleCntr++;
+                        }
+                        c += bitcnt;
+                    }
+                    /*for (uint64_t c = 0; c < num_samples; c++) {
+                        if (bvr[(b + c)]) {
+                            cols[c][accumTotalEqCls] = 1;
+                        }
                     }*/
+                    //std::cerr << "\n";
+                    accumTotalEqCls++;
+                    if (accumTotalEqCls % 1000000 == 0 || accumTotalEqCls > 222584820) {
+                        std::cerr << accumTotalEqCls << " processed\n";
+                    }
+                    b += num_samples;
                 }
-                //std::cerr << "\n";
-                accumTotalEqCls++;
-                b += num_samples;
-                if (accumTotalEqCls == totalEqClsCnt) break;
-            }
+            /*} else {
+                lineCntr++;
+                accumTotalEqCls += 20000000;
+            }*/
         }
+        std::cerr << "\n\nColumn bvs ready to be stored to file .. \n";
         uint64_t colcntr{0};
         for (auto& v : cols) {
             std::string outbvfile = outdir + "/col" + std::to_string(colcntr) + ".sim.bf.bv";
@@ -357,6 +382,7 @@ void splitColumns(std::string filename,
 
 }
 
+
 void decompress(std::string filename,
                 std::string outfilename,
                 uint64_t totalEqCls,
@@ -364,18 +390,18 @@ void decompress(std::string filename,
     //std::cerr << "1\n";
     sdsl::rrr_vector<63> bvr;
     sdsl::load_from_file(bvr, filename);
-    sdsl::rank_support_rrr<1, 63> ranks(&bvr);
+    //sdsl::rank_support_rrr<1, 63> ranks(&bvr);
     //std::cerr << "1\n";
-    totalEqCls = 1;
+    //totalEqCls = 1;
     size_t prev = 0;
     size_t cur = 0;
     //std::cerr << "1\n";
-    for (uint64_t i = 1; i < 21; i++) {
+    /*for (uint64_t i = 1; i < 21; i++) {
         cur = ranks(2586 * i);
         std::cout << "rank: " << cur << " " << cur - prev << "\n";
         prev = cur;
-    }
-    std::exit(1);
+    }*/
+    //std::exit(1);
     std::cerr << "loaded " << bvr.size() << "\n";
     sdsl::bit_vector eqcls(totalEqCls * num_samples, 0);
     std::cerr << "created\n";
@@ -771,10 +797,10 @@ void writeEq(std::string filename,
              std::string out_filename,
              uint64_t num_samples,
              uint64_t totalEqCls) {
-    sdsl::bit_vector eqcls;
+    sdsl::rrr_vector<63> eqcls;
     sdsl::load_from_file(eqcls, filename);
     std::ofstream out(out_filename + ".matrix");
-    size_t totalEqClsCnt = eqcls.bit_size() / num_samples; //222584822;
+    size_t totalEqClsCnt = eqcls.size() / num_samples; //222584822;
     if (totalEqCls > 0) {
         totalEqClsCnt = totalEqCls;
     }
@@ -784,7 +810,11 @@ void writeEq(std::string filename,
             size_t bitCnt = std::min(num_samples - i, (size_t) 64);
             size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
             for (size_t j = 0; j < bitCnt; j++) {
-                out << ((wrd >> j) & 0x01) << "\t";
+                if (((wrd >> j) & 0x01))
+                    out << "1";
+                else
+                    out <<" ";
+                //out << ((wrd >> j) & 0x01) << "\t";
             }
             i += bitCnt;
         }
@@ -865,6 +895,7 @@ int main(int argc, char *argv[]) {
                                    8);
     } else if (command == "validate_uniqueness") {
         std::string dir = argv[2];
+        num_samples = stoull(argv[3]);
         validate_uniqueness(dir, num_samples);
     } else if (command == "splitRows") {
         std::string filename = argv[2];

From f71d2b2121169e58ac93df470dfd795ac3030a78 Mon Sep 17 00:00:00 2001
From: Fatemeh <sfmodarres@gmail.com>
Date: Fri, 29 Jun 2018 01:35:17 -0400
Subject: [PATCH 016/122] added num_samples as an argument to
 validate_uniqueness subcommand for walkEqcls

---
 src/walkEqcls.cc | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/walkEqcls.cc b/src/walkEqcls.cc
index edc648f..66310cd 100644
--- a/src/walkEqcls.cc
+++ b/src/walkEqcls.cc
@@ -863,9 +863,10 @@ int main(int argc, char *argv[]) {
         }
         std::string filename = argv[2];
         std::string output_filename = argv[3];
+        num_samples = stoull(argv[4]);
         uint64_t totalEqCls = 0;
-        if (argc == 5)
-            totalEqCls = std::stoull(argv[4]);
+        if (argc == 6)
+            totalEqCls = std::stoull(argv[5]);
 
         writeEq(filename, output_filename, num_samples, totalEqCls);
     } else if (command == "reorder") {

From b767b582e640d0d57212f028941c3f080d265304 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 13 Jul 2018 11:45:00 -0400
Subject: [PATCH 017/122] 1) Ignore self-loops in neighbor calculations 2)
 Consider neighbors of distance 0

---
 src/monochromatic_component_iterator.cc | 22 ++++++++++++++++------
 1 file changed, 16 insertions(+), 6 deletions(-)

diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index 5bb2a55..854a3ec 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -200,6 +200,8 @@ monochromatic_component_iterator::monochromatic_component_iterator(const CQF<Key
     std::cerr << "kmers: " << cqf->size() << "\n";
     std::cerr << "slots: " << cqf->slots() << "\n";
     withMax0.resize(9);
+    sdsl::bit_vector d(num_samples, 0);
+    eqclass_map[d] = 0;
 }
 
 monochromatic_component_iterator::work_item
@@ -282,9 +284,11 @@ monochromatic_component_iterator::neighbors(monochromatic_component_iterator::wo
     for (const auto b : dna::bases) {
         uint64_t eqid, idx;
         if (exists(b >> n.curr/*b + n.curr*/, idx, eqid))
-            result.insert(work_item(b >> n.curr, idx, eqid));
+            if (eqid != n.colorid) // ignore the neighbor if it's a self-loop
+                result.insert(work_item(b >> n.curr, idx, eqid));
         if (exists(n.curr << b/*n.curr + b*/, idx, eqid))
-            result.insert(work_item(n.curr << b, idx, eqid));
+            if (eqid != n.colorid)
+                result.insert(work_item(n.curr << b, idx, eqid));
     }
     return result;
 }
@@ -382,9 +386,13 @@ void monochromatic_component_iterator::neighborDist(uint64_t cntrr) {
             maxd = std::max(maxd, d);
             meand += d;
         }
-        /*else {
+        else {
             mind = 0;
-        }*/
+        }
+    }
+    // if the node is isolated (or only has a self-loop) it should have maximum possible distance
+    if (neighborCnt == 0) {
+        mind = maxd = meand = num_samples;
     }
 
     if (!maxd) {
@@ -404,17 +412,19 @@ void monochromatic_component_iterator::uniqNeighborDist(uint64_t num_samples) {
     //std::cerr << " current : " << cur.colorid << "\n";
     for (auto &nei : neighbors(cur)) {
         neighborCnt++;
+        sdsl::bit_vector d(num_samples, 0);
         if (nei.colorid != cur.colorid) {
             //xstd::cerr << nei.colorid << "\n";
             //auto d = manhattanDistBvHash(nei.colorid, cur.colorid, num_samples);
-            sdsl::bit_vector d(num_samples, 0);
             manhattanDistBvHash(nei.colorid, cur.colorid, d, num_samples);
             if (eqclass_map.find(d) == eqclass_map.end()) {
                 eqclass_map[d] = 1;
             } else {
                 eqclass_map[d]++;
             }
-        }
+        } /*else {
+            eqclass_map[d]++;
+        }*/
     }
 }
 

From 1339d5fc46196ba634d8633182d9353b3ce7c4fb Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 14 Jul 2018 20:23:27 -0400
Subject: [PATCH 018/122] Code to get list of edges between equivalence classes
 using kmers in dbg (no threshold)

---
 include/monochromatic_component_iterator.h | 26 ++++++++-
 src/monochromatic_component_iterator.cc    | 64 ++++++++++++++++++----
 2 files changed, 79 insertions(+), 11 deletions(-)

diff --git a/include/monochromatic_component_iterator.h b/include/monochromatic_component_iterator.h
index 2fe6cf1..139fa5d 100644
--- a/include/monochromatic_component_iterator.h
+++ b/include/monochromatic_component_iterator.h
@@ -126,6 +126,25 @@ struct bvHash128 {
     }
 };
 
+
+struct Edge {
+    uint32_t n1;
+    uint32_t n2;
+
+    Edge(uint32_t inN1, uint32_t inN2) : n1(inN1), n2(inN2) {}
+
+    bool operator==(const Edge& e) const {
+        return n1 == e.n1 && n2 == e.n2;
+    }
+};
+
+struct edge_hash {
+    uint64_t operator() (const Edge& e) const {
+        uint64_t res = e.n1;
+        return (res << 32) | (uint64_t)e.n2;
+    }
+};
+
 class monochromatic_component_iterator {
 public:
     class work_item {
@@ -153,12 +172,15 @@ class monochromatic_component_iterator {
                                      uint64_t num_samplesin = 2586);
 
     void neighborDist(uint64_t cntrr);
+    void buildEqGraph(uint64_t cntrr);
+
     void uniqNeighborDist(uint64_t num_samples);
 
-    uint64_t cntr = 0;
+    uint64_t cntr{0}, isolatedCnt{0};
     std::vector<uint64_t> withMax0;
     //spp::sparse_hash_map<__uint128_t, uint64_t, hash128> eqclass_map;
     spp::sparse_hash_map<sdsl::bit_vector, uint64_t, bvHash128> eqclass_map;
+    std::unordered_map<Edge, uint16_t, edge_hash> edges;
 
 
 private:
@@ -172,6 +194,8 @@ class monochromatic_component_iterator {
     std::vector<sdsl::rrr_vector<63>> &bvs;
     uint64_t num_samples;
     sdsl::bit_vector visited;
+    uint16_t distThreshold = 5;
+
 
     bool exists(edge e, uint64_t &idx, uint64_t &eqid);
 
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index 854a3ec..c44ad05 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -190,9 +190,14 @@ namespace dna {
 //////////////////////////////// monochromatic_component_iterator //////////////////////////
 
 monochromatic_component_iterator::monochromatic_component_iterator(const CQF<KeyObject> *g,
-                                                                   std::vector<sdsl::rrr_vector<63>> &bvin,
-                                                                   uint64_t num_samplesin)
-        : cqf(g), it(g->begin(0)), bvs(bvin), num_samples(num_samplesin) {
+                                                                   std::vector<sdsl::rrr_vector < 63>>
+
+&bvin,
+uint64_t num_samplesin
+)
+:
+
+cqf (g), it(g->begin(0)), bvs(bvin), num_samples(num_samplesin) {
     // initialize cqf iterator
     k = cqf->keybits() / 2; // 2-bit encoded
     std::cerr << "k : " << k << "\n";
@@ -312,7 +317,7 @@ void monochromatic_component_iterator::buildColor(std::vector<uint64_t> &eq, uin
     //std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
     while (i < num_samples) {
         bitcnt = std::min(num_samples - i, (uint64_t) 64);
-        uint64_t wrd = (bvs[idx]).get_int(offset*num_samples + i, bitcnt);
+        uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
         eq[wrdcnt++] = wrd;
         i += bitcnt;
     }
@@ -385,14 +390,14 @@ void monochromatic_component_iterator::neighborDist(uint64_t cntrr) {
             mind = std::min(mind, d);
             maxd = std::max(maxd, d);
             meand += d;
-        }
-        else {
+        } else {
             mind = 0;
         }
     }
     // if the node is isolated (or only has a self-loop) it should have maximum possible distance
     if (neighborCnt == 0) {
-        mind = maxd = meand = num_samples;
+        isolatedCnt++;
+        return;
     }
 
     if (!maxd) {
@@ -404,6 +409,28 @@ void monochromatic_component_iterator::neighborDist(uint64_t cntrr) {
               << (meand / neighborCnt) << "\t" << maxd << "\n";
 }
 
+void monochromatic_component_iterator::buildEqGraph(uint64_t cntrr) {
+    KeyObject keyobj = *it;
+    node curn(k, HashUtil::hash_64i(keyobj.key, BITMASK(cqf->keybits())));
+    work_item cur = {curn, it.iter.current, keyobj.count - 1};
+    uint64_t neighborCnt{0};
+    for (auto &nei : neighbors(cur)) {
+        neighborCnt++;
+        if (nei.colorid < cur.colorid) {
+            uint16_t d = (uint16_t) manhattanDist(nei.colorid, cur.colorid);
+            //if (d <= distThreshold) {
+            Edge e(static_cast<uint32_t>(nei.colorid), static_cast<uint32_t>(cur.colorid));
+            if (edges.find(e) == edges.end()) {
+                edges[e] = d;
+            } else if (edges[e] > d) {
+                edges[e] = d;
+            }
+            //}
+        }
+    }
+
+}
+
 void monochromatic_component_iterator::uniqNeighborDist(uint64_t num_samples) {
     KeyObject keyobj = *it;
     node curn(k, HashUtil::hash_64i(keyobj.key, BITMASK(cqf->keybits())));
@@ -449,7 +476,8 @@ int main(int argc, char *argv[]) {
     std::cerr << "cqf loaded: " << cqf.size() << "\n";
     std::string eqfile;
     std::ifstream eqlist(eqlistfile);
-    std::vector<sdsl::rrr_vector<63>> bvs;
+    std::vector<sdsl::rrr_vector < 63>>
+    bvs;
     bvs.reserve(20);
     if (eqlist.is_open()) {
         uint64_t accumTotalEqCls = 0;
@@ -460,7 +488,8 @@ int main(int argc, char *argv[]) {
         }
     }
     //BitVectorRRR bv(eqfile);
-    std::cerr << "num eq clss: " << ((bvs.size()-1)*EQS_PER_SLOT*num_samples + bvs.back().size()) / num_samples << "\n";
+    std::cerr << "num eq clss: " << ((bvs.size() - 1) * EQS_PER_SLOT * num_samples + bvs.back().size()) / num_samples
+              << "\n";
     monochromatic_component_iterator mci(&cqf, bvs, num_samples);
     if (command == "monocomp") {
         while (!mci.done()) {
@@ -482,7 +511,22 @@ int main(int argc, char *argv[]) {
             std::cerr << val << ",";
             total0s += val;
         }
-        std::cerr << "\ntotal 0s: " << total0s - mci.withMax0[0] << "\n";
+        std::cerr << "\ntotal 0s: " << total0s - mci.withMax0[0]
+                  << "\ntota isolated kmers: " << mci.isolatedCnt
+                  << "\n";
+    } else if (command == "buildEqGraph") {
+        size_t cntrr = 0;
+        while (!mci.done()) {
+            mci.buildEqGraph(cntrr++);
+            ++mci;
+            if (cntrr % 10000000 == 0) {
+                std::cerr << cntrr << " kmers & " << mci.edges.size() << " edges\n";
+            }
+        }
+
+        for (auto &kv : mci.edges) {
+            std::cout << kv.first.n1 << "\t" << kv.first.n2 << "\t" << kv.second << "\n";
+        }
     } else if (command == "uniquDistanceDistribution") {
         uint64_t cntr{0};
         while (!mci.done()) {

From 509a2b73d8a864afb07c20f2d9c8d6d14b1d4152 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 17 Jul 2018 23:37:39 -0400
Subject: [PATCH 019/122] Needed some cleaning first. 1) Used clipp for input
 arguments 2) Added two commands, one for just outputting some information
 about the CCs and the other for actually building the MSF datastructure 3)
 Added MSF as a target to cmake file

---
 include/cqf.h                           |   8 ++
 src/CMakeLists.txt                      |  20 ++---
 src/{MSF.cpp => MSF.cc}                 | 107 ++++++++++++++++++++----
 src/monochromatic_component_iterator.cc |   4 +-
 4 files changed, 111 insertions(+), 28 deletions(-)
 rename src/{MSF.cpp => MSF.cc} (62%)

diff --git a/include/cqf.h b/include/cqf.h
index 456375e..e2134c2 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -55,6 +55,7 @@ class CQF {
 			qf_serialize(&cqf, filename.c_str());
 		}
 
+		std::pair<uint64_t, uint64_t> queryValAndIdx( key_obj& k) const;
 		uint64_t range(void) const { return cqf.metadata->range; }
 		uint32_t seed(void) const { return cqf.metadata->seed; }
 		uint32_t keybits(void) const { return cqf.metadata->key_bits; }
@@ -147,6 +148,13 @@ uint64_t CQF<key_obj>::query(const key_obj& k) {
 	return qf_count_key_value(&cqf, k.key, k.value);
 }
 
+template <class key_obj>
+std::pair<uint64_t, uint64_t> CQF<key_obj>::queryValAndIdx(key_obj& k) const {
+	uint64_t eq, idx;
+	eq = qf_key_value_index(&cqf, k.key, k.value, &idx);
+	return std::make_pair(eq, idx);
+}
+
 template <class key_obj>
 uint64_t CQF<key_obj>::get_index(const key_obj& k) {
 	return get_bucket_index(k.key);
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 93bf2c0..a0a7aae 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -42,9 +42,6 @@ target_compile_options(mantis PUBLIC "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LANGUAGE
 target_compile_options(mantis PUBLIC "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:C>>:${MANTIS_RELEASE_CFLAGS}>")
 target_compile_options(mantis PUBLIC "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:CXX>>:${MANTIS_RELEASE_CXXFLAGS}>")
 target_compile_definitions(mantis PUBLIC "${ARCH_DEFS}")
-add_executable(monochromatic_component_iterator
-				monochromatic_component_iterator.cc)
-add_executable(walkEqcls walkEqcls.cc)
 
 add_executable(build_eq_graph build_eq_graph.cc)
 target_include_directories(build_eq_graph PUBLIC $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
@@ -63,15 +60,18 @@ endif()
 
 install(TARGETS mantis
         RUNTIME DESTINATION bin)
+
+add_executable(monochromatic_component_iterator
+		monochromatic_component_iterator.cc)
 target_include_directories(monochromatic_component_iterator PUBLIC
   $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
-
-target_include_directories(walkEqcls PUBLIC
-  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include> $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include/SIMDCompressionAndIntersection>)
-
-target_link_libraries(mantis
-  mantis_core)
 target_link_libraries(monochromatic_component_iterator
 				mantis_core)
+
+#link_directories($<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/lib>)
+add_executable(walkEqcls walkEqcls.cc)
+target_include_directories(walkEqcls PUBLIC
+		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include> $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include/SIMDCompressionAndIntersection>)
+find_library(compression_library NAMES SIMDCompressionAndIntersection HINTS "${CMAKE_SOURCE_DIR}/lib")
 target_link_libraries(walkEqcls
-				mantis_core SIMDCompressionAndIntersection)
+				mantis_core ${compression_library})
diff --git a/src/MSF.cpp b/src/MSF.cc
similarity index 62%
rename from src/MSF.cpp
rename to src/MSF.cc
index 27d4ea2..0952804 100644
--- a/src/MSF.cpp
+++ b/src/MSF.cc
@@ -4,9 +4,11 @@
 // The algorithm's basic implementation taken from
 // https://www.geeksforgeeks.org/kruskals-minimum-spanning-tree-using-stl-in-c/
 //
+
 #include<bits/stdc++.h>
 #include <sstream>
 #include <unordered_set>
+#include "clipp.h"
 #include "bitvector.h"
 //#include "sdsl/bits.hpp"
 
@@ -22,12 +24,15 @@ struct Edge {
 };
 
 struct DisjointSetNode {
-    uint64_t parent{0}, rnk{0}, w{0}, edges{0};
+    uint64_t parent{0}, realParent{0}, rnk{0}, w{0}, edges{0};
 
     void setParent(uint64_t p) { parent = p; }
 
-    void mergeWith(DisjointSetNode &n, uint16_t edgeW) {
+    void setRealParent(uint64_t p) { parent = p; }
+
+    void mergeWith(DisjointSetNode &n, uint16_t edgeW, uint64_t id) {
         n.setParent(parent);
+        n.setRealParent(id);
         w += (n.w + static_cast<uint64_t>(edgeW));
         edges += (n.edges + 1);
         n.edges = 0;
@@ -53,6 +58,7 @@ struct DisjointSets {
         for (uint64_t i = 0; i <= n; i++) {
             //every element is parent of itself
             els[i].setParent(i);
+            els[i].setRealParent(i);
         }
     }
 
@@ -73,10 +79,10 @@ struct DisjointSets {
         /* Make tree with smaller height
            a subtree of the other tree  */
         if (els[x].rnk > els[y].rnk) {
-            els[x].mergeWith(els[y], edgeW);
+            els[x].mergeWith(els[y], edgeW, x);
 
         } else {// If rnk[x] <= rnk[y]
-            els[y].mergeWith(els[x], edgeW);
+            els[y].mergeWith(els[x], edgeW, y);
         }
     }
 };
@@ -164,22 +170,88 @@ struct Graph {
     }
 };
 
+struct Opts {
+    std::string filename;
+    uint64_t numNodes; // = std::stoull(argv[2]);
+    uint64_t bucketCnt; // = std::stoull(argv[3]);
+    uint64_t numSamples;
+    std::string eqClsListFile;
+};
+
 int main(int argc, char *argv[]) {
     /* Let us create above shown weighted
        and undirected graph */
-    std::string filename = argv[1];
-    uint64_t numNodes = std::stoull(argv[2]);
-    uint64_t bucketCnt = std::stoull(argv[3]);
-    ifstream file(filename);
+    using namespace clipp;
+    enum class mode {
+        build, ccInfo, help
+    };
+    mode selected = mode::help;
+    Opts opt;
+    auto ccInfo_mode = (
+            command("ccInfo").set(selected, mode::ccInfo),
+                    required("-e", "--edge-filename") &
+                    value("edge_filename", opt.filename) % "file containing list of eq. class edges.",
+                    required("-n", "--eqCls-cnt") &
+                    value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
+                    required("-b", "--bucket-cnt") &
+                    value("bucket_count", opt.bucketCnt) % "Total number of valid distances."
+    );
+
+    auto build_mode = (
+            command("build").set(selected, mode::build),
+                    required("-e", "--edge-filename") &
+                    value("edge_filename", opt.filename) % "File containing list of eq. class edges.",
+                    required("-n", "--eqCls-cnt") &
+                    value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
+                    required("-b", "--bucket-cnt") &
+                    value("bucket_count", opt.bucketCnt) % "Total number of valid distances.",
+                    required("-s", "--numSamples") &
+                    value("numSamples", opt.numSamples) % "Total number of experiments (samples).",
+                    required("-c", "--eqCls-lst") &
+                    value("eqCls_list", opt.eqClsListFile) % "File containing list of equivalence (color) classes."
+    );
+
+    auto cli = (
+            (build_mode | ccInfo_mode | command("help").set(selected, mode::help)
+            )
+    );
+
+    decltype(parse(argc, argv, cli)) res;
+    try {
+        res = parse(argc, argv, cli);
+    } catch (std::exception &e) {
+        std::cout << "\n\nParsing command line failed with exception: " << e.what() << "\n";
+        std::cout << "\n\n";
+        std::cout << make_man_page(cli, "MSF");
+        return 1;
+    }
 
-    Graph g(bucketCnt);
+    //explore_options_verbose(res);
+
+    if (res) {
+        switch (selected) {
+            //case mode::ccInfo: query_main(qopt);  break;
+            //case mode::build: validate_main(vopt);  break;
+            case mode::help:
+                std::cerr << make_man_page(cli, "MSF");
+                break;
+        }
+    }
+
+    std::cerr << "here are the inputs: \n"
+              << opt.filename << "\n"
+              << opt.numNodes << "\n"
+              << opt.bucketCnt << "\n";
+    ifstream file(opt.filename);
+
+    Graph g(opt.bucketCnt);
 
     uint32_t w_;
     uint64_t n1, n2, edgeCntr{0};
     std::string tmp;
     {
         //unordered_set<uint64_t> nodes;
-        sdsl::bit_vector nodes(numNodes, 0);
+        sdsl::bit_vector nodes(opt.numNodes, 0);
         std::getline(file, tmp);
         while (file.good()) {
             file >> n1 >> n2 >> w_;
@@ -195,7 +267,7 @@ int main(int argc, char *argv[]) {
         file.close();
 
         uint64_t distinctNodes{0};
-        for (uint64_t i = 0; i < numNodes; i += 64) {
+        for (uint64_t i = 0; i < nodes.size(); i += 64) {
             distinctNodes += sdsl::bits::cnt(nodes.get_int(i, 64));
         }
         std::cerr << "# of nodes: " << distinctNodes//nodes.size()
@@ -203,18 +275,21 @@ int main(int argc, char *argv[]) {
                   << "\n";
 //        nodes.clear();
     }
-    g.V = numNodes;
+    g.V = opt.numNodes;
     g.E = edgeCntr;
     //g.V = numNodes;
     //ifstream file(filename);
 
-    DisjointSets ds = g.kruskalMSF(bucketCnt, file);
+    DisjointSets ds = g.kruskalMSF(opt.bucketCnt, file);
 
-    for (auto &el : ds.els) {
-        if (el.w != 0) {
-            std::cout << el.edges << "\t" << el.w << "\t" << el.rnk << "\n";
+    if (selected == mode::ccInfo) {
+        for (auto &el : ds.els) {
+            if (el.w != 0) {
+                std::cout << el.edges << "\t" << el.w << "\t" << el.rnk << "\n";
+            }
         }
     }
+
     return 0;
 }
 
diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index c44ad05..6ba60d9 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -201,9 +201,9 @@ cqf (g), it(g->begin(0)), bvs(bvin), num_samples(num_samplesin) {
     // initialize cqf iterator
     k = cqf->keybits() / 2; // 2-bit encoded
     std::cerr << "k : " << k << "\n";
-    sdsl::util::assign(visited, sdsl::bit_vector(cqf->slots(), 0));
+    sdsl::util::assign(visited, sdsl::bit_vector(cqf->capacity(), 0));
     std::cerr << "kmers: " << cqf->size() << "\n";
-    std::cerr << "slots: " << cqf->slots() << "\n";
+    std::cerr << "slots: " << cqf->capacity() << "\n";
     withMax0.resize(9);
     sdsl::bit_vector d(num_samples, 0);
     eqclass_map[d] = 0;

From c6b1008d4c4553114ae2f97e28470827fd6e0cc0 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 18 Jul 2018 13:08:57 -0400
Subject: [PATCH 020/122] Add the ability to build parent bv

---
 src/MSF.cc | 72 +++++++++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 71 insertions(+), 1 deletion(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 0952804..2e9e7b2 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -12,6 +12,8 @@
 #include "bitvector.h"
 //#include "sdsl/bits.hpp"
 
+#define EQS_PER_SLOT 20000000
+
 using namespace std;
 
 struct Edge {
@@ -28,7 +30,7 @@ struct DisjointSetNode {
 
     void setParent(uint64_t p) { parent = p; }
 
-    void setRealParent(uint64_t p) { parent = p; }
+    void setRealParent(uint64_t p) { realParent = p; }
 
     void mergeWith(DisjointSetNode &n, uint16_t edgeW, uint64_t id) {
         n.setParent(parent);
@@ -178,6 +180,40 @@ struct Opts {
     std::string eqClsListFile;
 };
 
+void loadEqs(std::string filename, std::vector<sdsl::rrr_vector<63>> &bvs) {
+    bvs.reserve(20);
+    std::string eqfile;
+    std::ifstream eqlist(filename);
+    if (eqlist.is_open()) {
+        uint64_t accumTotalEqCls = 0;
+        while (getline(eqlist, eqfile)) {
+            sdsl::rrr_vector<63> bv;
+            bvs.push_back(bv);
+            sdsl::load_from_file(bvs.back(), eqfile);
+        }
+    }
+    //BitVectorRRR bv(eqfile);
+    std::cerr << "loaded all the equivalence classes: " << ((bvs.size() - 1) * EQS_PER_SLOT + bvs.back().size())
+              << "\n";
+}
+
+void buildColor(std::vector<sdsl::rrr_vector<63>> &bvs,
+                std::vector<uint64_t> &eq,
+                uint64_t eqid,
+                uint64_t num_samples) {
+    uint64_t i{0}, bitcnt{0}, wrdcnt{0};
+    uint64_t idx = eqid / EQS_PER_SLOT;
+    uint64_t offset = eqid % EQS_PER_SLOT;
+//std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
+    while (i < num_samples) {
+        bitcnt = std::min(num_samples - i, (uint64_t) 64);
+        uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
+        eq[wrdcnt++] = wrd;
+        i += bitcnt;
+    }
+}
+
+
 int main(int argc, char *argv[]) {
     /* Let us create above shown weighted
        and undirected graph */
@@ -242,6 +278,7 @@ int main(int argc, char *argv[]) {
               << opt.filename << "\n"
               << opt.numNodes << "\n"
               << opt.bucketCnt << "\n";
+
     ifstream file(opt.filename);
 
     Graph g(opt.bucketCnt);
@@ -290,6 +327,39 @@ int main(int argc, char *argv[]) {
         }
     }
 
+    if (selected == mode::build) {
+        std::vector<sdsl::rrr_vector<63>> bvs;
+        loadEqs(opt.eqClsListFile, bvs);
+        std::vector<uint64_t> eq1(((opt.numSamples - 1) / 64) + 1),
+                eq2(((opt.numSamples - 1) / 64) + 1);
+        sdsl::int_vector<> parents(opt.numNodes, 0, (uint64_t) ceil(log2(opt.numNodes)));
+        uint64_t totalDeltas{0}, rootDeltas{0}, rootCnt{0};
+        for (auto i = 0; i < opt.numNodes; i++) {
+            if (ds.els[i].realParent == i) {
+                parents[i] = 0;
+                buildColor(bvs, eq1, i+1, opt.numSamples);
+                for (auto& wrd : eq1) {
+                    rootDeltas += sdsl::bits::cnt(wrd);
+                }
+                rootCnt ++;
+            }
+            else
+                parents[i] = ds.els[i].realParent;
+            totalDeltas += ds.els[i].w;
+        }
+        /*buildColor(eq1, eqid, opt.numSamples);
+        for (uint64_t i = 0; i < eq1.size(); i++) {
+            uint64_t bitcnt = std::min(this->num_samples - (i * 64), (uint64_t) 64);
+            dist.set_int((i * 64), (eq1[i] ^ eq2[i]), bitcnt);
+            //std::cerr << i << " " << eq1[i] << " " << eq2[i] << " " << (eq1[i] ^ eq2[i]) << "\n";
+        }*/
+        sdsl::store_to_file(parents, "parent.tst");
+        std::cerr << "parent size: " << sdsl::size_in_mega_bytes(parents) << "MB\n"
+                  << "delta size: " << totalDeltas * log2(opt.numSamples) / 8 << "B\n"
+                  << "bbv size: " << totalDeltas/8 << "B\n"
+                  << "root delta count: " << rootCnt << " " << rootDeltas << "\n";
+    }
+
     return 0;
 }
 

From 7654c7308bbdf878d51b115b55407f34f9c0a182 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 19 Jul 2018 11:15:47 -0400
Subject: [PATCH 021/122] Start using boost for MST

---
 src/CMakeLists.txt | 11 ++++++++
 src/MST_boost.cc   | 67 ++++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 78 insertions(+)
 create mode 100644 src/MST_boost.cc

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index a0a7aae..d89e2ea 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -68,6 +68,17 @@ target_include_directories(monochromatic_component_iterator PUBLIC
 target_link_libraries(monochromatic_component_iterator
 				mantis_core)
 
+
+add_executable(msf MSF.cc)
+target_include_directories(msf PUBLIC
+				  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+target_link_libraries(msf
+				                mantis_core)
+
+add_executable(mstBoost MST_boost.cc)
+		target_include_directories(mstBoost PUBLIC
+						                  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+target_link_libraries(mstBoost mantis_core)
 #link_directories($<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/lib>)
 add_executable(walkEqcls walkEqcls.cc)
 target_include_directories(walkEqcls PUBLIC
diff --git a/src/MST_boost.cc b/src/MST_boost.cc
new file mode 100644
index 0000000..ee019e7
--- /dev/null
+++ b/src/MST_boost.cc
@@ -0,0 +1,67 @@
+//
+// Created by Fatemeh Almodaresi on 7/19/18.
+//
+
+#include <boost/graph/adjacency_list.hpp>
+#include <boost/graph/kruskal_min_spanning_tree.hpp>
+#include <iostream>
+#include <fstream>
+
+int main(int argc, char *argv[]) {
+    using namespace boost;
+    typedef adjacency_list <vecS, vecS, undirectedS,
+    no_property, property<edge_weight_t, int>> Graph;
+    typedef graph_traits<Graph>::edge_descriptor Edge;
+    typedef graph_traits<Graph>::vertex_descriptor Vertex;
+    typedef std::pair<int, int> E;
+
+    const int num_nodes = 5;
+    E edge_array[] = {E(0, 2), E(1, 3), E(1, 4), E(2, 1), E(2, 3),
+                      E(3, 4), E(4, 0), E(4, 1)
+    };
+    int weights[] = {1, 1, 2, 7, 3, 1, 1, 1};
+    std::size_t num_edges = sizeof(edge_array) / sizeof(E);
+#if defined(BOOST_MSVC) && BOOST_MSVC <= 1300
+    Graph g(num_nodes);
+  property_map<Graph, edge_weight_t>::type weightmap = get(edge_weight, g);
+  for (std::size_t j = 0; j < num_edges; ++j) {
+    Edge e; bool inserted;
+    tie(e, inserted) = add_edge(edge_array[j].first, edge_array[j].second, g);
+    weightmap[e] = weights[j];
+  }
+#else
+    Graph g(edge_array, edge_array + num_edges, weights, num_nodes);
+#endif
+    property_map<Graph, edge_weight_t>::type weight = get(edge_weight, g);
+    std::vector<Edge> spanning_tree;
+
+    kruskal_minimum_spanning_tree(g, std::back_inserter(spanning_tree));
+
+    std::cout << "Print the edges in the MST:" << std::endl;
+    for (std::vector<Edge>::iterator ei = spanning_tree.begin();
+         ei != spanning_tree.end(); ++ei) {
+        std::cout << source(*ei, g) << " <--> " << target(*ei, g)
+                  << " with weight of " << weight[*ei]
+                  << std::endl;
+    }
+
+    std::ofstream fout("figs/kruskal-eg.dot");
+    fout << "graph A {\n"
+         << " rankdir=LR\n"
+         << " size=\"3,3\"\n"
+         << " ratio=\"filled\"\n"
+         << " edge[style=\"bold\"]\n" << " node[shape=\"circle\"]\n";
+    graph_traits<Graph>::edge_iterator eiter, eiter_end;
+    for (tie(eiter, eiter_end) = edges(g); eiter != eiter_end; ++eiter) {
+        fout << source(*eiter, g) << " -- " << target(*eiter, g);
+        if (std::find(spanning_tree.begin(), spanning_tree.end(), *eiter)
+            != spanning_tree.end())
+            fout << "[color=\"black\", label=\"" << get(edge_weight, g, *eiter)
+                 << "\"];\n";
+        else
+            fout << "[color=\"gray\", label=\"" << get(edge_weight, g, *eiter)
+                 << "\"];\n";
+    }
+    fout << "}\n";
+    return EXIT_SUCCESS;
+}
\ No newline at end of file

From ab09c65b0ac1a548fd55c8291fbd5d06016b7495 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 19 Jul 2018 16:38:02 -0400
Subject: [PATCH 022/122] A simple MST boost test! (also removed realParent
 from MSF)

---
 src/MSF.cc       |  35 +---------
 src/MST_boost.cc | 162 +++++++++++++++++++++++++++++++++--------------
 2 files changed, 114 insertions(+), 83 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 2e9e7b2..14fc625 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -30,11 +30,8 @@ struct DisjointSetNode {
 
     void setParent(uint64_t p) { parent = p; }
 
-    void setRealParent(uint64_t p) { realParent = p; }
-
     void mergeWith(DisjointSetNode &n, uint16_t edgeW, uint64_t id) {
         n.setParent(parent);
-        n.setRealParent(id);
         w += (n.w + static_cast<uint64_t>(edgeW));
         edges += (n.edges + 1);
         n.edges = 0;
@@ -60,7 +57,6 @@ struct DisjointSets {
         for (uint64_t i = 0; i <= n; i++) {
             //every element is parent of itself
             els[i].setParent(i);
-            els[i].setRealParent(i);
         }
     }
 
@@ -328,36 +324,7 @@ int main(int argc, char *argv[]) {
     }
 
     if (selected == mode::build) {
-        std::vector<sdsl::rrr_vector<63>> bvs;
-        loadEqs(opt.eqClsListFile, bvs);
-        std::vector<uint64_t> eq1(((opt.numSamples - 1) / 64) + 1),
-                eq2(((opt.numSamples - 1) / 64) + 1);
-        sdsl::int_vector<> parents(opt.numNodes, 0, (uint64_t) ceil(log2(opt.numNodes)));
-        uint64_t totalDeltas{0}, rootDeltas{0}, rootCnt{0};
-        for (auto i = 0; i < opt.numNodes; i++) {
-            if (ds.els[i].realParent == i) {
-                parents[i] = 0;
-                buildColor(bvs, eq1, i+1, opt.numSamples);
-                for (auto& wrd : eq1) {
-                    rootDeltas += sdsl::bits::cnt(wrd);
-                }
-                rootCnt ++;
-            }
-            else
-                parents[i] = ds.els[i].realParent;
-            totalDeltas += ds.els[i].w;
-        }
-        /*buildColor(eq1, eqid, opt.numSamples);
-        for (uint64_t i = 0; i < eq1.size(); i++) {
-            uint64_t bitcnt = std::min(this->num_samples - (i * 64), (uint64_t) 64);
-            dist.set_int((i * 64), (eq1[i] ^ eq2[i]), bitcnt);
-            //std::cerr << i << " " << eq1[i] << " " << eq2[i] << " " << (eq1[i] ^ eq2[i]) << "\n";
-        }*/
-        sdsl::store_to_file(parents, "parent.tst");
-        std::cerr << "parent size: " << sdsl::size_in_mega_bytes(parents) << "MB\n"
-                  << "delta size: " << totalDeltas * log2(opt.numSamples) / 8 << "B\n"
-                  << "bbv size: " << totalDeltas/8 << "B\n"
-                  << "root delta count: " << rootCnt << " " << rootDeltas << "\n";
+
     }
 
     return 0;
diff --git a/src/MST_boost.cc b/src/MST_boost.cc
index ee019e7..5cff8b2 100644
--- a/src/MST_boost.cc
+++ b/src/MST_boost.cc
@@ -2,66 +2,130 @@
 // Created by Fatemeh Almodaresi on 7/19/18.
 //
 
+
 #include <boost/graph/adjacency_list.hpp>
 #include <boost/graph/kruskal_min_spanning_tree.hpp>
+#include <boost/range/irange.hpp>
 #include <iostream>
 #include <fstream>
+#include "clipp.h"
+
+struct Opts {
+    std::string filename;
+    uint64_t numNodes; // = std::stoull(argv[2]);
+    uint64_t bucketCnt; // = std::stoull(argv[3]);
+    uint64_t numSamples;
+    std::string eqClsListFile;
+};
 
 int main(int argc, char *argv[]) {
+
+    /* Let us create above shown weighted
+   and undirected graph */
+    using namespace clipp;
+    enum class mode {
+        build, ccInfo, help
+    };
+    mode selected = mode::help;
+    Opts opt;
+    auto ccInfo_mode = (
+            command("ccInfo").set(selected, mode::ccInfo),
+                    required("-e", "--edge-filename") &
+                    value("edge_filename", opt.filename) % "file containing list of eq. class edges.",
+                    required("-n", "--eqCls-cnt") &
+                    value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
+                    required("-b", "--bucket-cnt") &
+                    value("bucket_count", opt.bucketCnt) % "Total number of valid distances."
+    );
+
+    auto build_mode = (
+            command("build").set(selected, mode::build),
+                    required("-e", "--edge-filename") &
+                    value("edge_filename", opt.filename) % "File containing list of eq. class edges.",
+                    required("-n", "--eqCls-cnt") &
+                    value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
+                    required("-b", "--bucket-cnt") &
+                    value("bucket_count", opt.bucketCnt) % "Total number of valid distances.",
+                    required("-s", "--numSamples") &
+                    value("numSamples", opt.numSamples) % "Total number of experiments (samples).",
+                    required("-c", "--eqCls-lst") &
+                    value("eqCls_list", opt.eqClsListFile) % "File containing list of equivalence (color) classes."
+    );
+
+    auto cli = (
+            (build_mode | ccInfo_mode | command("help").set(selected, mode::help)
+            )
+    );
+
+    decltype(parse(argc, argv, cli)) res;
+    try {
+        res = parse(argc, argv, cli);
+    } catch (std::exception &e) {
+        std::cout << "\n\nParsing command line failed with exception: " << e.what() << "\n";
+        std::cout << "\n\n";
+        std::cout << make_man_page(cli, "MSF");
+        return 1;
+    }
+
+    //explore_options_verbose(res);
+
+    if (res) {
+        switch (selected) {
+            //case mode::ccInfo: query_main(qopt);  break;
+            //case mode::build: validate_main(vopt);  break;
+            case mode::help:
+                std::cerr << make_man_page(cli, "MSF");
+                break;
+        }
+    }
+
     using namespace boost;
-    typedef adjacency_list <vecS, vecS, undirectedS,
-    no_property, property<edge_weight_t, int>> Graph;
+    typedef adjacency_list <vecS, vecS, undirectedS, no_property, property<edge_weight_t, uint32_t>> Graph;
     typedef graph_traits<Graph>::edge_descriptor Edge;
     typedef graph_traits<Graph>::vertex_descriptor Vertex;
-    typedef std::pair<int, int> E;
+    typedef std::pair<uint64_t, uint64_t> E;
 
-    const int num_nodes = 5;
-    E edge_array[] = {E(0, 2), E(1, 3), E(1, 4), E(2, 1), E(2, 3),
-                      E(3, 4), E(4, 0), E(4, 1)
-    };
-    int weights[] = {1, 1, 2, 7, 3, 1, 1, 1};
-    std::size_t num_edges = sizeof(edge_array) / sizeof(E);
-#if defined(BOOST_MSVC) && BOOST_MSVC <= 1300
-    Graph g(num_nodes);
-  property_map<Graph, edge_weight_t>::type weightmap = get(edge_weight, g);
-  for (std::size_t j = 0; j < num_edges; ++j) {
-    Edge e; bool inserted;
-    tie(e, inserted) = add_edge(edge_array[j].first, edge_array[j].second, g);
-    weightmap[e] = weights[j];
-  }
-#else
-    Graph g(edge_array, edge_array + num_edges, weights, num_nodes);
-#endif
-    property_map<Graph, edge_weight_t>::type weight = get(edge_weight, g);
-    std::vector<Edge> spanning_tree;
-
-    kruskal_minimum_spanning_tree(g, std::back_inserter(spanning_tree));
-
-    std::cout << "Print the edges in the MST:" << std::endl;
-    for (std::vector<Edge>::iterator ei = spanning_tree.begin();
-         ei != spanning_tree.end(); ++ei) {
-        std::cout << source(*ei, g) << " <--> " << target(*ei, g)
-                  << " with weight of " << weight[*ei]
-                  << std::endl;
-    }
+    if (selected == mode::build) {
+
+        Graph g(opt.numNodes+1);
+        property_map<Graph, edge_weight_t>::type weightmap = get(edge_weight, g);
+        std::ifstream file(opt.filename);
+        uint64_t n1,n2, zero{opt.numNodes+2}, edgeCntr{0};
+        uint32_t w;
+        for (auto i : irange((uint64_t)0, opt.numNodes)) {
+            add_edge(0, i, opt.numSamples, g);
+            edgeCntr++;
+            if (edgeCntr % 1000000 == 0) {
+
+            }
+        }
+        std::cerr << edgeCntr << " zero-end edges\n";
+        edgeCntr = 0;
+        while (file.good()) {
+            file >> n1 >> n2 >> w;
+            /*Edge e;
+            bool inserted;*/
+            /*tie(e, inserted) = */add_edge(n1, n2, w, g);
+            //weightmap[e] = w;
+            edgeCntr++;
+            if (edgeCntr % 10000000 == 0) {
+                std::cerr << edgeCntr << "\n";
+            }
+        }
+        std::cerr << edgeCntr << " edges\n";
+
+        std::vector<Edge> spanning_tree;
+
+        kruskal_minimum_spanning_tree(g, std::back_inserter(spanning_tree));
 
-    std::ofstream fout("figs/kruskal-eg.dot");
-    fout << "graph A {\n"
-         << " rankdir=LR\n"
-         << " size=\"3,3\"\n"
-         << " ratio=\"filled\"\n"
-         << " edge[style=\"bold\"]\n" << " node[shape=\"circle\"]\n";
-    graph_traits<Graph>::edge_iterator eiter, eiter_end;
-    for (tie(eiter, eiter_end) = edges(g); eiter != eiter_end; ++eiter) {
-        fout << source(*eiter, g) << " -- " << target(*eiter, g);
-        if (std::find(spanning_tree.begin(), spanning_tree.end(), *eiter)
-            != spanning_tree.end())
-            fout << "[color=\"black\", label=\"" << get(edge_weight, g, *eiter)
-                 << "\"];\n";
-        else
-            fout << "[color=\"gray\", label=\"" << get(edge_weight, g, *eiter)
-                 << "\"];\n";
+        std::cerr << "Done building MST\nTotal # of edges: " << spanning_tree.size() << "\n";
+        /*std::cout << "Print the edges in the MST:" << std::endl;
+        for (std::vector<Edge>::iterator ei = spanning_tree.begin();
+             ei != spanning_tree.end(); ++ei) {
+            std::cout << source(*ei, g) << " <--> " << target(*ei, g)
+                      << " with weight of " << weight[*ei]
+                      << std::endl;
+        }*/
     }
-    fout << "}\n";
     return EXIT_SUCCESS;
 }
\ No newline at end of file

From a8f325e65e0ca8e031ce1bc65eb4ca1f7d090e14 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 19 Jul 2018 19:11:35 -0400
Subject: [PATCH 023/122] A very important commit containing the whole
 algorithm to find the root of the mst (including the dummy node) + outputting
 stats about it.

---
 src/MSF.cc | 178 +++++++++++++++++++++++++++++++++++++++++++++--------
 1 file changed, 151 insertions(+), 27 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 14fc625..882665e 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -8,6 +8,7 @@
 #include<bits/stdc++.h>
 #include <sstream>
 #include <unordered_set>
+#include <queue>
 #include "clipp.h"
 #include "bitvector.h"
 //#include "sdsl/bits.hpp"
@@ -17,20 +18,45 @@
 using namespace std;
 
 struct Edge {
-    uint64_t n1;
-    uint64_t n2;
-    uint32_t weight;
+    uint32_t n1;
+    uint32_t n2;
+    uint16_t weight;
 
-    Edge(uint64_t inN1, uint64_t inN2, uint32_t inWeight)
+    Edge(uint32_t inN1, uint32_t inN2, uint16_t inWeight)
             : n1(inN1), n2(inN2), weight(inWeight) {}
 };
 
+struct EdgePtr {
+    uint16_t bucket;
+    uint32_t idx;
+
+    EdgePtr(uint16_t bucketIn, uint32_t idxIn) : bucket(bucketIn), idx(idxIn) {}
+};
+
+struct Child {
+    uint32_t id;
+    uint16_t weight;
+
+    Child(uint32_t inN1, uint16_t inWeight) : id(inN1), weight(inWeight) {}
+};
+
+struct Path {
+    uint32_t id;
+    uint32_t steps;
+    uint64_t weight;
+
+    Path(uint32_t idIn,
+         uint32_t stepsIn,
+         uint64_t weightIn) : id(idIn), steps(stepsIn), weight(weightIn) {}
+};
+
 struct DisjointSetNode {
-    uint64_t parent{0}, realParent{0}, rnk{0}, w{0}, edges{0};
+    uint32_t parent{0};
+    uint64_t rnk{0}, w{0}, edges{0};
 
-    void setParent(uint64_t p) { parent = p; }
+    void setParent(uint32_t p) { parent = p; }
 
-    void mergeWith(DisjointSetNode &n, uint16_t edgeW, uint64_t id) {
+    void mergeWith(DisjointSetNode &n, uint16_t edgeW, uint32_t id) {
         n.setParent(parent);
         w += (n.w + static_cast<uint64_t>(edgeW));
         edges += (n.edges + 1);
@@ -62,7 +88,7 @@ struct DisjointSets {
 
     // Find the parent of a node 'u'
     // Path Compression
-    int find(uint64_t u) {
+    int find(uint32_t u) {
         /* Make the parent of the nodes in the path
            from u--> parent[u] point to parent[u] */
         if (u != els[u].parent)
@@ -71,7 +97,7 @@ struct DisjointSets {
     }
 
     // Union by rank
-    void merge(uint64_t x, uint64_t y, uint16_t edgeW) {
+    void merge(uint32_t x, uint32_t y, uint16_t edgeW) {
         x = find(x), y = find(y);
 
         /* Make tree with smaller height
@@ -90,18 +116,19 @@ struct Graph {
     uint64_t V, E;
     //vector<Edge> edges;
     vector<vector<Edge>> edges;
+    vector<vector<EdgePtr>> mst;
 
     Graph(uint64_t bucketCnt) { edges.resize(bucketCnt); }
 
     // Utility function to add an edge
-    void addEdge(uint64_t u, uint64_t v, uint16_t w) {
+    void addEdge(uint32_t u, uint32_t v, uint16_t w) {
         edges[w - 1].emplace_back(u, v, w);
         //edges.emplace_back(u, v, w);
     }
 
     // Function to find MST using Kruskal's
     // MST algorithm
-    DisjointSets kruskalMSF(uint64_t bucketCnt, ifstream &file) {
+    DisjointSets kruskalMSF(uint32_t bucketCnt/*, ifstream &file*/) {
         int mst_wt = 0; // Initialize result
 
         // Sort edges in increasing order on basis of cost
@@ -122,13 +149,14 @@ struct Graph {
             /*std::getline(file, tmp);
             while (file.good()) {
                 file >> n1 >> n2 >> w;*/
+            uint32_t edgeIdxInBucket = 0;
             for (auto it = edges[bucketCntr].begin(); it != edges[bucketCntr].end(); it++) {
                 //if (w == bucketCntr) {
                 w = it->weight;
-                uint64_t u = it->n1;
-                uint64_t v = it->n2;
-                uint64_t set_u = ds.find(u);
-                uint64_t set_v = ds.find(v);
+                uint32_t u = it->n1;
+                uint32_t v = it->n2;
+                uint32_t set_u = ds.find(u);
+                uint32_t set_v = ds.find(v);
 
                 // Check if the selected edge is creating
                 // a cycle or not (Cycle is created if u
@@ -137,6 +165,8 @@ struct Graph {
                     // Current edge will be in the MST
                     // Merge two sets
                     ds.merge(set_u, set_v, w);
+                    mst[u].emplace_back(bucketCntr, edgeIdxInBucket);
+                    mst[v].emplace_back(bucketCntr, edgeIdxInBucket);
                     nodes[u] = 1;
                     nodes[v] = 1;
                     mergeCntr++;
@@ -148,6 +178,7 @@ struct Graph {
                 if (cntr % 1000000 == 0) {
                     std::cerr << "edge " << cntr << " " << mergeCntr << "\n";
                 }
+                edgeIdxInBucket++;
                 //}
             }
             /*file.clear();
@@ -176,7 +207,7 @@ struct Opts {
     std::string eqClsListFile;
 };
 
-void loadEqs(std::string filename, std::vector<sdsl::rrr_vector<63>> &bvs) {
+void loadEqs(std::string filename, std::vector<sdsl::rrr_vector < 63>> &bvs) {
     bvs.reserve(20);
     std::string eqfile;
     std::ifstream eqlist(filename);
@@ -189,19 +220,19 @@ void loadEqs(std::string filename, std::vector<sdsl::rrr_vector<63>> &bvs) {
         }
     }
     //BitVectorRRR bv(eqfile);
-    std::cerr << "loaded all the equivalence classes: " << ((bvs.size() - 1) * EQS_PER_SLOT + bvs.back().size())
+    std::cerr << "loaded all the equivalence classes: "
+              << ((bvs.size() - 1) * EQS_PER_SLOT + bvs.back().size())
               << "\n";
 }
 
-void buildColor(std::vector<sdsl::rrr_vector<63>> &bvs,
-                std::vector<uint64_t> &eq,
-                uint64_t eqid,
-                uint64_t num_samples) {
+void buildColor(std::vector<sdsl::rrr_vector < 63>>&bvs, std::vector<uint64_t> &eq,
+        uint64_t eqid,
+        uint64_t num_samples) {
     uint64_t i{0}, bitcnt{0}, wrdcnt{0};
     uint64_t idx = eqid / EQS_PER_SLOT;
     uint64_t offset = eqid % EQS_PER_SLOT;
-//std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
-    while (i < num_samples) {
+    //std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
+    while (i<num_samples) {
         bitcnt = std::min(num_samples - i, (uint64_t) 64);
         uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
         eq[wrdcnt++] = wrd;
@@ -226,7 +257,9 @@ int main(int argc, char *argv[]) {
                     required("-n", "--eqCls-cnt") &
                     value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
                     required("-b", "--bucket-cnt") &
-                    value("bucket_count", opt.bucketCnt) % "Total number of valid distances."
+                    value("bucket_count", opt.bucketCnt) % "Total number of valid distances.",
+                    required("-s", "--numSamples") &
+                    value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
     );
 
     auto build_mode = (
@@ -274,18 +307,21 @@ int main(int argc, char *argv[]) {
               << opt.filename << "\n"
               << opt.numNodes << "\n"
               << opt.bucketCnt << "\n";
-
+    opt.numNodes++; // number of nodes is one more than input including the zero node
     ifstream file(opt.filename);
 
     Graph g(opt.bucketCnt);
 
     uint32_t w_;
-    uint64_t n1, n2, edgeCntr{0};
+    uint32_t n1, n2, edgeCntr{0}, zero{(uint32_t) opt.numNodes - 1};
     std::string tmp;
     {
         //unordered_set<uint64_t> nodes;
         sdsl::bit_vector nodes(opt.numNodes, 0);
         std::getline(file, tmp);
+        for (uint64_t i = 0; i < opt.numNodes; i++) {
+            g.addEdge(zero, i, opt.numSamples);
+        }
         while (file.good()) {
             file >> n1 >> n2 >> w_;
             g.addEdge(n1, n2, w_);
@@ -309,11 +345,12 @@ int main(int argc, char *argv[]) {
 //        nodes.clear();
     }
     g.V = opt.numNodes;
+    g.mst.resize(opt.numNodes);
     g.E = edgeCntr;
     //g.V = numNodes;
     //ifstream file(filename);
 
-    DisjointSets ds = g.kruskalMSF(opt.bucketCnt, file);
+    DisjointSets ds = g.kruskalMSF(opt.bucketCnt/*, file*/);
 
     if (selected == mode::ccInfo) {
         for (auto &el : ds.els) {
@@ -324,6 +361,93 @@ int main(int argc, char *argv[]) {
     }
 
     if (selected == mode::build) {
+        std::queue<uint32_t> q;
+        vector<vector<Child>> p2c(opt.numNodes);
+        vector<uint32_t> c2p(opt.numNodes);
+
+        for (auto e = 0; e < g.mst.size(); e++) {
+            // put all the mst leaves into the queue
+            if (g.mst[e].size() == 1) {
+                q.push(e); // e is a leaf
+            }
+        }
+        // now go run the algorithm to find the root of the tree and all the edge directions
+        uint32_t root;
+        bool check = false;
+        uint64_t nodeCntr{0};
+        while (!q.empty()) {
+            uint32_t node = q.front();
+            q.pop();
+            if (g.mst[node].size() == 0) {
+                // this node is the root
+                // and this should be the end of the loop
+                // just to confirm this, I'll continue
+                if (check) {
+                    std::cerr << "A TERRIBLE BUG!!!\n"
+                              << "finding a node with no edges should only happen once at the root\n";
+                    std::exit(1);
+                }
+                check = true;
+                root = node;
+                continue;
+            }
+            auto buck = g.mst[node][0].bucket;
+            auto idx = g.mst[node][0].idx;
+            uint64_t dest = g.edges[buck][idx].n1;
+            uint64_t src = g.edges[buck][idx].n2;
+            if (src == node) { // swap src & dest since src is the leaf
+                std::swap(src, dest);
+            }
+            p2c[src].emplace_back(dest, g.edges[buck][idx].weight);
+            g.mst[dest].erase(std::remove_if(
+                    g.mst[dest].begin(), g.mst[dest].end(),
+                    [buck, idx](const EdgePtr &x) {
+                        return x.bucket == buck && x.idx == idx;
+                    }), g.mst[dest].end());
+            g.mst[src].erase(std::remove_if(
+                    g.mst[src].begin(), g.mst[src].end(),
+                    [buck, idx](const EdgePtr &x) {
+                        return x.bucket == buck && x.idx == idx;
+                    }), g.mst[src].end());
+            if (g.mst[src].size() == 1) {
+                q.push(src);
+            }
+            nodeCntr++;
+            if (nodeCntr % 10000000 == 0) {
+                std::cerr << nodeCntr << " nodes processed toward root\n";
+            }
+        }
+
+        // calculate all the stats!!
+        // create the data structures
+        std::cerr << "Calculate Stats .. \n";
+        nodeCntr = 0;
+        std::queue<Path> pq;
+        pq.push(Path(root, 0, 0));
+        double avgDegree{0};
+        uint64_t internalNodeCnt{0};
+        std::cout << "-1\t" << root << "\t" << 0 << "\t" << 0 << "\n";
+        while (!pq.empty()) {
+            Path p = pq.front();
+            pq.pop();
+            avgDegree += p2c[p.id].size();
+            if (p2c[p.id].size() != 0) {
+                internalNodeCnt++;
+            }
+            for (auto &c : p2c[p.id]) {
+                Path cp(c.id, p.steps + 1, p.weight + c.weight);
+                std::cout << p.id << "\t" << cp.id << "\t" << cp.steps << "\t" << cp.weight << "\n";
+                pq.push(cp);
+            }
+            nodeCntr++;
+            if (nodeCntr % 10000000 == 0) {
+                std::cerr << nodeCntr << " nodes processed from root\n";
+            }
+        }
+
+        std::cerr << "internal node count: " << internalNodeCnt << "\n"
+                  << "total out degree: " << avgDegree << "\n"
+                  << "average degree: " << avgDegree/internalNodeCnt << "\t" << avgDegree/opt.numNodes << "\n";
 
     }
 

From d2071526db93347c1a4c7f103a89345feac61b2c Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 19 Jul 2018 19:26:03 -0400
Subject: [PATCH 024/122] output edge weight

---
 src/CMakeLists.txt | 15 ++++++++-------
 src/MSF.cc         | 11 +++++++----
 2 files changed, 15 insertions(+), 11 deletions(-)

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index d89e2ea..02e9adb 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -79,10 +79,11 @@ add_executable(mstBoost MST_boost.cc)
 		target_include_directories(mstBoost PUBLIC
 						                  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 target_link_libraries(mstBoost mantis_core)
-#link_directories($<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/lib>)
-add_executable(walkEqcls walkEqcls.cc)
-target_include_directories(walkEqcls PUBLIC
-		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include> $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include/SIMDCompressionAndIntersection>)
-find_library(compression_library NAMES SIMDCompressionAndIntersection HINTS "${CMAKE_SOURCE_DIR}/lib")
-target_link_libraries(walkEqcls
-				mantis_core ${compression_library})
+
+
+#add_executable(walkEqcls walkEqcls.cc)
+#target_include_directories(walkEqcls PUBLIC
+#		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include> $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include/SIMDCompressionAndIntersection>)
+#find_library(compression_library NAMES SIMDCompressionAndIntersection HINTS "${CMAKE_SOURCE_DIR}/lib")
+#target_link_libraries(walkEqcls
+#				mantis_core ${compression_library})
diff --git a/src/MSF.cc b/src/MSF.cc
index 882665e..7533793 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -426,7 +426,7 @@ int main(int argc, char *argv[]) {
         pq.push(Path(root, 0, 0));
         double avgDegree{0};
         uint64_t internalNodeCnt{0};
-        std::cout << "-1\t" << root << "\t" << 0 << "\t" << 0 << "\n";
+        std::cout << "-1\t" << root << "\t" << 0 << "\t" << 0 << "\t" << 0 << "\n";
         while (!pq.empty()) {
             Path p = pq.front();
             pq.pop();
@@ -436,7 +436,11 @@ int main(int argc, char *argv[]) {
             }
             for (auto &c : p2c[p.id]) {
                 Path cp(c.id, p.steps + 1, p.weight + c.weight);
-                std::cout << p.id << "\t" << cp.id << "\t" << cp.steps << "\t" << cp.weight << "\n";
+                std::cout << p.id << "\t"
+                          << cp.id << "\t"
+                          << cp.steps << "\t"
+                          << c.weight << "\t"
+                          << cp.weight << "\n";
                 pq.push(cp);
             }
             nodeCntr++;
@@ -451,6 +455,5 @@ int main(int argc, char *argv[]) {
 
     }
 
-    return 0;
-}
+    return 0;}
 

From 1268e5cfd5919ffbcc5d95e26303458b594e895e Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 19 Jul 2018 19:37:08 -0400
Subject: [PATCH 025/122] output edge weight

---
 src/MSF.cc | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 7533793..371614f 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -455,5 +455,6 @@ int main(int argc, char *argv[]) {
 
     }
 
-    return 0;}
+    return 0;
+}
 

From 0b056608c49d61d62b5fa1b63b79aaf25bc5c830 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 00:39:07 -0400
Subject: [PATCH 026/122] Added number of set bits as weights of 0-end edges
 while building the graph (before building MST)

---
 src/MSF.cc | 375 ++++++++++++++++++++++++++++-------------------------
 1 file changed, 199 insertions(+), 176 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 371614f..cffda3f 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -77,7 +77,7 @@ struct DisjointSets {
     DisjointSets(uint64_t n) {
         // Allocate memory
         this->n = n;
-        els.resize(n + 1);
+        els.resize(n);
         // Initially, all vertices are in
         // different sets and have rank 0.
         for (uint64_t i = 0; i <= n; i++) {
@@ -88,7 +88,7 @@ struct DisjointSets {
 
     // Find the parent of a node 'u'
     // Path Compression
-    int find(uint32_t u) {
+    uint32_t find(uint32_t u) {
         /* Make the parent of the nodes in the path
            from u--> parent[u] point to parent[u] */
         if (u != els[u].parent)
@@ -113,11 +113,14 @@ struct DisjointSets {
 
 // Structure to represent a graph
 struct Graph {
-    uint64_t V, E;
-    //vector<Edge> edges;
+
+    uint64_t V;
+
     vector<vector<Edge>> edges;
     vector<vector<EdgePtr>> mst;
 
+    uint64_t mst_totalWeight{0};
+
     Graph(uint64_t bucketCnt) { edges.resize(bucketCnt); }
 
     // Utility function to add an edge
@@ -128,14 +131,9 @@ struct Graph {
 
     // Function to find MST using Kruskal's
     // MST algorithm
-    DisjointSets kruskalMSF(uint32_t bucketCnt/*, ifstream &file*/) {
+    DisjointSets kruskalMSF(uint32_t bucketCnt) {
         int mst_wt = 0; // Initialize result
 
-        // Sort edges in increasing order on basis of cost
-
-        /*sort(edges.begin(), edges.end(),
-             [](const Edge &e1, const Edge &e2) { return e1.weight < e2.weight; });
-*/
         // Create disjoint sets
         DisjointSets ds(V);
 
@@ -169,6 +167,7 @@ struct Graph {
                     mst[v].emplace_back(bucketCntr, edgeIdxInBucket);
                     nodes[u] = 1;
                     nodes[v] = 1;
+                    mst_totalWeight += w;
                     mergeCntr++;
                 }/* else {
                             if (nodes.find(u) == nodes.end() || nodes.find(v) == nodes.end())
@@ -202,65 +201,95 @@ struct Graph {
 struct Opts {
     std::string filename;
     uint64_t numNodes; // = std::stoull(argv[2]);
-    uint64_t bucketCnt; // = std::stoull(argv[3]);
-    uint64_t numSamples;
+    uint32_t bucketCnt; // = std::stoull(argv[3]);
+    uint16_t numSamples;
     std::string eqClsListFile;
 };
 
-void loadEqs(std::string filename, std::vector<sdsl::rrr_vector < 63>> &bvs) {
-    bvs.reserve(20);
-    std::string eqfile;
-    std::ifstream eqlist(filename);
-    if (eqlist.is_open()) {
-        uint64_t accumTotalEqCls = 0;
-        while (getline(eqlist, eqfile)) {
-            sdsl::rrr_vector<63> bv;
-            bvs.push_back(bv);
-            sdsl::load_from_file(bvs.back(), eqfile);
-        }
-    }
-    //BitVectorRRR bv(eqfile);
-    std::cerr << "loaded all the equivalence classes: "
-              << ((bvs.size() - 1) * EQS_PER_SLOT + bvs.back().size())
-              << "\n";
+void loadEqs(std::string filename, std::vector<sdsl::rrr_vector < 63>>
+
+&bvs) {
+bvs.reserve(20);
+std::string eqfile;
+std::ifstream eqlist(filename);
+if (eqlist.
+
+is_open()
+
+) {
+uint64_t accumTotalEqCls = 0;
+while (
+getline(eqlist, eqfile
+)) {
+sdsl::rrr_vector<63> bv;
+bvs.
+push_back(bv);
+sdsl::load_from_file(bvs
+.
+
+back(), eqfile
+
+);
+}
+}
+//BitVectorRRR bv(eqfile);
+std::cerr << "loaded all the equivalence classes: "
+<< ((bvs.
+
+size()
+
+- 1) * EQS_PER_SLOT + bvs.
+
+back()
+
+.
+
+size()
+
+)
+<< "\n";
 }
 
-void buildColor(std::vector<sdsl::rrr_vector < 63>>&bvs, std::vector<uint64_t> &eq,
+void buildColor(std::vector<sdsl::rrr_vector < 63>> &bvs,
+std::vector<uint64_t> &eq,
         uint64_t eqid,
+uint64_t num_samples
+) {
+uint64_t i{0}, bitcnt{0}, wrdcnt{0};
+uint64_t idx = eqid / EQS_PER_SLOT;
+uint64_t offset = eqid % EQS_PER_SLOT;
+//std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
+while (i<num_samples) {
+bitcnt = std::min(num_samples - i, (uint64_t) 64);
+uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
+eq[wrdcnt++] =
+wrd;
+i +=
+bitcnt;
+}
+}
+
+uint16_t sum1s(std::vector<sdsl::rrr_vector < 63>> &bvs, uint64_t eqid,
         uint64_t num_samples) {
-    uint64_t i{0}, bitcnt{0}, wrdcnt{0};
-    uint64_t idx = eqid / EQS_PER_SLOT;
-    uint64_t offset = eqid % EQS_PER_SLOT;
-    //std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
-    while (i<num_samples) {
-        bitcnt = std::min(num_samples - i, (uint64_t) 64);
-        uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
-        eq[wrdcnt++] = wrd;
-        i += bitcnt;
+    uint16_t res{0};
+    std::vector<uint64_t> eq;
+    eq.resize((uint64_t)std::ceil((double)num_samples/64.0));
+    buildColor(bvs, eq, eqid, num_samples);
+    for (uint64_t i = 0; i < eq.size(); i += 1) {
+        res += (uint16_t)sdsl::bits::cnt(eq[i]);
     }
+    return res;
 }
 
-
 int main(int argc, char *argv[]) {
     /* Let us create above shown weighted
        and undirected graph */
     using namespace clipp;
     enum class mode {
-        build, ccInfo, help
+        build, help
     };
     mode selected = mode::help;
     Opts opt;
-    auto ccInfo_mode = (
-            command("ccInfo").set(selected, mode::ccInfo),
-                    required("-e", "--edge-filename") &
-                    value("edge_filename", opt.filename) % "file containing list of eq. class edges.",
-                    required("-n", "--eqCls-cnt") &
-                    value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
-                    required("-b", "--bucket-cnt") &
-                    value("bucket_count", opt.bucketCnt) % "Total number of valid distances.",
-                    required("-s", "--numSamples") &
-                    value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
-    );
 
     auto build_mode = (
             command("build").set(selected, mode::build),
@@ -277,7 +306,7 @@ int main(int argc, char *argv[]) {
     );
 
     auto cli = (
-            (build_mode | ccInfo_mode | command("help").set(selected, mode::help)
+            (build_mode | command("help").set(selected, mode::help)
             )
     );
 
@@ -290,170 +319,164 @@ int main(int argc, char *argv[]) {
         std::cout << make_man_page(cli, "MSF");
         return 1;
     }
-
-    //explore_options_verbose(res);
-
-    if (res) {
-        switch (selected) {
-            //case mode::ccInfo: query_main(qopt);  break;
-            //case mode::build: validate_main(vopt);  break;
-            case mode::help:
-                std::cerr << make_man_page(cli, "MSF");
-                break;
-        }
+    if (!res) {
+        std::cerr << "Cannot parse the input arguments\n";
+        std::exit(1);
     }
+    if (selected == mode::help) {
+        std::cerr << make_man_page(cli, "MSF");
+        std::exit(1);
+    }
+    //explore_options_verbose(res);
 
     std::cerr << "here are the inputs: \n"
               << opt.filename << "\n"
               << opt.numNodes << "\n"
               << opt.bucketCnt << "\n";
     opt.numNodes++; // number of nodes is one more than input including the zero node
-    ifstream file(opt.filename);
 
+    std::cerr << "Loading all the equivalence classes first .. \n";
+    std::vector<sdsl::rrr_vector<63>> eqs;
+    eqs.reserve(20);
+    loadEqs(opt.eqClsListFile, eqs);
+    std::cerr << "Done loading list of equivalence class buckets\n";
+
+    ifstream file(opt.filename);
     Graph g(opt.bucketCnt);
 
-    uint32_t w_;
+    uint16_t w_;
     uint32_t n1, n2, edgeCntr{0}, zero{(uint32_t) opt.numNodes - 1};
-    std::string tmp;
     {
-        //unordered_set<uint64_t> nodes;
-        sdsl::bit_vector nodes(opt.numNodes, 0);
-        std::getline(file, tmp);
-        for (uint64_t i = 0; i < opt.numNodes; i++) {
-            g.addEdge(zero, i, opt.numSamples);
+        std::cerr << "Adding edges from 0 to each node with number of set bits in the node as weight .. \n";
+        for (uint32_t i = 0; i < opt.numNodes; i++) {
+            uint16_t ones = sum1s(eqs, i, opt.numSamples);
+            g.addEdge(zero, i, ones);
         }
+        std::cerr << "Done adding 0-end edges.\n";
+        std::cerr << "Adding edges between color classes .. \n";
         while (file.good()) {
             file >> n1 >> n2 >> w_;
             g.addEdge(n1, n2, w_);
-            nodes[n1] = 1;
-            nodes[n2] = 1;
             edgeCntr++;
-            //nodes.insert(n1);
-            //nodes.insert(n2);
         }
         //file.clear();
         //file.seekg(0, ios::beg);
         file.close();
+        std::cerr << "Done adding edges between color classes .. \n";
 
-        uint64_t distinctNodes{0};
-        for (uint64_t i = 0; i < nodes.size(); i += 64) {
-            distinctNodes += sdsl::bits::cnt(nodes.get_int(i, 64));
-        }
-        std::cerr << "# of nodes: " << distinctNodes//nodes.size()
-                  << "\n# of edges: " << edgeCntr
+        std::cerr << "\n# of edges: " << edgeCntr
                   << "\n";
 //        nodes.clear();
     }
     g.V = opt.numNodes;
     g.mst.resize(opt.numNodes);
-    g.E = edgeCntr;
     //g.V = numNodes;
     //ifstream file(filename);
 
-    DisjointSets ds = g.kruskalMSF(opt.bucketCnt/*, file*/);
+    DisjointSets ds = g.kruskalMSF(opt.bucketCnt);
+    std::queue<uint32_t> q;
+    vector<vector<Child>> p2c(opt.numNodes);
+    vector<uint32_t> c2p(opt.numNodes);
 
-    if (selected == mode::ccInfo) {
-        for (auto &el : ds.els) {
-            if (el.w != 0) {
-                std::cout << el.edges << "\t" << el.w << "\t" << el.rnk << "\n";
-            }
+    for (auto e = 0; e < g.mst.size(); e++) {
+        // put all the mst leaves into the queue
+        if (g.mst[e].size() == 1) {
+            q.push(e); // e is a leaf
         }
     }
-
-    if (selected == mode::build) {
-        std::queue<uint32_t> q;
-        vector<vector<Child>> p2c(opt.numNodes);
-        vector<uint32_t> c2p(opt.numNodes);
-
-        for (auto e = 0; e < g.mst.size(); e++) {
-            // put all the mst leaves into the queue
-            if (g.mst[e].size() == 1) {
-                q.push(e); // e is a leaf
+    // now go run the algorithm to find the root of the tree and all the edge directions
+    uint32_t root;
+    bool check = false;
+    uint64_t nodeCntr{0};
+    while (!q.empty()) {
+        uint32_t node = q.front();
+        q.pop();
+        if (g.mst[node].size() == 0) {
+            // this node is the root
+            // and this should be the end of the loop
+            // just as a validation, I'll continue and expect the while to end here
+            if (check) {
+                std::cerr << "A TERRIBLE BUG!!!\n"
+                          << "finding a node with no edges should only happen once at the root\n";
+                std::exit(1);
             }
+            check = true;
+            root = node;
+            continue;
         }
-        // now go run the algorithm to find the root of the tree and all the edge directions
-        uint32_t root;
-        bool check = false;
-        uint64_t nodeCntr{0};
-        while (!q.empty()) {
-            uint32_t node = q.front();
-            q.pop();
-            if (g.mst[node].size() == 0) {
-                // this node is the root
-                // and this should be the end of the loop
-                // just to confirm this, I'll continue
-                if (check) {
-                    std::cerr << "A TERRIBLE BUG!!!\n"
-                              << "finding a node with no edges should only happen once at the root\n";
-                    std::exit(1);
-                }
-                check = true;
-                root = node;
-                continue;
-            }
-            auto buck = g.mst[node][0].bucket;
-            auto idx = g.mst[node][0].idx;
-            uint64_t dest = g.edges[buck][idx].n1;
-            uint64_t src = g.edges[buck][idx].n2;
-            if (src == node) { // swap src & dest since src is the leaf
-                std::swap(src, dest);
-            }
-            p2c[src].emplace_back(dest, g.edges[buck][idx].weight);
-            g.mst[dest].erase(std::remove_if(
-                    g.mst[dest].begin(), g.mst[dest].end(),
-                    [buck, idx](const EdgePtr &x) {
-                        return x.bucket == buck && x.idx == idx;
-                    }), g.mst[dest].end());
-            g.mst[src].erase(std::remove_if(
-                    g.mst[src].begin(), g.mst[src].end(),
-                    [buck, idx](const EdgePtr &x) {
-                        return x.bucket == buck && x.idx == idx;
-                    }), g.mst[src].end());
-            if (g.mst[src].size() == 1) {
-                q.push(src);
-            }
-            nodeCntr++;
-            if (nodeCntr % 10000000 == 0) {
-                std::cerr << nodeCntr << " nodes processed toward root\n";
-            }
+        // what ever is in q (node) is a leaf and has only one edge left
+        // fetch the pointer to that edge (bucket+idx)
+        auto buck = g.mst[node][0].bucket;
+        auto idx = g.mst[node][0].idx;
+        // fetch the two ends of the edge and based on the node id decide which one is the src/dest
+        // Destination is the one that represents current node which has been selected as leaf sooner than the other end
+        uint64_t dest = g.edges[buck][idx].n1;
+        uint64_t src = g.edges[buck][idx].n2;
+        if (src == node) { // swap src & dest since src is the leaf
+            std::swap(src, dest);
+        }
+        p2c[src].emplace_back(dest, g.edges[buck][idx].weight);
+        // erase the edge from src list of edges
+        g.mst[dest].erase(std::remove_if(
+                g.mst[dest].begin(), g.mst[dest].end(),
+                [buck, idx](const EdgePtr &x) {
+                    return x.bucket == buck && x.idx == idx;
+                }), g.mst[dest].end());
+        // erase the edge from dest list of edges
+        g.mst[src].erase(std::remove_if(
+                g.mst[src].begin(), g.mst[src].end(),
+                [buck, idx](const EdgePtr &x) {
+                    return x.bucket == buck && x.idx == idx;
+                }), g.mst[src].end());
+        // the destination has no edges left
+        // but if the src has turned to a leaf (node with one edge) after removal of this last edge
+        // add it to the queue
+        if (g.mst[src].size() == 1) {
+            q.push(src);
         }
+        nodeCntr++; // just a counter for the log
+        if (nodeCntr % 10000000 == 0) {
+            std::cerr << nodeCntr << " nodes processed toward root\n";
+        }
+    }
 
-        // calculate all the stats!!
-        // create the data structures
-        std::cerr << "Calculate Stats .. \n";
-        nodeCntr = 0;
-        std::queue<Path> pq;
-        pq.push(Path(root, 0, 0));
-        double avgDegree{0};
-        uint64_t internalNodeCnt{0};
-        std::cout << "-1\t" << root << "\t" << 0 << "\t" << 0 << "\t" << 0 << "\n";
-        while (!pq.empty()) {
-            Path p = pq.front();
-            pq.pop();
-            avgDegree += p2c[p.id].size();
-            if (p2c[p.id].size() != 0) {
-                internalNodeCnt++;
-            }
-            for (auto &c : p2c[p.id]) {
-                Path cp(c.id, p.steps + 1, p.weight + c.weight);
-                std::cout << p.id << "\t"
-                          << cp.id << "\t"
-                          << cp.steps << "\t"
-                          << c.weight << "\t"
-                          << cp.weight << "\n";
-                pq.push(cp);
-            }
-            nodeCntr++;
-            if (nodeCntr % 10000000 == 0) {
-                std::cerr << nodeCntr << " nodes processed from root\n";
-            }
+    // calculate all the stats!!
+    // create the data structures
+    std::cerr << "Calculate Stats .. \n";
+    std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
+    nodeCntr = 0;
+    std::queue<Path> pq;
+    pq.push(Path(root, 0, 0));
+    double avgDegree{0};
+    uint64_t internalNodeCnt{0};
+    std::cout << "-1\t" << root << "\t" << 0 << "\t" << 0 << "\t" << 0 << "\n";
+    while (!pq.empty()) {
+        Path p = pq.front();
+        pq.pop();
+        avgDegree += p2c[p.id].size();
+        if (p2c[p.id].size() != 0) {
+            internalNodeCnt++;
+        }
+        for (auto &c : p2c[p.id]) {
+            Path cp(c.id, p.steps + 1, p.weight + c.weight);
+            std::cout << p.id << "\t"
+                      << cp.id << "\t"
+                      << cp.steps << "\t"
+                      << c.weight << "\t"
+                      << cp.weight << "\n";
+            pq.push(cp);
         }
+        nodeCntr++;
+        if (nodeCntr % 10000000 == 0) {
+            std::cerr << nodeCntr << " nodes processed from root\n";
+        }
+    }
 
-        std::cerr << "internal node count: " << internalNodeCnt << "\n"
-                  << "total out degree: " << avgDegree << "\n"
-                  << "average degree: " << avgDegree/internalNodeCnt << "\t" << avgDegree/opt.numNodes << "\n";
+    std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n"
+              << "internal node count: " << internalNodeCnt << "\n"
+              << "total out degree: " << avgDegree << "\n"
+              << "average degree: " << avgDegree / internalNodeCnt << "\t" << avgDegree / opt.numNodes << "\n";
 
-    }
 
     return 0;
 }

From 345b9772c2f6718ac9cdd6569d15b8544847d91b Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 01:16:18 -0400
Subject: [PATCH 027/122] Storing all the required data structures to retrieve
 color classes.

---
 src/MSF.cc | 75 +++++++++++++++++++++++++++++++++++++++++-------------
 1 file changed, 58 insertions(+), 17 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index cffda3f..fb7fb60 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -17,6 +17,8 @@
 
 using namespace std;
 
+typedef std::vector<sdsl::rrr_vector < 63>> eqvec;
+
 struct Edge {
     uint32_t n1;
     uint32_t n2;
@@ -198,17 +200,7 @@ struct Graph {
     }
 };
 
-struct Opts {
-    std::string filename;
-    uint64_t numNodes; // = std::stoull(argv[2]);
-    uint32_t bucketCnt; // = std::stoull(argv[3]);
-    uint16_t numSamples;
-    std::string eqClsListFile;
-};
-
-void loadEqs(std::string filename, std::vector<sdsl::rrr_vector < 63>>
-
-&bvs) {
+void loadEqs(std::string filename, eqvec &bvs) {
 bvs.reserve(20);
 std::string eqfile;
 std::ifstream eqlist(filename);
@@ -250,7 +242,7 @@ size()
 << "\n";
 }
 
-void buildColor(std::vector<sdsl::rrr_vector < 63>> &bvs,
+void buildColor(eqvec &bvs,
 std::vector<uint64_t> &eq,
         uint64_t eqid,
 uint64_t num_samples
@@ -269,11 +261,11 @@ bitcnt;
 }
 }
 
-uint16_t sum1s(std::vector<sdsl::rrr_vector < 63>> &bvs, uint64_t eqid,
-        uint64_t num_samples) {
+uint16_t sum1s(eqvec &bvs, uint64_t eqid,
+        uint64_t num_samples, uint64_t numWrds) {
     uint16_t res{0};
     std::vector<uint64_t> eq;
-    eq.resize((uint64_t)std::ceil((double)num_samples/64.0));
+    eq.resize(numWrds);
     buildColor(bvs, eq, eqid, num_samples);
     for (uint64_t i = 0; i < eq.size(); i += 1) {
         res += (uint16_t)sdsl::bits::cnt(eq[i]);
@@ -281,6 +273,36 @@ uint16_t sum1s(std::vector<sdsl::rrr_vector < 63>> &bvs, uint64_t eqid,
     return res;
 }
 
+std::vector<uint32_t> getDeltaList(eqvec &bvs,
+        uint64_t eqid1,uint64_t eqid2, uint64_t num_samples, uint64_t numWrds) {
+    std::vector<uint32_t> res;
+    std::vector<uint64_t> eq1, eq2;
+    eq1.resize(numWrds);
+    eq2.resize(numWrds);
+    buildColor(bvs, eq1, eqid1, num_samples);
+    buildColor(bvs, eq2, eqid2, num_samples);
+
+    for (uint32_t i = 0; i < eq1.size(); i += 1) {
+        for (uint32_t j = 0; j < 64; j++) {
+            if ( (eq1[i] >> j) & 0x01 ) {
+                res.push_back(i*64+j);
+            }
+        }
+    }
+
+    return res; // rely on c++ optimization
+}
+
+struct Opts {
+    std::string filename;
+    uint64_t numNodes; // = std::stoull(argv[2]);
+    uint32_t bucketCnt; // = std::stoull(argv[3]);
+    uint16_t numSamples;
+    std::string eqClsListFile;
+    std::string outputDir;
+};
+
+
 int main(int argc, char *argv[]) {
     /* Let us create above shown weighted
        and undirected graph */
@@ -302,7 +324,9 @@ int main(int argc, char *argv[]) {
                     required("-s", "--numSamples") &
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples).",
                     required("-c", "--eqCls-lst") &
-                    value("eqCls_list", opt.eqClsListFile) % "File containing list of equivalence (color) classes."
+                    value("eqCls_list_filename", opt.eqClsListFile) % "File containing list of equivalence (color) classes.",
+                    required("-o", "--output_dir") &
+                    value("output directory", opt.outputDir) % "Directory that all the int_vectors will be stored in."
     );
 
     auto cli = (
@@ -333,6 +357,7 @@ int main(int argc, char *argv[]) {
               << opt.filename << "\n"
               << opt.numNodes << "\n"
               << opt.bucketCnt << "\n";
+    uint64_t numWrds = (uint64_t)std::ceil((double)opt.numSamples/64.0);
     opt.numNodes++; // number of nodes is one more than input including the zero node
 
     std::cerr << "Loading all the equivalence classes first .. \n";
@@ -349,7 +374,7 @@ int main(int argc, char *argv[]) {
     {
         std::cerr << "Adding edges from 0 to each node with number of set bits in the node as weight .. \n";
         for (uint32_t i = 0; i < opt.numNodes; i++) {
-            uint16_t ones = sum1s(eqs, i, opt.numSamples);
+            uint16_t ones = sum1s(eqs, i, opt.numSamples, numWrds);
             g.addEdge(zero, i, ones);
         }
         std::cerr << "Done adding 0-end edges.\n";
@@ -449,7 +474,13 @@ int main(int argc, char *argv[]) {
     pq.push(Path(root, 0, 0));
     double avgDegree{0};
     uint64_t internalNodeCnt{0};
+
+    sdsl::int_vector<> parentbv(opt.numNodes, 0, ceil(log2(opt.numNodes)));
+    sdsl::int_vector<> deltabv(g.mst_totalWeight, 0, ceil(log2(opt.numSamples)));
+    sdsl::bit_vector bbv(g.mst_totalWeight, 0);
+    uint64_t deltaOffset{0};
     std::cout << "-1\t" << root << "\t" << 0 << "\t" << 0 << "\t" << 0 << "\n";
+    parentbv[root] = root;
     while (!pq.empty()) {
         Path p = pq.front();
         pq.pop();
@@ -458,12 +489,19 @@ int main(int argc, char *argv[]) {
             internalNodeCnt++;
         }
         for (auto &c : p2c[p.id]) {
+            parentbv[c.id] = p.id;
             Path cp(c.id, p.steps + 1, p.weight + c.weight);
             std::cout << p.id << "\t"
                       << cp.id << "\t"
                       << cp.steps << "\t"
                       << c.weight << "\t"
                       << cp.weight << "\n";
+            std::vector<uint32_t> deltas = getDeltaList(eqs, p.id, cp.id, opt.numSamples, numWrds);
+            for (auto & v : deltas) {
+                deltabv[deltaOffset] = v;
+                deltaOffset++;
+            }
+            bbv[deltaOffset-1] = 1;
             pq.push(cp);
         }
         nodeCntr++;
@@ -477,6 +515,9 @@ int main(int argc, char *argv[]) {
               << "total out degree: " << avgDegree << "\n"
               << "average degree: " << avgDegree / internalNodeCnt << "\t" << avgDegree / opt.numNodes << "\n";
 
+    sdsl::store_to_file(parentbv, opt.outputDir+"/parents.bv");
+    sdsl::store_to_file(deltabv, opt.outputDir+"/deltas.bv");
+    sdsl::store_to_file(bbv, opt.outputDir+"/boundary.bv");
 
     return 0;
 }

From 76047be4feaa576c557304820ef19ecb94ea222d Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 08:51:51 -0400
Subject: [PATCH 028/122] separating different delta calculations based on if a
 node is connected to the zero node or not.

---
 src/MSF.cc | 112 ++++++++++++++++++++++++++---------------------------
 1 file changed, 56 insertions(+), 56 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index fb7fb60..e9c0623 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -201,64 +201,36 @@ struct Graph {
 };
 
 void loadEqs(std::string filename, eqvec &bvs) {
-bvs.reserve(20);
-std::string eqfile;
-std::ifstream eqlist(filename);
-if (eqlist.
-
-is_open()
-
-) {
-uint64_t accumTotalEqCls = 0;
-while (
-getline(eqlist, eqfile
-)) {
-sdsl::rrr_vector<63> bv;
-bvs.
-push_back(bv);
-sdsl::load_from_file(bvs
-.
-
-back(), eqfile
-
-);
-}
-}
-//BitVectorRRR bv(eqfile);
-std::cerr << "loaded all the equivalence classes: "
-<< ((bvs.
-
-size()
-
-- 1) * EQS_PER_SLOT + bvs.
-
-back()
-
-.
-
-size()
-
-)
-<< "\n";
+    bvs.reserve(20);
+    std::string eqfile;
+    std::ifstream eqlist(filename);
+    if (eqlist.is_open()) {
+        uint64_t accumTotalEqCls = 0;
+        while (getline(eqlist, eqfile)) {
+            sdsl::rrr_vector<63> bv;
+            bvs.push_back(bv);
+            sdsl::load_from_file(bvs.back(), eqfile);
+        }
+    }
+    std::cerr << "loaded all the equivalence classes: "
+                << ((bvs.size() - 1) * EQS_PER_SLOT + bvs.back().size())
+                << "\n";
 }
 
 void buildColor(eqvec &bvs,
-std::vector<uint64_t> &eq,
-        uint64_t eqid,
-uint64_t num_samples
-) {
-uint64_t i{0}, bitcnt{0}, wrdcnt{0};
-uint64_t idx = eqid / EQS_PER_SLOT;
-uint64_t offset = eqid % EQS_PER_SLOT;
-//std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
-while (i<num_samples) {
-bitcnt = std::min(num_samples - i, (uint64_t) 64);
-uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
-eq[wrdcnt++] =
-wrd;
-i +=
-bitcnt;
-}
+                std::vector<uint64_t> &eq,
+                uint64_t eqid,
+                uint64_t num_samples) {
+    uint64_t i{0}, bitcnt{0}, wrdcnt{0};
+    uint64_t idx = eqid / EQS_PER_SLOT;
+    uint64_t offset = eqid % EQS_PER_SLOT;
+    //std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
+    while (i<num_samples) {
+        bitcnt = std::min(num_samples - i, (uint64_t) 64);
+        uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
+        eq[wrdcnt++] = wrd;
+        i += bitcnt;
+    }
 }
 
 uint16_t sum1s(eqvec &bvs, uint64_t eqid,
@@ -273,6 +245,7 @@ uint16_t sum1s(eqvec &bvs, uint64_t eqid,
     return res;
 }
 
+// for two non-zero nodes, delta list is positions that xor of the bits was 1
 std::vector<uint32_t> getDeltaList(eqvec &bvs,
         uint64_t eqid1,uint64_t eqid2, uint64_t num_samples, uint64_t numWrds) {
     std::vector<uint32_t> res;
@@ -282,6 +255,26 @@ std::vector<uint32_t> getDeltaList(eqvec &bvs,
     buildColor(bvs, eq1, eqid1, num_samples);
     buildColor(bvs, eq2, eqid2, num_samples);
 
+    for (uint32_t i = 0; i < eq1.size(); i += 1) {
+        uint64_t eq12xor = eq1[i] ^ eq2[i];
+        for (uint32_t j = 0; j < 64; j++) {
+            if ( (eq12xor >> j) & 0x01 ) {
+                res.push_back(i*64+j);
+            }
+        }
+    }
+
+    return res; // rely on c++ optimization
+}
+
+// for those connected to node zero, delta list is position of set bits
+std::vector<uint32_t> getDeltaList(eqvec &bvs,
+                                   uint64_t eqid1, uint64_t num_samples, uint64_t numWrds) {
+    std::vector<uint32_t> res;
+    std::vector<uint64_t> eq1;
+    eq1.resize(numWrds);
+    buildColor(bvs, eq1, eqid1, num_samples);
+
     for (uint32_t i = 0; i < eq1.size(); i += 1) {
         for (uint32_t j = 0; j < 64; j++) {
             if ( (eq1[i] >> j) & 0x01 ) {
@@ -496,7 +489,14 @@ int main(int argc, char *argv[]) {
                       << cp.steps << "\t"
                       << c.weight << "\t"
                       << cp.weight << "\n";
-            std::vector<uint32_t> deltas = getDeltaList(eqs, p.id, cp.id, opt.numSamples, numWrds);
+            std::vector<uint32_t> deltas;
+            if (p.id == zero) {
+                deltas = getDeltaList(eqs, c.id, opt.numSamples, numWrds);
+            } else if (c.id == zero) {
+                deltas = getDeltaList(eqs, p.id, opt.numSamples, numWrds);
+            } else {
+                deltas = getDeltaList(eqs, p.id, c.id, opt.numSamples, numWrds);
+            }
             for (auto & v : deltas) {
                 deltabv[deltaOffset] = v;
                 deltaOffset++;

From f255e53dcfcecbd371a47baeaf2c321fdeec1462 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 14:13:02 -0400
Subject: [PATCH 029/122] Store the deltas in correct order. Don't
 calculate/output any stats

---
 src/MSF.cc | 85 ++++++++++++++++++++++--------------------------------
 1 file changed, 35 insertions(+), 50 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index e9c0623..2b7ea4a 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -403,7 +403,8 @@ int main(int argc, char *argv[]) {
         }
     }
     // now go run the algorithm to find the root of the tree and all the edge directions
-    uint32_t root;
+    sdsl::int_vector<> parentbv(opt.numNodes, 0, ceil(log2(opt.numNodes)));
+
     bool check = false;
     uint64_t nodeCntr{0};
     while (!q.empty()) {
@@ -418,8 +419,13 @@ int main(int argc, char *argv[]) {
                           << "finding a node with no edges should only happen once at the root\n";
                 std::exit(1);
             }
+            parentbv[node] = node;
             check = true;
-            root = node;
+            // Update the total weight to contain the delta of root from bv of zero
+            uint16_t ones = 1; // If the root is zero itself
+            if (node != zero) // otherwise
+                ones = sum1s(eqs, node, opt.numSamples, numWrds);
+            g.mst_totalWeight += ones;
             continue;
         }
         // what ever is in q (node) is a leaf and has only one edge left
@@ -433,7 +439,15 @@ int main(int argc, char *argv[]) {
         if (src == node) { // swap src & dest since src is the leaf
             std::swap(src, dest);
         }
-        p2c[src].emplace_back(dest, g.edges[buck][idx].weight);
+        if (dest == zero) { // we break the tree from node zero
+            parentbv[zero] = zero;
+            // we're breaking the tree, so should remove the edge weight from total weights
+            // But instead we're gonna spend one slot to store 0 as the delta of the zero node from zero node
+            g.mst_totalWeight = g.mst_totalWeight - g.edges[buck][idx].weight + 1;
+        }
+        else {
+            parentbv[dest] = src;
+        }
         // erase the edge from src list of edges
         g.mst[dest].erase(std::remove_if(
                 g.mst[dest].begin(), g.mst[dest].end(),
@@ -447,7 +461,7 @@ int main(int argc, char *argv[]) {
                     return x.bucket == buck && x.idx == idx;
                 }), g.mst[src].end());
         // the destination has no edges left
-        // but if the src has turned to a leaf (node with one edge) after removal of this last edge
+        // but if the src has turned to a leaf (node with one edge)
         // add it to the queue
         if (g.mst[src].size() == 1) {
             q.push(src);
@@ -458,62 +472,33 @@ int main(int argc, char *argv[]) {
         }
     }
 
+    sdsl::int_vector<> deltabv(g.mst_totalWeight, 0, ceil(log2(opt.numSamples)));
+    sdsl::bit_vector bbv(g.mst_totalWeight, 0);
+
     // calculate all the stats!!
     // create the data structures
     std::cerr << "Calculate Stats .. \n";
     std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
     nodeCntr = 0;
-    std::queue<Path> pq;
-    pq.push(Path(root, 0, 0));
-    double avgDegree{0};
-    uint64_t internalNodeCnt{0};
-
-    sdsl::int_vector<> parentbv(opt.numNodes, 0, ceil(log2(opt.numNodes)));
-    sdsl::int_vector<> deltabv(g.mst_totalWeight, 0, ceil(log2(opt.numSamples)));
-    sdsl::bit_vector bbv(g.mst_totalWeight, 0);
     uint64_t deltaOffset{0};
-    std::cout << "-1\t" << root << "\t" << 0 << "\t" << 0 << "\t" << 0 << "\n";
-    parentbv[root] = root;
-    while (!pq.empty()) {
-        Path p = pq.front();
-        pq.pop();
-        avgDegree += p2c[p.id].size();
-        if (p2c[p.id].size() != 0) {
-            internalNodeCnt++;
-        }
-        for (auto &c : p2c[p.id]) {
-            parentbv[c.id] = p.id;
-            Path cp(c.id, p.steps + 1, p.weight + c.weight);
-            std::cout << p.id << "\t"
-                      << cp.id << "\t"
-                      << cp.steps << "\t"
-                      << c.weight << "\t"
-                      << cp.weight << "\n";
-            std::vector<uint32_t> deltas;
-            if (p.id == zero) {
-                deltas = getDeltaList(eqs, c.id, opt.numSamples, numWrds);
-            } else if (c.id == zero) {
-                deltas = getDeltaList(eqs, p.id, opt.numSamples, numWrds);
-            } else {
-                deltas = getDeltaList(eqs, p.id, c.id, opt.numSamples, numWrds);
-            }
-            for (auto & v : deltas) {
-                deltabv[deltaOffset] = v;
-                deltaOffset++;
-            }
-            bbv[deltaOffset-1] = 1;
-            pq.push(cp);
+    for (uint64_t i = 0; i < parentbv.size(); i++) {
+        std::vector<uint32_t> deltas;
+        if (i == zero) {
+            deltaOffset++;
+        } else if (parentbv[i] == zero) {
+            deltas = getDeltaList(eqs, i, opt.numSamples, numWrds);
+        } else {
+            deltas = getDeltaList(eqs, parentbv[i], i, opt.numSamples, numWrds);
         }
-        nodeCntr++;
-        if (nodeCntr % 10000000 == 0) {
-            std::cerr << nodeCntr << " nodes processed from root\n";
+        for (auto & v : deltas) {
+            deltabv[deltaOffset] = v;
+            deltaOffset++;
         }
+        bbv[deltaOffset-1] = 1;
     }
 
-    std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n"
-              << "internal node count: " << internalNodeCnt << "\n"
-              << "total out degree: " << avgDegree << "\n"
-              << "average degree: " << avgDegree / internalNodeCnt << "\t" << avgDegree / opt.numNodes << "\n";
+
+    std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
 
     sdsl::store_to_file(parentbv, opt.outputDir+"/parents.bv");
     sdsl::store_to_file(deltabv, opt.outputDir+"/deltas.bv");

From 57f77855a6251436f69a885ac26672e29984e307 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 17:47:54 -0400
Subject: [PATCH 030/122] Separating MSF into .h and .cpp

---
 include/MSF.h | 288 ++++++++++++++++++++++++++++++++++++++++++++++++++
 src/MSF.cc    | 281 +-----------------------------------------------
 2 files changed, 289 insertions(+), 280 deletions(-)
 create mode 100644 include/MSF.h

diff --git a/include/MSF.h b/include/MSF.h
new file mode 100644
index 0000000..af8366f
--- /dev/null
+++ b/include/MSF.h
@@ -0,0 +1,288 @@
+//
+// Created by Fatemeh Almodaresi on 7/20/18.
+//
+
+#ifndef MANTIS_MSF_H
+#define MANTIS_MSF_H
+#include<bits/stdc++.h>
+#include <sstream>
+#include <unordered_set>
+#include <queue>
+#include "clipp.h"
+#include "bitvector.h"
+//#include "sdsl/bits.hpp"
+
+#define EQS_PER_SLOT 20000000
+
+using namespace std;
+
+typedef std::vector<sdsl::rrr_vector < 63>> eqvec;
+
+struct Edge {
+    uint32_t n1;
+    uint32_t n2;
+    uint16_t weight;
+
+    Edge(uint32_t inN1, uint32_t inN2, uint16_t inWeight)
+            : n1(inN1), n2(inN2), weight(inWeight) {}
+};
+
+struct EdgePtr {
+    uint16_t bucket;
+    uint32_t idx;
+
+    EdgePtr(uint16_t bucketIn, uint32_t idxIn) : bucket(bucketIn), idx(idxIn) {}
+};
+
+struct Child {
+    uint32_t id;
+    uint16_t weight;
+
+    Child(uint32_t inN1, uint16_t inWeight) : id(inN1), weight(inWeight) {}
+};
+
+struct Path {
+    uint32_t id;
+    uint32_t steps;
+    uint64_t weight;
+
+    Path(uint32_t idIn,
+         uint32_t stepsIn,
+         uint64_t weightIn) : id(idIn), steps(stepsIn), weight(weightIn) {}
+};
+
+struct DisjointSetNode {
+    uint32_t parent{0};
+    uint64_t rnk{0}, w{0}, edges{0};
+
+    void setParent(uint32_t p) { parent = p; }
+
+    void mergeWith(DisjointSetNode &n, uint16_t edgeW, uint32_t id) {
+        n.setParent(parent);
+        w += (n.w + static_cast<uint64_t>(edgeW));
+        edges += (n.edges + 1);
+        n.edges = 0;
+        n.w = 0;
+        if (rnk == n.rnk) {
+            rnk++;
+        }
+    }
+};
+
+// To represent Disjoint Sets
+struct DisjointSets {
+    std::vector<DisjointSetNode> els;
+    uint64_t n;
+
+    // Constructor.
+    DisjointSets(uint64_t n) {
+        // Allocate memory
+        this->n = n;
+        els.resize(n);
+        // Initially, all vertices are in
+        // different sets and have rank 0.
+        for (uint64_t i = 0; i <= n; i++) {
+            //every element is parent of itself
+            els[i].setParent(i);
+        }
+    }
+
+    // Find the parent of a node 'u'
+    // Path Compression
+    uint32_t find(uint32_t u) {
+        /* Make the parent of the nodes in the path
+           from u--> parent[u] point to parent[u] */
+        if (u != els[u].parent)
+            els[u].parent = find(els[u].parent);
+        return els[u].parent;
+    }
+
+    // Union by rank
+    void merge(uint32_t x, uint32_t y, uint16_t edgeW) {
+        x = find(x), y = find(y);
+
+        /* Make tree with smaller height
+           a subtree of the other tree  */
+        if (els[x].rnk > els[y].rnk) {
+            els[x].mergeWith(els[y], edgeW, x);
+
+        } else {// If rnk[x] <= rnk[y]
+            els[y].mergeWith(els[x], edgeW, y);
+        }
+    }
+};
+
+// Structure to represent a graph
+struct Graph {
+
+    uint64_t V;
+
+    vector<vector<Edge>> edges;
+    vector<vector<EdgePtr>> mst;
+
+    uint64_t mst_totalWeight{0};
+
+    Graph(uint64_t bucketCnt) { edges.resize(bucketCnt); }
+
+    // Utility function to add an edge
+    void addEdge(uint32_t u, uint32_t v, uint16_t w) {
+        edges[w - 1].emplace_back(u, v, w);
+        //edges.emplace_back(u, v, w);
+    }
+
+    // Function to find MST using Kruskal's
+    // MST algorithm
+    DisjointSets kruskalMSF(uint32_t bucketCnt) {
+        int mst_wt = 0; // Initialize result
+
+        // Create disjoint sets
+        DisjointSets ds(V);
+
+        std::string tmp;
+        uint64_t n1{0}, n2{0}, cntr{0}, mergeCntr{0};
+        uint32_t w{0};
+        sdsl::bit_vector nodes(V, 0);
+        // Iterate through all sorted edges
+        for (auto bucketCntr = 0; bucketCntr < bucketCnt; bucketCntr++) {
+            //ifstream file(filename);
+            /*std::getline(file, tmp);
+            while (file.good()) {
+                file >> n1 >> n2 >> w;*/
+            uint32_t edgeIdxInBucket = 0;
+            for (auto it = edges[bucketCntr].begin(); it != edges[bucketCntr].end(); it++) {
+                //if (w == bucketCntr) {
+                w = it->weight;
+                uint32_t u = it->n1;
+                uint32_t v = it->n2;
+                uint32_t set_u = ds.find(u);
+                uint32_t set_v = ds.find(v);
+
+                // Check if the selected edge is creating
+                // a cycle or not (Cycle is created if u
+                // and v belong to same set)
+                if (set_u != set_v) {
+                    // Current edge will be in the MST
+                    // Merge two sets
+                    ds.merge(set_u, set_v, w);
+                    mst[u].emplace_back(bucketCntr, edgeIdxInBucket);
+                    mst[v].emplace_back(bucketCntr, edgeIdxInBucket);
+                    nodes[u] = 1;
+                    nodes[v] = 1;
+                    mst_totalWeight += w;
+                    mergeCntr++;
+                }/* else {
+                            if (nodes.find(u) == nodes.end() || nodes.find(v) == nodes.end())
+                                std::cerr << u << " " << v << " " << set_u << " " << set_v << "\n";
+                    }*/
+                cntr++;
+                if (cntr % 1000000 == 0) {
+                    std::cerr << "edge " << cntr << " " << mergeCntr << "\n";
+                }
+                edgeIdxInBucket++;
+                //}
+            }
+            /*file.clear();
+            file.seekg(0, file.beg);*/
+
+        }
+        //file.close();
+        uint64_t distinctNodes{0};
+        for (uint64_t i = 0; i < V; i += 64) {
+            distinctNodes += sdsl::bits::cnt(nodes.get_int(i, 64));
+        }
+
+        std::cerr << "final # of edges: " << cntr
+                  << "\n# of merges: " << mergeCntr
+                  << "\n# of distinct nodes: " << distinctNodes
+                  << "\n";
+        return ds;
+    }
+};
+
+void loadEqs(std::string filename, eqvec &bvs) {
+    bvs.reserve(20);
+    std::string eqfile;
+    std::ifstream eqlist(filename);
+    if (eqlist.is_open()) {
+        uint64_t accumTotalEqCls = 0;
+        while (getline(eqlist, eqfile)) {
+            sdsl::rrr_vector<63> bv;
+            bvs.push_back(bv);
+            sdsl::load_from_file(bvs.back(), eqfile);
+        }
+    }
+    std::cerr << "loaded all the equivalence classes: "
+              << ((bvs.size() - 1) * EQS_PER_SLOT + bvs.back().size())
+              << "\n";
+}
+
+void buildColor(eqvec &bvs,
+                std::vector<uint64_t> &eq,
+                uint64_t eqid,
+uint64_t num_samples) {
+uint64_t i{0}, bitcnt{0}, wrdcnt{0};
+uint64_t idx = eqid / EQS_PER_SLOT;
+uint64_t offset = eqid % EQS_PER_SLOT;
+//std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
+while (i<num_samples) {
+bitcnt = std::min(num_samples - i, (uint64_t) 64);
+uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
+eq[wrdcnt++] = wrd;
+i += bitcnt;
+}
+}
+
+uint16_t sum1s(eqvec &bvs, uint64_t eqid,
+uint64_t num_samples, uint64_t numWrds) {
+uint16_t res{0};
+std::vector<uint64_t> eq;
+eq.resize(numWrds);
+buildColor(bvs, eq, eqid, num_samples);
+for (uint64_t i = 0; i < eq.size(); i += 1) {
+res += (uint16_t)sdsl::bits::cnt(eq[i]);
+}
+return res;
+}
+
+// for two non-zero nodes, delta list is positions that xor of the bits was 1
+std::vector<uint32_t> getDeltaList(eqvec &bvs,
+                                   uint64_t eqid1,uint64_t eqid2, uint64_t num_samples, uint64_t numWrds) {
+std::vector<uint32_t> res;
+std::vector<uint64_t> eq1, eq2;
+eq1.resize(numWrds);
+eq2.resize(numWrds);
+buildColor(bvs, eq1, eqid1, num_samples);
+buildColor(bvs, eq2, eqid2, num_samples);
+
+for (uint32_t i = 0; i < eq1.size(); i += 1) {
+uint64_t eq12xor = eq1[i] ^ eq2[i];
+for (uint32_t j = 0; j < 64; j++) {
+if ( (eq12xor >> j) & 0x01 ) {
+res.push_back(i*64+j);
+}
+}
+}
+
+return res; // rely on c++ optimization
+}
+
+// for those connected to node zero, delta list is position of set bits
+std::vector<uint32_t> getDeltaList(eqvec &bvs,
+                                   uint64_t eqid1, uint64_t num_samples, uint64_t numWrds) {
+std::vector<uint32_t> res;
+std::vector<uint64_t> eq1;
+eq1.resize(numWrds);
+buildColor(bvs, eq1, eqid1, num_samples);
+
+for (uint32_t i = 0; i < eq1.size(); i += 1) {
+for (uint32_t j = 0; j < 64; j++) {
+if ( (eq1[i] >> j) & 0x01 ) {
+res.push_back(i*64+j);
+}
+}
+}
+
+return res; // rely on c++ optimization
+}
+
+#endif //MANTIS_MSF_H
diff --git a/src/MSF.cc b/src/MSF.cc
index 2b7ea4a..1d965ee 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -5,286 +5,7 @@
 // https://www.geeksforgeeks.org/kruskals-minimum-spanning-tree-using-stl-in-c/
 //
 
-#include<bits/stdc++.h>
-#include <sstream>
-#include <unordered_set>
-#include <queue>
-#include "clipp.h"
-#include "bitvector.h"
-//#include "sdsl/bits.hpp"
-
-#define EQS_PER_SLOT 20000000
-
-using namespace std;
-
-typedef std::vector<sdsl::rrr_vector < 63>> eqvec;
-
-struct Edge {
-    uint32_t n1;
-    uint32_t n2;
-    uint16_t weight;
-
-    Edge(uint32_t inN1, uint32_t inN2, uint16_t inWeight)
-            : n1(inN1), n2(inN2), weight(inWeight) {}
-};
-
-struct EdgePtr {
-    uint16_t bucket;
-    uint32_t idx;
-
-    EdgePtr(uint16_t bucketIn, uint32_t idxIn) : bucket(bucketIn), idx(idxIn) {}
-};
-
-struct Child {
-    uint32_t id;
-    uint16_t weight;
-
-    Child(uint32_t inN1, uint16_t inWeight) : id(inN1), weight(inWeight) {}
-};
-
-struct Path {
-    uint32_t id;
-    uint32_t steps;
-    uint64_t weight;
-
-    Path(uint32_t idIn,
-         uint32_t stepsIn,
-         uint64_t weightIn) : id(idIn), steps(stepsIn), weight(weightIn) {}
-};
-
-struct DisjointSetNode {
-    uint32_t parent{0};
-    uint64_t rnk{0}, w{0}, edges{0};
-
-    void setParent(uint32_t p) { parent = p; }
-
-    void mergeWith(DisjointSetNode &n, uint16_t edgeW, uint32_t id) {
-        n.setParent(parent);
-        w += (n.w + static_cast<uint64_t>(edgeW));
-        edges += (n.edges + 1);
-        n.edges = 0;
-        n.w = 0;
-        if (rnk == n.rnk) {
-            rnk++;
-        }
-    }
-};
-
-// To represent Disjoint Sets
-struct DisjointSets {
-    std::vector<DisjointSetNode> els;
-    uint64_t n;
-
-    // Constructor.
-    DisjointSets(uint64_t n) {
-        // Allocate memory
-        this->n = n;
-        els.resize(n);
-        // Initially, all vertices are in
-        // different sets and have rank 0.
-        for (uint64_t i = 0; i <= n; i++) {
-            //every element is parent of itself
-            els[i].setParent(i);
-        }
-    }
-
-    // Find the parent of a node 'u'
-    // Path Compression
-    uint32_t find(uint32_t u) {
-        /* Make the parent of the nodes in the path
-           from u--> parent[u] point to parent[u] */
-        if (u != els[u].parent)
-            els[u].parent = find(els[u].parent);
-        return els[u].parent;
-    }
-
-    // Union by rank
-    void merge(uint32_t x, uint32_t y, uint16_t edgeW) {
-        x = find(x), y = find(y);
-
-        /* Make tree with smaller height
-           a subtree of the other tree  */
-        if (els[x].rnk > els[y].rnk) {
-            els[x].mergeWith(els[y], edgeW, x);
-
-        } else {// If rnk[x] <= rnk[y]
-            els[y].mergeWith(els[x], edgeW, y);
-        }
-    }
-};
-
-// Structure to represent a graph
-struct Graph {
-
-    uint64_t V;
-
-    vector<vector<Edge>> edges;
-    vector<vector<EdgePtr>> mst;
-
-    uint64_t mst_totalWeight{0};
-
-    Graph(uint64_t bucketCnt) { edges.resize(bucketCnt); }
-
-    // Utility function to add an edge
-    void addEdge(uint32_t u, uint32_t v, uint16_t w) {
-        edges[w - 1].emplace_back(u, v, w);
-        //edges.emplace_back(u, v, w);
-    }
-
-    // Function to find MST using Kruskal's
-    // MST algorithm
-    DisjointSets kruskalMSF(uint32_t bucketCnt) {
-        int mst_wt = 0; // Initialize result
-
-        // Create disjoint sets
-        DisjointSets ds(V);
-
-        std::string tmp;
-        uint64_t n1{0}, n2{0}, cntr{0}, mergeCntr{0};
-        uint32_t w{0};
-        sdsl::bit_vector nodes(V, 0);
-        // Iterate through all sorted edges
-        for (auto bucketCntr = 0; bucketCntr < bucketCnt; bucketCntr++) {
-            //ifstream file(filename);
-            /*std::getline(file, tmp);
-            while (file.good()) {
-                file >> n1 >> n2 >> w;*/
-            uint32_t edgeIdxInBucket = 0;
-            for (auto it = edges[bucketCntr].begin(); it != edges[bucketCntr].end(); it++) {
-                //if (w == bucketCntr) {
-                w = it->weight;
-                uint32_t u = it->n1;
-                uint32_t v = it->n2;
-                uint32_t set_u = ds.find(u);
-                uint32_t set_v = ds.find(v);
-
-                // Check if the selected edge is creating
-                // a cycle or not (Cycle is created if u
-                // and v belong to same set)
-                if (set_u != set_v) {
-                    // Current edge will be in the MST
-                    // Merge two sets
-                    ds.merge(set_u, set_v, w);
-                    mst[u].emplace_back(bucketCntr, edgeIdxInBucket);
-                    mst[v].emplace_back(bucketCntr, edgeIdxInBucket);
-                    nodes[u] = 1;
-                    nodes[v] = 1;
-                    mst_totalWeight += w;
-                    mergeCntr++;
-                }/* else {
-                            if (nodes.find(u) == nodes.end() || nodes.find(v) == nodes.end())
-                                std::cerr << u << " " << v << " " << set_u << " " << set_v << "\n";
-                    }*/
-                cntr++;
-                if (cntr % 1000000 == 0) {
-                    std::cerr << "edge " << cntr << " " << mergeCntr << "\n";
-                }
-                edgeIdxInBucket++;
-                //}
-            }
-            /*file.clear();
-            file.seekg(0, file.beg);*/
-
-        }
-        //file.close();
-        uint64_t distinctNodes{0};
-        for (uint64_t i = 0; i < V; i += 64) {
-            distinctNodes += sdsl::bits::cnt(nodes.get_int(i, 64));
-        }
-
-        std::cerr << "final # of edges: " << cntr
-                  << "\n# of merges: " << mergeCntr
-                  << "\n# of distinct nodes: " << distinctNodes
-                  << "\n";
-        return ds;
-    }
-};
-
-void loadEqs(std::string filename, eqvec &bvs) {
-    bvs.reserve(20);
-    std::string eqfile;
-    std::ifstream eqlist(filename);
-    if (eqlist.is_open()) {
-        uint64_t accumTotalEqCls = 0;
-        while (getline(eqlist, eqfile)) {
-            sdsl::rrr_vector<63> bv;
-            bvs.push_back(bv);
-            sdsl::load_from_file(bvs.back(), eqfile);
-        }
-    }
-    std::cerr << "loaded all the equivalence classes: "
-                << ((bvs.size() - 1) * EQS_PER_SLOT + bvs.back().size())
-                << "\n";
-}
-
-void buildColor(eqvec &bvs,
-                std::vector<uint64_t> &eq,
-                uint64_t eqid,
-                uint64_t num_samples) {
-    uint64_t i{0}, bitcnt{0}, wrdcnt{0};
-    uint64_t idx = eqid / EQS_PER_SLOT;
-    uint64_t offset = eqid % EQS_PER_SLOT;
-    //std::cerr << eqid << " " << num_samples << " " << idx << " " << offset << "\n";
-    while (i<num_samples) {
-        bitcnt = std::min(num_samples - i, (uint64_t) 64);
-        uint64_t wrd = (bvs[idx]).get_int(offset * num_samples + i, bitcnt);
-        eq[wrdcnt++] = wrd;
-        i += bitcnt;
-    }
-}
-
-uint16_t sum1s(eqvec &bvs, uint64_t eqid,
-        uint64_t num_samples, uint64_t numWrds) {
-    uint16_t res{0};
-    std::vector<uint64_t> eq;
-    eq.resize(numWrds);
-    buildColor(bvs, eq, eqid, num_samples);
-    for (uint64_t i = 0; i < eq.size(); i += 1) {
-        res += (uint16_t)sdsl::bits::cnt(eq[i]);
-    }
-    return res;
-}
-
-// for two non-zero nodes, delta list is positions that xor of the bits was 1
-std::vector<uint32_t> getDeltaList(eqvec &bvs,
-        uint64_t eqid1,uint64_t eqid2, uint64_t num_samples, uint64_t numWrds) {
-    std::vector<uint32_t> res;
-    std::vector<uint64_t> eq1, eq2;
-    eq1.resize(numWrds);
-    eq2.resize(numWrds);
-    buildColor(bvs, eq1, eqid1, num_samples);
-    buildColor(bvs, eq2, eqid2, num_samples);
-
-    for (uint32_t i = 0; i < eq1.size(); i += 1) {
-        uint64_t eq12xor = eq1[i] ^ eq2[i];
-        for (uint32_t j = 0; j < 64; j++) {
-            if ( (eq12xor >> j) & 0x01 ) {
-                res.push_back(i*64+j);
-            }
-        }
-    }
-
-    return res; // rely on c++ optimization
-}
-
-// for those connected to node zero, delta list is position of set bits
-std::vector<uint32_t> getDeltaList(eqvec &bvs,
-                                   uint64_t eqid1, uint64_t num_samples, uint64_t numWrds) {
-    std::vector<uint32_t> res;
-    std::vector<uint64_t> eq1;
-    eq1.resize(numWrds);
-    buildColor(bvs, eq1, eqid1, num_samples);
-
-    for (uint32_t i = 0; i < eq1.size(); i += 1) {
-        for (uint32_t j = 0; j < 64; j++) {
-            if ( (eq1[i] >> j) & 0x01 ) {
-                res.push_back(i*64+j);
-            }
-        }
-    }
-
-    return res; // rely on c++ optimization
-}
+#include "MSF.h"
 
 struct Opts {
     std::string filename;

From 22ed85f95f696094b1572beac66f8fe4f013d8cd Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 17:49:07 -0400
Subject: [PATCH 031/122] A validator for checking the accuracy of equivalence
 class encoding.

Checks if the color class we retrieve by decoding the new data structure is the same as what we get from the old color class table.
---
 src/CMakeLists.txt |   6 +++
 src/validateMSF.cc | 109 +++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 115 insertions(+)
 create mode 100644 src/validateMSF.cc

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 02e9adb..0be18e6 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -75,6 +75,12 @@ target_include_directories(msf PUBLIC
 target_link_libraries(msf
 				                mantis_core)
 
+add_executable(validateMsf validateMSF.cc)
+target_include_directories(validateMsf PUBLIC
+		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+target_link_libraries(validateMsf
+		mantis_core)
+
 add_executable(mstBoost MST_boost.cc)
 		target_include_directories(mstBoost PUBLIC
 						                  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
new file mode 100644
index 0000000..26be76a
--- /dev/null
+++ b/src/validateMSF.cc
@@ -0,0 +1,109 @@
+//
+// Created by Fatemeh Almodaresi on 7/20/18.
+//
+
+#include "MSF.h"
+#include <unordered_set>
+#include <random>
+
+class MSFQuery {
+private:
+    uint64_t numSamples;
+    uint64_t numWrds;
+    uint32_t zero;
+
+public:
+    sdsl::int_vector<> parentbv;
+    sdsl::int_vector<> deltabv;
+    sdsl::bit_vector::select_1_type sbbv;
+
+    MSFQuery(uint64_t numSamplesIn): numSamples(numSamplesIn) {
+            numWrds = (uint64_t)std::ceil((double)numSamples/64.0);
+    }
+
+    void loadIdx(std::string indexDir) {
+        sdsl::load_from_file(parentbv, indexDir+"/parents.bv");
+        sdsl::load_from_file(deltabv, indexDir+"/deltas.bv");
+        sdsl::bit_vector bbv;
+        sdsl::load_from_file(bbv, indexDir+"/boundary.bv");
+        sbbv = sdsl::bit_vector::select_1_type(&bbv);
+        zero = parentbv.size()-1; // maximum color id which
+        std::cerr << "Loaded the new color class index\n";
+        std::cerr << "--> parent size: " << parentbv.size() << "\n"
+                  << "--> delta size: " << deltabv.size() << "\n"
+                  << "--> boundary size: " << bbv.size() << "\n";
+    }
+
+    std::vector<uint64_t> buildColor(uint64_t eqid) {
+        std::vector<uint32_t> flips(numSamples);
+        uint64_t i{eqid}, from{0}, to{0};
+        while (parentbv[i] != i) {
+            std::cerr << i << " " << parentbv[i] << "\n";
+            if (i > 0)
+                from = sbbv(i)+1;
+            to = sbbv(i+1);
+            std::cerr << "f" << from << " t" << to << "\n";
+            for (auto j = from; j <= to; j++) {
+                flips[deltabv[j]] ^= 0x01;
+            }
+            i = parentbv[i];
+        }
+        if (i != zero) {
+            if (i > 0)
+                from = sbbv(i)+1;
+            to = sbbv(i+1);
+            for (auto j = from; j <= to; j++) {
+                flips[deltabv[j]] ^= 0x01;
+            }
+        }
+        std::vector<uint64_t> eq(numWrds);
+        uint64_t one = 1;
+        for (i = 0; i < numSamples; i++) {
+            if (flips[i]) {
+                uint64_t idx = i / numSamples;
+                eq[idx] = eq[idx] ^ (one << (i % numSamples));
+            }
+        }
+        return eq;
+    }
+};
+
+
+int main(int argc, char *argv[]) {
+    std::string indexDir = argv[1];
+    std::string eqlistfile = argv[2];
+    uint64_t numSamples = std::stoull(argv[3]);
+    uint64_t numWrds = (uint64_t)std::ceil((double)numSamples/64.0);
+    MSFQuery msfQuery(numSamples);
+    msfQuery.loadIdx(indexDir);
+    for (uint64_t i = 1; i < 100; i++) {
+        std::cerr <<i << ":" << msfQuery.sbbv(i) << "\n";
+    }
+    uint64_t eqCount = msfQuery.parentbv.size()-1;
+    std::cerr << "total # of equivalence classes is : " << eqCount << "\n";
+
+    eqvec bvs;
+    loadEqs(eqlistfile, bvs);
+    // choose 1M random eq classes
+    std::unordered_set<uint64_t> ids;
+    while (ids.size() < 10) {
+        ids.insert(rand() % eqCount);
+    }
+
+    uint64_t cntr{0};
+    for (auto idx : ids) {
+        std::vector<uint64_t> newEq = msfQuery.buildColor(idx);
+        std::cerr <<"1\n";
+        std::vector<uint64_t> oldEq(numWrds);
+        buildColor(bvs, oldEq, idx, numSamples);
+        std::cerr <<"2\n";
+
+        if (newEq != oldEq) {
+            std::cerr << "AAAAA! LOOOSER!!\n";
+            std::cerr << cntr << ": index=" << idx << "\n";
+            std::exit(1);
+        }
+        cntr++;
+    }
+    std::cerr << "WOOOOW! Validation passed\n";
+}
\ No newline at end of file

From 71c00b5fe73baf2865d33d7bee736210d3bdbf5b Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 18:42:57 -0400
Subject: [PATCH 032/122] fixed a bug

---
 src/validateMSF.cc | 35 ++++++++++++++++++++---------------
 1 file changed, 20 insertions(+), 15 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 26be76a..f9ceaa7 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -11,6 +11,7 @@ class MSFQuery {
     uint64_t numSamples;
     uint64_t numWrds;
     uint32_t zero;
+    sdsl::bit_vector bbv;
 
 public:
     sdsl::int_vector<> parentbv;
@@ -24,7 +25,6 @@ class MSFQuery {
     void loadIdx(std::string indexDir) {
         sdsl::load_from_file(parentbv, indexDir+"/parents.bv");
         sdsl::load_from_file(deltabv, indexDir+"/deltas.bv");
-        sdsl::bit_vector bbv;
         sdsl::load_from_file(bbv, indexDir+"/boundary.bv");
         sbbv = sdsl::bit_vector::select_1_type(&bbv);
         zero = parentbv.size()-1; // maximum color id which
@@ -32,36 +32,42 @@ class MSFQuery {
         std::cerr << "--> parent size: " << parentbv.size() << "\n"
                   << "--> delta size: " << deltabv.size() << "\n"
                   << "--> boundary size: " << bbv.size() << "\n";
-    }
+        }
 
     std::vector<uint64_t> buildColor(uint64_t eqid) {
         std::vector<uint32_t> flips(numSamples);
         uint64_t i{eqid}, from{0}, to{0};
         while (parentbv[i] != i) {
-            std::cerr << i << " " << parentbv[i] << "\n";
+            //std::cerr << i << " " << parentbv[i] << "\n";
             if (i > 0)
                 from = sbbv(i)+1;
             to = sbbv(i+1);
-            std::cerr << "f" << from << " t" << to << "\n";
             for (auto j = from; j <= to; j++) {
+                //std::cerr << deltabv[j] << "\n";
                 flips[deltabv[j]] ^= 0x01;
             }
             i = parentbv[i];
         }
         if (i != zero) {
+            std::cerr << "root not zero\n";
             if (i > 0)
                 from = sbbv(i)+1;
             to = sbbv(i+1);
             for (auto j = from; j <= to; j++) {
+                //std::cerr << deltabv[j] << "\n";
                 flips[deltabv[j]] ^= 0x01;
             }
         }
+        else {
+            std::cerr <<"root is zero\n";
+        }
         std::vector<uint64_t> eq(numWrds);
         uint64_t one = 1;
         for (i = 0; i < numSamples; i++) {
             if (flips[i]) {
-                uint64_t idx = i / numSamples;
-                eq[idx] = eq[idx] ^ (one << (i % numSamples));
+                uint64_t idx = i / 64;
+                //std::cerr << "set " << i << " " << idx << " " << i % 64 << "\n";
+                eq[idx] = eq[idx] | (one << (i % 64));
             }
         }
         return eq;
@@ -74,12 +80,9 @@ int main(int argc, char *argv[]) {
     std::string eqlistfile = argv[2];
     uint64_t numSamples = std::stoull(argv[3]);
     uint64_t numWrds = (uint64_t)std::ceil((double)numSamples/64.0);
-    MSFQuery msfQuery(numSamples);
-    msfQuery.loadIdx(indexDir);
-    for (uint64_t i = 1; i < 100; i++) {
-        std::cerr <<i << ":" << msfQuery.sbbv(i) << "\n";
-    }
-    uint64_t eqCount = msfQuery.parentbv.size()-1;
+    MSFQuery query(numSamples);
+    query.loadIdx(indexDir);
+    uint64_t eqCount = query.parentbv.size()-1;
     std::cerr << "total # of equivalence classes is : " << eqCount << "\n";
 
     eqvec bvs;
@@ -92,15 +95,17 @@ int main(int argc, char *argv[]) {
 
     uint64_t cntr{0};
     for (auto idx : ids) {
-        std::vector<uint64_t> newEq = msfQuery.buildColor(idx);
-        std::cerr <<"1\n";
+        std::vector<uint64_t> newEq = query.buildColor(idx);
         std::vector<uint64_t> oldEq(numWrds);
         buildColor(bvs, oldEq, idx, numSamples);
-        std::cerr <<"2\n";
 
         if (newEq != oldEq) {
             std::cerr << "AAAAA! LOOOSER!!\n";
             std::cerr << cntr << ": index=" << idx << "\n";
+            std::cerr << "new size: " << newEq.size() << " old size: " << oldEq.size() << "\n";
+            for (auto k = 0; k < newEq.size(); k++) {
+                std::cerr << newEq[k] << " " << oldEq[k] << "\n";
+            }
             std::exit(1);
         }
         cntr++;

From 5f6d4d44128508506e61d67a7523a7efaca0fc2c Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 19:00:58 -0400
Subject: [PATCH 033/122] A few logs to trace the bug

---
 src/validateMSF.cc | 15 +++++++++++----
 1 file changed, 11 insertions(+), 4 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index f9ceaa7..37a54e0 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -34,18 +34,25 @@ class MSFQuery {
                   << "--> boundary size: " << bbv.size() << "\n";
         }
 
-    std::vector<uint64_t> buildColor(uint64_t eqid) {
+    std::vector<uint64_t> buildColor(uint64_t eqid, eqvec &bvs) {
         std::vector<uint32_t> flips(numSamples);
         uint64_t i{eqid}, from{0}, to{0};
         while (parentbv[i] != i) {
-            //std::cerr << i << " " << parentbv[i] << "\n";
+            std::cerr << "c" << i << " p" << parentbv[i] << "\n";
             if (i > 0)
                 from = sbbv(i)+1;
             to = sbbv(i+1);
+            std::cerr << "delta list: \n";
+            auto res = getDeltaList(bvs, i, parentbv[i], numSamples, numWrds);
+            for (auto v : res) {
+                std::cerr << v << " ";
+            }
+            std::cerr << "\nours:\n";
             for (auto j = from; j <= to; j++) {
-                //std::cerr << deltabv[j] << "\n";
+                std::cerr << deltabv[j] << " ";
                 flips[deltabv[j]] ^= 0x01;
             }
+            std::cerr <<"\n";
             i = parentbv[i];
         }
         if (i != zero) {
@@ -95,7 +102,7 @@ int main(int argc, char *argv[]) {
 
     uint64_t cntr{0};
     for (auto idx : ids) {
-        std::vector<uint64_t> newEq = query.buildColor(idx);
+        std::vector<uint64_t> newEq = query.buildColor(idx, bvs);
         std::vector<uint64_t> oldEq(numWrds);
         buildColor(bvs, oldEq, idx, numSamples);
 

From 5142460522475bf660c9faa22b778919b51e8074 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 19:57:10 -0400
Subject: [PATCH 034/122] resolved the bug at the root case

---
 src/MSF.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 1d965ee..6a1288f 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -206,7 +206,7 @@ int main(int argc, char *argv[]) {
         std::vector<uint32_t> deltas;
         if (i == zero) {
             deltaOffset++;
-        } else if (parentbv[i] == zero) {
+        } else if (parentbv[i] == zero || parentbv[i] == i) {
             deltas = getDeltaList(eqs, i, opt.numSamples, numWrds);
         } else {
             deltas = getDeltaList(eqs, parentbv[i], i, opt.numSamples, numWrds);

From ea28cf93803aa71d571e79829270d54e9d1bdaec Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 20 Jul 2018 22:44:59 -0400
Subject: [PATCH 035/122] resolved a bug in MSF validation/query code.
 Validation passes now

---
 src/MSF.cc         |  4 +++-
 src/validateMSF.cc | 31 +++++++++++++++++++------------
 2 files changed, 22 insertions(+), 13 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 6a1288f..c22ef41 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -200,7 +200,6 @@ int main(int argc, char *argv[]) {
     // create the data structures
     std::cerr << "Calculate Stats .. \n";
     std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
-    nodeCntr = 0;
     uint64_t deltaOffset{0};
     for (uint64_t i = 0; i < parentbv.size(); i++) {
         std::vector<uint32_t> deltas;
@@ -216,6 +215,9 @@ int main(int argc, char *argv[]) {
             deltaOffset++;
         }
         bbv[deltaOffset-1] = 1;
+        if (i % 10000000 == 0) {
+            std::cerr << i << " nodes parents processed\n";
+        }
     }
 
 
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 37a54e0..f7233d9 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -38,25 +38,27 @@ class MSFQuery {
         std::vector<uint32_t> flips(numSamples);
         uint64_t i{eqid}, from{0}, to{0};
         while (parentbv[i] != i) {
-            std::cerr << "c" << i << " p" << parentbv[i] << "\n";
+            //std::cerr << "c" << i << " p" << parentbv[i] << "\n";
             if (i > 0)
                 from = sbbv(i)+1;
+            else
+                from = 0;
             to = sbbv(i+1);
-            std::cerr << "delta list: \n";
-            auto res = getDeltaList(bvs, i, parentbv[i], numSamples, numWrds);
+            /*std::cerr << "delta list: \n";
+            auto res = getDeltaList(bvs, parentbv[i], i, numSamples, numWrds);
             for (auto v : res) {
                 std::cerr << v << " ";
             }
-            std::cerr << "\nours:\n";
+            std::cerr << "\nours from " << from  << " to " << to << ":\n";*/
             for (auto j = from; j <= to; j++) {
-                std::cerr << deltabv[j] << " ";
+                //std::cerr << deltabv[j] << " ";
                 flips[deltabv[j]] ^= 0x01;
             }
-            std::cerr <<"\n";
+            //std::cerr <<"\n";
             i = parentbv[i];
         }
         if (i != zero) {
-            std::cerr << "root not zero\n";
+            //std::cerr << "root not zero\n";
             if (i > 0)
                 from = sbbv(i)+1;
             to = sbbv(i+1);
@@ -65,9 +67,9 @@ class MSFQuery {
                 flips[deltabv[j]] ^= 0x01;
             }
         }
-        else {
+        /*else {
             std::cerr <<"root is zero\n";
-        }
+        }*/
         std::vector<uint64_t> eq(numWrds);
         uint64_t one = 1;
         for (i = 0; i < numSamples; i++) {
@@ -94,14 +96,16 @@ int main(int argc, char *argv[]) {
 
     eqvec bvs;
     loadEqs(eqlistfile, bvs);
+
     // choose 1M random eq classes
     std::unordered_set<uint64_t> ids;
-    while (ids.size() < 10) {
+    /*while (ids.size() < 1000000) {
         ids.insert(rand() % eqCount);
-    }
+    }*/
+   //ids.insert(12237996);
 
     uint64_t cntr{0};
-    for (auto idx : ids) {
+    for (uint64_t idx = 0; idx < eqCount; idx++) {
         std::vector<uint64_t> newEq = query.buildColor(idx, bvs);
         std::vector<uint64_t> oldEq(numWrds);
         buildColor(bvs, oldEq, idx, numSamples);
@@ -116,6 +120,9 @@ int main(int argc, char *argv[]) {
             std::exit(1);
         }
         cntr++;
+        if (cntr % 10000000 == 0) {
+            std::cerr << cntr << " eqs were the same\n";
+        }
     }
     std::cerr << "WOOOOW! Validation passed\n";
 }
\ No newline at end of file

From 198c459ec1a0498d44742b2e12cf4ec3df5c6569 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 21 Jul 2018 01:50:25 -0400
Subject: [PATCH 036/122] make validator more than just a validator! We can now
 evaluate # of steps required in addition to validate the encoding gonna add
 query timing to it soon too.

---
 src/CMakeLists.txt |   6 +-
 src/validateMSF.cc | 138 +++++++++++++++++++++++++++++++++++----------
 2 files changed, 111 insertions(+), 33 deletions(-)

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 0be18e6..36fd551 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -75,10 +75,10 @@ target_include_directories(msf PUBLIC
 target_link_libraries(msf
 				                mantis_core)
 
-add_executable(validateMsf validateMSF.cc)
-target_include_directories(validateMsf PUBLIC
+add_executable(loadColorCls validateMSF.cc)
+target_include_directories(loadColorCls PUBLIC
 		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
-target_link_libraries(validateMsf
+target_link_libraries(loadColorCls
 		mantis_core)
 
 add_executable(mstBoost MST_boost.cc)
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index f7233d9..ee4841f 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -83,46 +83,124 @@ class MSFQuery {
     }
 };
 
+uint32_t recursiveSteps(uint32_t idx, sdsl::int_vector<> &parentbv,
+                        std::vector<uint32_t> &steps,
+                        uint32_t zero) {
+    if (idx == zero)
+        return steps[idx]; // 0
+    if (steps[idx] != 0)
+        return steps[idx];
+    if (parentbv[idx] == idx) {
+        steps[idx]=1; // to retrieve the representative
+        return steps[idx];
+    }
+    steps[idx] = recursiveSteps(parentbv[idx], parentbv, steps, zero)+1;
+    return steps[idx];
+}
+
+struct Opts {
+    std::string indexDir;
+    uint64_t numSamples;
+    std::string eqlistfile;
+};
 
 int main(int argc, char *argv[]) {
-    std::string indexDir = argv[1];
-    std::string eqlistfile = argv[2];
-    uint64_t numSamples = std::stoull(argv[3]);
+
+    using namespace clipp;
+    enum class mode {
+        validate, steps, query, help
+    };
+    mode selected = mode::help;
+    Opts opt;
+
+    auto validate_mode = (
+            command("validate").set(selected, mode::validate),
+                    required("-i", "--indexDir") &
+                    value("index_dir", opt.indexDir) % "Directory containing index files.",
+                    required("-eq", "--eqCls-lst-file") &
+                    value("eqCls_list_filename", opt.eqlistfile) % "File containing list of equivalence (color) classes.",
+                    required("-s", "--numSamples") &
+                    value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
+    );
+
+    auto steps_mode = (
+            command("steps").set(selected, mode::steps),
+                    required("-i", "--indexDir") &
+                    value("index_dir", opt.indexDir) % "Directory containing index files.",
+                    required("-s", "--numSamples") &
+                    value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
+    );
+
+    auto cli = (
+            (validate_mode | steps_mode | command("help").set(selected, mode::help)
+            )
+    );
+
+    decltype(parse(argc, argv, cli)) res;
+    try {
+        res = parse(argc, argv, cli);
+    } catch (std::exception &e) {
+        std::cout << "\n\nParsing command line failed with exception: " << e.what() << "\n";
+        std::cout << "\n\n";
+        std::cout << make_man_page(cli, "MSF");
+        return 1;
+    }
+    if (!res) {
+        std::cerr << "Cannot parse the input arguments\n";
+        std::exit(1);
+    }
+    if (selected == mode::help) {
+        std::cerr << make_man_page(cli, "MSF");
+        std::exit(1);
+    }
+
+    std::string indexDir = opt.indexDir;
+    std::string eqlistfile = opt.eqlistfile;
+    uint64_t numSamples = opt.numSamples;
     uint64_t numWrds = (uint64_t)std::ceil((double)numSamples/64.0);
     MSFQuery query(numSamples);
     query.loadIdx(indexDir);
     uint64_t eqCount = query.parentbv.size()-1;
     std::cerr << "total # of equivalence classes is : " << eqCount << "\n";
 
-    eqvec bvs;
-    loadEqs(eqlistfile, bvs);
-
-    // choose 1M random eq classes
-    std::unordered_set<uint64_t> ids;
-    /*while (ids.size() < 1000000) {
-        ids.insert(rand() % eqCount);
-    }*/
-   //ids.insert(12237996);
-
-    uint64_t cntr{0};
-    for (uint64_t idx = 0; idx < eqCount; idx++) {
-        std::vector<uint64_t> newEq = query.buildColor(idx, bvs);
-        std::vector<uint64_t> oldEq(numWrds);
-        buildColor(bvs, oldEq, idx, numSamples);
-
-        if (newEq != oldEq) {
-            std::cerr << "AAAAA! LOOOSER!!\n";
-            std::cerr << cntr << ": index=" << idx << "\n";
-            std::cerr << "new size: " << newEq.size() << " old size: " << oldEq.size() << "\n";
-            for (auto k = 0; k < newEq.size(); k++) {
-                std::cerr << newEq[k] << " " << oldEq[k] << "\n";
+    if (selected == mode::validate) {
+        eqvec bvs;
+        loadEqs(eqlistfile, bvs);
+        // choose 1M random eq classes
+        /*std::unordered_set<uint64_t> ids;
+        while (ids.size() < 1000000) {
+            ids.insert(rand() % eqCount);
+        }*/
+
+        uint64_t cntr{0};
+        for (uint64_t idx = 0; idx < eqCount; idx++) {
+            std::vector<uint64_t> newEq = query.buildColor(idx, bvs);
+            std::vector<uint64_t> oldEq(numWrds);
+            buildColor(bvs, oldEq, idx, numSamples);
+
+            if (newEq != oldEq) {
+                std::cerr << "AAAAA! LOOOSER!!\n";
+                std::cerr << cntr << ": index=" << idx << "\n";
+                std::cerr << "new size: " << newEq.size() << " old size: " << oldEq.size() << "\n";
+                for (auto k = 0; k < newEq.size(); k++) {
+                    std::cerr << newEq[k] << " " << oldEq[k] << "\n";
+                }
+                std::exit(1);
+            }
+            cntr++;
+            if (cntr % 10000000 == 0) {
+                std::cerr << cntr << " eqs were the same\n";
             }
-            std::exit(1);
         }
-        cntr++;
-        if (cntr % 10000000 == 0) {
-            std::cerr << cntr << " eqs were the same\n";
+        std::cerr << "WOOOOW! Validation passed\n";
+    } else if (selected == mode::steps) {
+        uint32_t zero = query.parentbv.size()-1;
+        std::vector<uint32_t> steps(eqCount, 0);
+
+        for (uint64_t idx = 0; idx < eqCount; idx++) {
+            std::cout << query.parentbv[idx] << "\t"
+                      << idx << "\t"
+                      << recursiveSteps(idx, query.parentbv, steps, zero) << "\n";
         }
     }
-    std::cerr << "WOOOOW! Validation passed\n";
 }
\ No newline at end of file

From fbd0620f1c8ddb235b82ad6d9b77b9e2f8f95146 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 21 Jul 2018 02:04:15 -0400
Subject: [PATCH 037/122] Added the decoding command

---
 src/validateMSF.cc | 38 +++++++++++++++++++-------------------
 1 file changed, 19 insertions(+), 19 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index ee4841f..40edd7c 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -34,48 +34,33 @@ class MSFQuery {
                   << "--> boundary size: " << bbv.size() << "\n";
         }
 
-    std::vector<uint64_t> buildColor(uint64_t eqid, eqvec &bvs) {
+    std::vector<uint64_t> buildColor(uint64_t eqid) {
         std::vector<uint32_t> flips(numSamples);
         uint64_t i{eqid}, from{0}, to{0};
         while (parentbv[i] != i) {
-            //std::cerr << "c" << i << " p" << parentbv[i] << "\n";
             if (i > 0)
                 from = sbbv(i)+1;
             else
                 from = 0;
             to = sbbv(i+1);
-            /*std::cerr << "delta list: \n";
-            auto res = getDeltaList(bvs, parentbv[i], i, numSamples, numWrds);
-            for (auto v : res) {
-                std::cerr << v << " ";
-            }
-            std::cerr << "\nours from " << from  << " to " << to << ":\n";*/
             for (auto j = from; j <= to; j++) {
-                //std::cerr << deltabv[j] << " ";
                 flips[deltabv[j]] ^= 0x01;
             }
-            //std::cerr <<"\n";
             i = parentbv[i];
         }
         if (i != zero) {
-            //std::cerr << "root not zero\n";
             if (i > 0)
                 from = sbbv(i)+1;
             to = sbbv(i+1);
             for (auto j = from; j <= to; j++) {
-                //std::cerr << deltabv[j] << "\n";
                 flips[deltabv[j]] ^= 0x01;
             }
         }
-        /*else {
-            std::cerr <<"root is zero\n";
-        }*/
         std::vector<uint64_t> eq(numWrds);
         uint64_t one = 1;
         for (i = 0; i < numSamples; i++) {
             if (flips[i]) {
                 uint64_t idx = i / 64;
-                //std::cerr << "set " << i << " " << idx << " " << i % 64 << "\n";
                 eq[idx] = eq[idx] | (one << (i % 64));
             }
         }
@@ -108,7 +93,7 @@ int main(int argc, char *argv[]) {
 
     using namespace clipp;
     enum class mode {
-        validate, steps, query, help
+        validate, steps, decodeAllEqs, help
     };
     mode selected = mode::help;
     Opts opt;
@@ -131,8 +116,16 @@ int main(int argc, char *argv[]) {
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
     );
 
+    auto decodeAllEqs_mode = (
+            command("decodeAllEqs").set(selected, mode::decodeAllEqs),
+                    required("-i", "--indexDir") &
+                    value("index_dir", opt.indexDir) % "Directory containing index files.",
+                    required("-s", "--numSamples") &
+                    value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
+    );
+
     auto cli = (
-            (validate_mode | steps_mode | command("help").set(selected, mode::help)
+            (validate_mode | steps_mode | decodeAllEqs_mode | command("help").set(selected, mode::help)
             )
     );
 
@@ -174,7 +167,7 @@ int main(int argc, char *argv[]) {
 
         uint64_t cntr{0};
         for (uint64_t idx = 0; idx < eqCount; idx++) {
-            std::vector<uint64_t> newEq = query.buildColor(idx, bvs);
+            std::vector<uint64_t> newEq = query.buildColor(idx);
             std::vector<uint64_t> oldEq(numWrds);
             buildColor(bvs, oldEq, idx, numSamples);
 
@@ -193,6 +186,13 @@ int main(int argc, char *argv[]) {
             }
         }
         std::cerr << "WOOOOW! Validation passed\n";
+    } else if (selected == mode::decodeAllEqs) {
+        for (uint64_t idx = 0; idx < eqCount; idx++) {
+            std::vector<uint64_t> newEq = query.buildColor(idx);
+            if (idx % 10000000 == 0) {
+                std::cerr << idx << " eqs decoded\n";
+            }
+        }
     } else if (selected == mode::steps) {
         uint32_t zero = query.parentbv.size()-1;
         std::vector<uint32_t> steps(eqCount, 0);

From 620322b2fa076c45c3abef1311b3d6a168e661c3 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Mon, 23 Jul 2018 14:32:11 -0400
Subject: [PATCH 038/122] A little bit of code-cleaning. Prepare the basics for
 query command.

---
 src/validateMSF.cc | 38 ++++++++++++++++++++------------------
 1 file changed, 20 insertions(+), 18 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 40edd7c..aafc0f8 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -87,13 +87,14 @@ struct Opts {
     std::string indexDir;
     uint64_t numSamples;
     std::string eqlistfile;
+    std::string cqffile;
 };
 
 int main(int argc, char *argv[]) {
 
     using namespace clipp;
     enum class mode {
-        validate, steps, decodeAllEqs, help
+        validate, steps, decodeAllEqs, query, help
     };
     mode selected = mode::help;
     Opts opt;
@@ -124,8 +125,18 @@ int main(int argc, char *argv[]) {
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
     );
 
+    auto query_mode = (
+            command("query").set(selected, mode::query),
+                    required("-i", "--indexDir") &
+                    value("index_dir", opt.indexDir) % "Directory containing index files.",
+                    required("-g", "--cqf") &
+                    value("kmer-graph", opt.cqffile) % "cqf file containing the kmer mapping to color class ids.",
+                    required("-s", "--numSamples") &
+                    value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
+    );
+
     auto cli = (
-            (validate_mode | steps_mode | decodeAllEqs_mode | command("help").set(selected, mode::help)
+            (validate_mode | steps_mode | decodeAllEqs_mode | query_mode | command("help").set(selected, mode::help)
             )
     );
 
@@ -147,30 +158,20 @@ int main(int argc, char *argv[]) {
         std::exit(1);
     }
 
-    std::string indexDir = opt.indexDir;
-    std::string eqlistfile = opt.eqlistfile;
-    uint64_t numSamples = opt.numSamples;
-    uint64_t numWrds = (uint64_t)std::ceil((double)numSamples/64.0);
-    MSFQuery query(numSamples);
-    query.loadIdx(indexDir);
+    uint64_t numWrds = (uint64_t)std::ceil((double)opt.numSamples/64.0);
+    MSFQuery query(opt.numSamples);
+    query.loadIdx(opt.indexDir);
     uint64_t eqCount = query.parentbv.size()-1;
     std::cerr << "total # of equivalence classes is : " << eqCount << "\n";
 
     if (selected == mode::validate) {
         eqvec bvs;
-        loadEqs(eqlistfile, bvs);
-        // choose 1M random eq classes
-        /*std::unordered_set<uint64_t> ids;
-        while (ids.size() < 1000000) {
-            ids.insert(rand() % eqCount);
-        }*/
-
+        loadEqs(opt.eqlistfile, bvs);
         uint64_t cntr{0};
         for (uint64_t idx = 0; idx < eqCount; idx++) {
             std::vector<uint64_t> newEq = query.buildColor(idx);
             std::vector<uint64_t> oldEq(numWrds);
-            buildColor(bvs, oldEq, idx, numSamples);
-
+            buildColor(bvs, oldEq, idx, opt.numSamples);
             if (newEq != oldEq) {
                 std::cerr << "AAAAA! LOOOSER!!\n";
                 std::cerr << cntr << ": index=" << idx << "\n";
@@ -196,11 +197,12 @@ int main(int argc, char *argv[]) {
     } else if (selected == mode::steps) {
         uint32_t zero = query.parentbv.size()-1;
         std::vector<uint32_t> steps(eqCount, 0);
-
         for (uint64_t idx = 0; idx < eqCount; idx++) {
             std::cout << query.parentbv[idx] << "\t"
                       << idx << "\t"
                       << recursiveSteps(idx, query.parentbv, steps, zero) << "\n";
         }
+    } else if (selected == mode::query) {
+
     }
 }
\ No newline at end of file

From aa43aa0295509bc5d6c2cd8a394dac41539ffb5e Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 24 Jul 2018 11:31:25 -0400
Subject: [PATCH 039/122] Code to query using the new color class encoding.

---
 src/validateMSF.cc | 122 +++++++++++++++++++++++++++++++++++----------
 1 file changed, 96 insertions(+), 26 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index aafc0f8..4544c41 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -2,9 +2,14 @@
 // Created by Fatemeh Almodaresi on 7/20/18.
 //
 
-#include "MSF.h"
 #include <unordered_set>
 #include <random>
+#include "MSF.h"
+#include "cqf.h"
+#include "common_types.h"
+#include "CLI/CLI.hpp"
+#include "CLI/Timer.hpp"
+#include "kmer.h"
 
 class MSFQuery {
 private:
@@ -18,31 +23,31 @@ class MSFQuery {
     sdsl::int_vector<> deltabv;
     sdsl::bit_vector::select_1_type sbbv;
 
-    MSFQuery(uint64_t numSamplesIn): numSamples(numSamplesIn) {
-            numWrds = (uint64_t)std::ceil((double)numSamples/64.0);
+    MSFQuery(uint64_t numSamplesIn) : numSamples(numSamplesIn) {
+        numWrds = (uint64_t) std::ceil((double) numSamples / 64.0);
     }
 
     void loadIdx(std::string indexDir) {
-        sdsl::load_from_file(parentbv, indexDir+"/parents.bv");
-        sdsl::load_from_file(deltabv, indexDir+"/deltas.bv");
-        sdsl::load_from_file(bbv, indexDir+"/boundary.bv");
+        sdsl::load_from_file(parentbv, indexDir + "/parents.bv");
+        sdsl::load_from_file(deltabv, indexDir + "/deltas.bv");
+        sdsl::load_from_file(bbv, indexDir + "/boundary.bv");
         sbbv = sdsl::bit_vector::select_1_type(&bbv);
-        zero = parentbv.size()-1; // maximum color id which
+        zero = parentbv.size() - 1; // maximum color id which
         std::cerr << "Loaded the new color class index\n";
         std::cerr << "--> parent size: " << parentbv.size() << "\n"
                   << "--> delta size: " << deltabv.size() << "\n"
                   << "--> boundary size: " << bbv.size() << "\n";
-        }
+    }
 
-    std::vector<uint64_t> buildColor(uint64_t eqid) {
+    std::vector<uint64_t> buildColor(uint64_t eqid, bool all=true) {
         std::vector<uint32_t> flips(numSamples);
         uint64_t i{eqid}, from{0}, to{0};
         while (parentbv[i] != i) {
             if (i > 0)
-                from = sbbv(i)+1;
+                from = sbbv(i) + 1;
             else
                 from = 0;
-            to = sbbv(i+1);
+            to = sbbv(i + 1);
             for (auto j = from; j <= to; j++) {
                 flips[deltabv[j]] ^= 0x01;
             }
@@ -50,12 +55,23 @@ class MSFQuery {
         }
         if (i != zero) {
             if (i > 0)
-                from = sbbv(i)+1;
-            to = sbbv(i+1);
+                from = sbbv(i) + 1;
+            to = sbbv(i + 1);
             for (auto j = from; j <= to; j++) {
                 flips[deltabv[j]] ^= 0x01;
             }
         }
+        if (!all) { // return the indices of set bits
+            std::vector<uint64_t> eq;
+            eq.reserve(numWrds);
+            uint64_t one = 1;
+            for (i = 0; i < numSamples; i++) {
+                if (flips[i]) {
+                    eq.push_back(i);
+                }
+            }
+            return eq;
+        }
         std::vector<uint64_t> eq(numWrds);
         uint64_t one = 1;
         for (i = 0; i < numSamples; i++) {
@@ -66,8 +82,32 @@ class MSFQuery {
         }
         return eq;
     }
+
 };
 
+mantis::QueryResult findSamples(const mantis::QuerySet& kmers,
+                               CQF<KeyObject>& dbg, MSFQuery& msfQuery) {
+    std::unordered_map<uint64_t, uint64_t> query_eqclass_map;
+    for (auto k : kmers) {
+        KeyObject key(k, 0, 0);
+        uint64_t eqclass = dbg.query(key);
+        if (eqclass)
+            query_eqclass_map[eqclass] += 1;
+    }
+
+    std::unordered_map<uint64_t, uint64_t> sample_map;
+    for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end();
+         ++it) {
+        auto eqclass_id = it->first-1;
+        auto count = it->second;
+        auto setbits = msfQuery.buildColor(eqclass_id, false);
+        for (auto sb : setbits) {
+            sample_map[sb] += count;
+        }
+    }
+    return sample_map;
+}
+
 uint32_t recursiveSteps(uint32_t idx, sdsl::int_vector<> &parentbv,
                         std::vector<uint32_t> &steps,
                         uint32_t zero) {
@@ -76,10 +116,10 @@ uint32_t recursiveSteps(uint32_t idx, sdsl::int_vector<> &parentbv,
     if (steps[idx] != 0)
         return steps[idx];
     if (parentbv[idx] == idx) {
-        steps[idx]=1; // to retrieve the representative
+        steps[idx] = 1; // to retrieve the representative
         return steps[idx];
     }
-    steps[idx] = recursiveSteps(parentbv[idx], parentbv, steps, zero)+1;
+    steps[idx] = recursiveSteps(parentbv[idx], parentbv, steps, zero) + 1;
     return steps[idx];
 }
 
@@ -88,6 +128,8 @@ struct Opts {
     uint64_t numSamples;
     std::string eqlistfile;
     std::string cqffile;
+    std::string outputfile;
+    std::string queryfile;
 };
 
 int main(int argc, char *argv[]) {
@@ -104,7 +146,8 @@ int main(int argc, char *argv[]) {
                     required("-i", "--indexDir") &
                     value("index_dir", opt.indexDir) % "Directory containing index files.",
                     required("-eq", "--eqCls-lst-file") &
-                    value("eqCls_list_filename", opt.eqlistfile) % "File containing list of equivalence (color) classes.",
+                    value("eqCls_list_filename", opt.eqlistfile) %
+                    "File containing list of equivalence (color) classes.",
                     required("-s", "--numSamples") &
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
     );
@@ -131,6 +174,10 @@ int main(int argc, char *argv[]) {
                     value("index_dir", opt.indexDir) % "Directory containing index files.",
                     required("-g", "--cqf") &
                     value("kmer-graph", opt.cqffile) % "cqf file containing the kmer mapping to color class ids.",
+                    required("-q", "--queryFile") &
+                    value("query-file", opt.queryfile) % "query file containing list of sequences.",
+                    required("-o", "--outputFile") &
+                    value("query-output-file", opt.outputfile) % "file to write query results.",
                     required("-s", "--numSamples") &
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples)."
     );
@@ -158,10 +205,10 @@ int main(int argc, char *argv[]) {
         std::exit(1);
     }
 
-    uint64_t numWrds = (uint64_t)std::ceil((double)opt.numSamples/64.0);
-    MSFQuery query(opt.numSamples);
-    query.loadIdx(opt.indexDir);
-    uint64_t eqCount = query.parentbv.size()-1;
+    uint64_t numWrds = (uint64_t) std::ceil((double) opt.numSamples / 64.0);
+    MSFQuery msfQuery(opt.numSamples);
+    msfQuery.loadIdx(opt.indexDir);
+    uint64_t eqCount = msfQuery.parentbv.size() - 1;
     std::cerr << "total # of equivalence classes is : " << eqCount << "\n";
 
     if (selected == mode::validate) {
@@ -169,7 +216,7 @@ int main(int argc, char *argv[]) {
         loadEqs(opt.eqlistfile, bvs);
         uint64_t cntr{0};
         for (uint64_t idx = 0; idx < eqCount; idx++) {
-            std::vector<uint64_t> newEq = query.buildColor(idx);
+            std::vector<uint64_t> newEq = msfQuery.buildColor(idx);
             std::vector<uint64_t> oldEq(numWrds);
             buildColor(bvs, oldEq, idx, opt.numSamples);
             if (newEq != oldEq) {
@@ -189,20 +236,43 @@ int main(int argc, char *argv[]) {
         std::cerr << "WOOOOW! Validation passed\n";
     } else if (selected == mode::decodeAllEqs) {
         for (uint64_t idx = 0; idx < eqCount; idx++) {
-            std::vector<uint64_t> newEq = query.buildColor(idx);
+            std::vector<uint64_t> newEq = msfQuery.buildColor(idx);
             if (idx % 10000000 == 0) {
                 std::cerr << idx << " eqs decoded\n";
             }
         }
     } else if (selected == mode::steps) {
-        uint32_t zero = query.parentbv.size()-1;
+        uint32_t zero = msfQuery.parentbv.size() - 1;
         std::vector<uint32_t> steps(eqCount, 0);
         for (uint64_t idx = 0; idx < eqCount; idx++) {
-            std::cout << query.parentbv[idx] << "\t"
+            std::cout << msfQuery.parentbv[idx] << "\t"
                       << idx << "\t"
-                      << recursiveSteps(idx, query.parentbv, steps, zero) << "\n";
+                      << recursiveSteps(idx, msfQuery.parentbv, steps, zero) << "\n";
         }
     } else if (selected == mode::query) {
-
+        CQF<KeyObject> dbg(opt.cqffile, false);
+        std::cerr << "Done loading cqf.\n";
+        uint32_t seed = 2038074743;
+        uint64_t total_kmers = 0;
+        // loading kmers
+        mantis::QuerySets multi_kmers = Kmer::parse_kmers(opt.queryfile.c_str(),
+                                                          seed,
+                                                          dbg.range(),
+                                                          20,
+                                                          total_kmers);
+        std::cerr << "Done loading query file : # of seqs: " << multi_kmers.size() << "\n";
+        std::ofstream opfile(opt.outputfile);
+        uint32_t cnt = 0;
+        {
+            CLI::AutoTimer timer{"Query time ", CLI::Timer::Big};
+            for (auto &kmers : multi_kmers) {
+                opfile << "seq" << cnt++ << '\t' << kmers.size() << '\n';
+                mantis::QueryResult result = findSamples(kmers, dbg, msfQuery);
+                for (auto it = result.begin(); it != result.end(); ++it) {
+                    opfile << it->first/*cdbg.get_sample(it->first)*/ << '\t' << it->second << '\n';
+                }
+            }
+            opfile.close();
+        }
     }
 }
\ No newline at end of file

From 94a398f7e156ed6215a28bd6ea7904d07db82e6a Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 24 Jul 2018 19:16:07 -0400
Subject: [PATCH 040/122] gathering some stats along the way of decoding. Also
 using a cache to store some hot eq. classes in the simplest way of it.

---
 src/validateMSF.cc | 174 ++++++++++++++++++++++++++++++++++++---------
 1 file changed, 142 insertions(+), 32 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 4544c41..e647109 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -4,14 +4,27 @@
 
 #include <unordered_set>
 #include <random>
+#include <chrono>
 #include "MSF.h"
 #include "cqf.h"
 #include "common_types.h"
 #include "CLI/CLI.hpp"
 #include "CLI/Timer.hpp"
 #include "kmer.h"
+#include "lrucache.hpp"
+
+struct QueryStats {
+    uint32_t cnt = 0, cacheCntr = 0, noCacheCntr{0};
+    uint64_t totSel{0};
+    std::chrono::duration<double> selectTime{0};
+    std::chrono::duration<double> flipTime{0};
+    uint64_t totEqcls{0};
+    uint64_t rootedNonZero{0};
+    std::unordered_map<uint32_t, uint64_t> numOcc;
+};
 
 class MSFQuery {
+
 private:
     uint64_t numSamples;
     uint64_t numWrds;
@@ -39,34 +52,85 @@ class MSFQuery {
                   << "--> boundary size: " << bbv.size() << "\n";
     }
 
-    std::vector<uint64_t> buildColor(uint64_t eqid, bool all=true) {
+    std::vector<uint64_t> buildColor(uint64_t eqid, QueryStats &queryStats,
+                                     cache::lru_cache <uint64_t, std::vector<uint64_t>> *lru_cache,
+                                     bool all = true) {
+
         std::vector<uint32_t> flips(numSamples);
+        std::vector<uint32_t> xorflips(numSamples, 0);
         uint64_t i{eqid}, from{0}, to{0};
+        std::vector<uint64_t> froms;
+        froms.reserve(12000);
+        queryStats.totEqcls++;
+        auto sstart = std::chrono::system_clock::now();
         while (parentbv[i] != i) {
+            if (lru_cache->exists(i)) {
+                const auto &vs = lru_cache->get(i);
+                for (auto v : vs) {
+                    xorflips[v] = 1;
+                }
+                queryStats.cacheCntr++;
+                break;
+            }
             if (i > 0)
                 from = sbbv(i) + 1;
             else
                 from = 0;
-            to = sbbv(i + 1);
-            for (auto j = from; j <= to; j++) {
-                flips[deltabv[j]] ^= 0x01;
-            }
+            froms.push_back(from);
+            queryStats.numOcc[i]++;
             i = parentbv[i];
+            ++queryStats.totSel;
         }
         if (i != zero) {
             if (i > 0)
                 from = sbbv(i) + 1;
-            to = sbbv(i + 1);
-            for (auto j = from; j <= to; j++) {
-                flips[deltabv[j]] ^= 0x01;
-            }
+            else
+                from = 0;
+            froms.push_back(from);
+            ++queryStats.totSel;
+            queryStats.rootedNonZero++;
         }
+        queryStats.selectTime += std::chrono::system_clock::now() - sstart;
+        auto fstart = std::chrono::system_clock::now();
+        for (auto f : froms) {
+            bool found = false;
+            uint64_t wrd{0};
+            //auto j = f;
+            auto start = f;
+            do {
+                wrd = bbv.get_int(start, 64);
+                //j = 0;
+                for (uint64_t j = 0; j < 64; j++) {
+                    flips[deltabv[start + j]] ^= 0x01;
+                    //j++;
+                    if ((wrd >> j) & 0x01) {
+                        found = true;
+                        break;
+                    }
+                }
+                start += 64;
+            } while (!found/*bbv[j - 1] != 1*/);
+        }
+        queryStats.flipTime += std::chrono::system_clock::now() - fstart;
+        /*while (parentbv[i] != i) {
+            if (i > 0)
+                from = sbbv(i) + 1;
+            else
+                from = 0;
+            auto j = from;
+            do {
+                flips[deltabv[j]] ^= 0x01;
+                j++;
+            } while (bbv[j-1] != 1);
+            i = parentbv[i];
+        }*/
+
         if (!all) { // return the indices of set bits
             std::vector<uint64_t> eq;
             eq.reserve(numWrds);
             uint64_t one = 1;
             for (i = 0; i < numSamples; i++) {
-                if (flips[i]) {
+                if (flips[i] ^ xorflips[i]) {
                     eq.push_back(i);
                 }
             }
@@ -85,8 +149,10 @@ class MSFQuery {
 
 };
 
-mantis::QueryResult findSamples(const mantis::QuerySet& kmers,
-                               CQF<KeyObject>& dbg, MSFQuery& msfQuery) {
+mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
+                                CQF<KeyObject> &dbg, MSFQuery &msfQuery,
+                                cache::lru_cache <uint64_t, std::vector<uint64_t>> &lru_cache,
+                                QueryStats &queryStats) {
     std::unordered_map<uint64_t, uint64_t> query_eqclass_map;
     for (auto k : kmers) {
         KeyObject key(k, 0, 0);
@@ -98,9 +164,18 @@ mantis::QueryResult findSamples(const mantis::QuerySet& kmers,
     std::unordered_map<uint64_t, uint64_t> sample_map;
     for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end();
          ++it) {
-        auto eqclass_id = it->first-1;
+        auto eqclass_id = it->first - 1;
         auto count = it->second;
-        auto setbits = msfQuery.buildColor(eqclass_id, false);
+        std::vector<uint64_t> setbits;
+        if (lru_cache.exists(eqclass_id)) {
+            setbits = lru_cache.get(eqclass_id);
+            queryStats.cacheCntr++;
+        } else {
+            std::vector<uint64_t> setbits = msfQuery.buildColor(eqclass_id,
+                                                                queryStats, &lru_cache, false);
+            lru_cache.put(eqclass_id, setbits);
+            queryStats.noCacheCntr++;
+        }
         for (auto sb : setbits) {
             sample_map[sb] += count;
         }
@@ -108,18 +183,23 @@ mantis::QueryResult findSamples(const mantis::QuerySet& kmers,
     return sample_map;
 }
 
-uint32_t recursiveSteps(uint32_t idx, sdsl::int_vector<> &parentbv,
-                        std::vector<uint32_t> &steps,
-                        uint32_t zero) {
-    if (idx == zero)
+std::pair<uint32_t, uint32_t> recursiveSteps(uint32_t idx, sdsl::int_vector<> &parentbv,
+                                             std::vector<std::pair<uint32_t, uint32_t>> &steps,
+                                             uint32_t zero) {
+    if (idx == zero) {
+        steps[idx].second = zero;
         return steps[idx]; // 0
-    if (steps[idx] != 0)
+    }
+    if (steps[idx].first != 0)
         return steps[idx];
     if (parentbv[idx] == idx) {
-        steps[idx] = 1; // to retrieve the representative
+        steps[idx].first = 1; // to retrieve the representative
+        steps[idx].second = idx;
         return steps[idx];
     }
-    steps[idx] = recursiveSteps(parentbv[idx], parentbv, steps, zero) + 1;
+    auto ret = recursiveSteps(parentbv[idx], parentbv, steps, zero);
+    steps[idx].first = ret.first + 1;
+    steps[idx].second = ret.second;
     return steps[idx];
 }
 
@@ -211,12 +291,15 @@ int main(int argc, char *argv[]) {
     uint64_t eqCount = msfQuery.parentbv.size() - 1;
     std::cerr << "total # of equivalence classes is : " << eqCount << "\n";
 
+    cache::lru_cache <uint64_t, std::vector<uint64_t>> cache_lru(100000);
+    QueryStats queryStats;
+
     if (selected == mode::validate) {
         eqvec bvs;
         loadEqs(opt.eqlistfile, bvs);
         uint64_t cntr{0};
         for (uint64_t idx = 0; idx < eqCount; idx++) {
-            std::vector<uint64_t> newEq = msfQuery.buildColor(idx);
+            std::vector<uint64_t> newEq = msfQuery.buildColor(idx, queryStats, &cache_lru);
             std::vector<uint64_t> oldEq(numWrds);
             buildColor(bvs, oldEq, idx, opt.numSamples);
             if (newEq != oldEq) {
@@ -235,19 +318,36 @@ int main(int argc, char *argv[]) {
         }
         std::cerr << "WOOOOW! Validation passed\n";
     } else if (selected == mode::decodeAllEqs) {
-        for (uint64_t idx = 0; idx < eqCount; idx++) {
-            std::vector<uint64_t> newEq = msfQuery.buildColor(idx);
-            if (idx % 10000000 == 0) {
+        std::random_device r;
+
+        // Choose a random mean between 1 and 6
+        std::default_random_engine e1(r());
+        std::uniform_int_distribution<int> uniform_dist(0, eqCount - 1);
+        for (uint64_t idx = 0; idx < 182169; idx++) {
+            std::vector<uint64_t> newEq = msfQuery.buildColor(uniform_dist(e1),
+                                                              queryStats,
+                                                              &
+                                                              false);
+            /*if (idx % 10000000 == 0) {
                 std::cerr << idx << " eqs decoded\n";
-            }
+            }*/
         }
+        std::cerr << "cache was used " << queryStats.cacheCntr << " times " << queryStats.noCacheCntr << "\n";
+        std::cerr << "select time was " << queryStats.selectTime.count() << "s, flip time was "
+                  << queryStats.flipTime.count() << '\n';
+        std::cerr << "total selects = " << queryStats.totSel << ", time per select = "
+                  << queryStats.selectTime.count() / queryStats.totSel << '\n';
+        std::cerr << "total # of queries = " << queryStats.totEqcls
+                  << ", total # of queries rooted at a non-zero node = " << queryStats.rootedNonZero << "\n";
+
     } else if (selected == mode::steps) {
         uint32_t zero = msfQuery.parentbv.size() - 1;
-        std::vector<uint32_t> steps(eqCount, 0);
+        std::vector<std::pair<uint32_t, uint32_t>> steps(eqCount, {0, 0});
         for (uint64_t idx = 0; idx < eqCount; idx++) {
+            auto row = recursiveSteps(idx, msfQuery.parentbv, steps, zero);
             std::cout << msfQuery.parentbv[idx] << "\t"
                       << idx << "\t"
-                      << recursiveSteps(idx, msfQuery.parentbv, steps, zero) << "\n";
+                      << row.first << "\t" << row.second << "\n";
         }
     } else if (selected == mode::query) {
         CQF<KeyObject> dbg(opt.cqffile, false);
@@ -262,17 +362,27 @@ int main(int argc, char *argv[]) {
                                                           total_kmers);
         std::cerr << "Done loading query file : # of seqs: " << multi_kmers.size() << "\n";
         std::ofstream opfile(opt.outputfile);
-        uint32_t cnt = 0;
         {
-            CLI::AutoTimer timer{"Query time ", CLI::Timer::Big};
+            //CLI::AutoTimer timer{"Query time ", CLI::Timer::Big};
             for (auto &kmers : multi_kmers) {
-                opfile << "seq" << cnt++ << '\t' << kmers.size() << '\n';
-                mantis::QueryResult result = findSamples(kmers, dbg, msfQuery);
+                opfile << "seq" << queryStats.cnt++ << '\t' << kmers.size() << '\n';
+                mantis::QueryResult result = findSamples(kmers, dbg, msfQuery, cache_lru,
+                                                         queryStats);
                 for (auto it = result.begin(); it != result.end(); ++it) {
                     opfile << it->first/*cdbg.get_sample(it->first)*/ << '\t' << it->second << '\n';
                 }
             }
             opfile.close();
         }
+        std::cerr << "cache was used " << queryStats.cacheCntr << " times " << queryStats.noCacheCntr << "\n";
+        std::cerr << "select time was " << queryStats.selectTime.count() << "s, flip time was "
+                  << queryStats.flipTime.count() << '\n';
+        std::cerr << "total selects = " << queryStats.totSel << ", time per select = "
+                  << queryStats.selectTime.count() / queryStats.totSel << '\n';
+        std::cerr << "total # of queries = " << queryStats.totEqcls
+                  << ", total # of queries rooted at a non-zero node = " << queryStats.rootedNonZero << "\n";
+        for (auto &kv : queryStats.numOcc) {
+            std::cout << kv.first << '\t' << kv.second << '\n';
+        }
     }
 }
\ No newline at end of file

From 5cc7ffd4c7d8f84857be337ed92c96f694de88dd Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 24 Jul 2018 19:19:52 -0400
Subject: [PATCH 041/122] minor change

---
 src/validateMSF.cc | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index e647109..677afb3 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -326,7 +326,7 @@ int main(int argc, char *argv[]) {
         for (uint64_t idx = 0; idx < 182169; idx++) {
             std::vector<uint64_t> newEq = msfQuery.buildColor(uniform_dist(e1),
                                                               queryStats,
-                                                              &
+                                                              &cache_lru,
                                                               false);
             /*if (idx % 10000000 == 0) {
                 std::cerr << idx << " eqs decoded\n";
@@ -363,7 +363,7 @@ int main(int argc, char *argv[]) {
         std::cerr << "Done loading query file : # of seqs: " << multi_kmers.size() << "\n";
         std::ofstream opfile(opt.outputfile);
         {
-            //CLI::AutoTimer timer{"Query time ", CLI::Timer::Big};
+            CLI::AutoTimer timer{"Query time ", CLI::Timer::Big};
             for (auto &kmers : multi_kmers) {
                 opfile << "seq" << queryStats.cnt++ << '\t' << kmers.size() << '\n';
                 mantis::QueryResult result = findSamples(kmers, dbg, msfQuery, cache_lru,
@@ -381,8 +381,8 @@ int main(int argc, char *argv[]) {
                   << queryStats.selectTime.count() / queryStats.totSel << '\n';
         std::cerr << "total # of queries = " << queryStats.totEqcls
                   << ", total # of queries rooted at a non-zero node = " << queryStats.rootedNonZero << "\n";
-        for (auto &kv : queryStats.numOcc) {
+        /*for (auto &kv : queryStats.numOcc) {
             std::cout << kv.first << '\t' << kv.second << '\n';
-        }
+        }*/
     }
 }
\ No newline at end of file

From 1c5f17be8dc4c6adc20e2ce0fbbac08c6b8b5bd0 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 24 Jul 2018 20:58:23 -0400
Subject: [PATCH 042/122] Adding the lruCache library

---
 include/lrucache.hpp | 72 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 72 insertions(+)
 create mode 100644 include/lrucache.hpp

diff --git a/include/lrucache.hpp b/include/lrucache.hpp
new file mode 100644
index 0000000..9e5e285
--- /dev/null
+++ b/include/lrucache.hpp
@@ -0,0 +1,72 @@
+/* 
+ * File:   lrucache.hpp
+ * Author: Alexander Ponomarev
+ *
+ * Created on June 20, 2013, 5:09 PM
+ */
+
+#ifndef _LRUCACHE_HPP_INCLUDED_
+#define	_LRUCACHE_HPP_INCLUDED_
+
+#include <unordered_map>
+#include <list>
+#include <cstddef>
+#include <stdexcept>
+
+namespace cache {
+
+template<typename key_t, typename value_t>
+class lru_cache {
+public:
+	typedef typename std::pair<key_t, value_t> key_value_pair_t;
+	typedef typename std::list<key_value_pair_t>::iterator list_iterator_t;
+
+	lru_cache(size_t max_size) :
+		_max_size(max_size) {
+	}
+	
+	void put(const key_t& key, const value_t& value) {
+		auto it = _cache_items_map.find(key);
+		_cache_items_list.push_front(key_value_pair_t(key, value));
+		if (it != _cache_items_map.end()) {
+			_cache_items_list.erase(it->second);
+			_cache_items_map.erase(it);
+		}
+		_cache_items_map[key] = _cache_items_list.begin();
+		
+		if (_cache_items_map.size() > _max_size) {
+			auto last = _cache_items_list.end();
+			last--;
+			_cache_items_map.erase(last->first);
+			_cache_items_list.pop_back();
+		}
+	}
+	
+	const value_t& get(const key_t& key) {
+		auto it = _cache_items_map.find(key);
+		if (it == _cache_items_map.end()) {
+			throw std::range_error("There is no such key in cache");
+		} else {
+			_cache_items_list.splice(_cache_items_list.begin(), _cache_items_list, it->second);
+			return it->second->second;
+		}
+	}
+	
+	bool exists(const key_t& key) const {
+		return _cache_items_map.find(key) != _cache_items_map.end();
+	}
+	
+	size_t size() const {
+		return _cache_items_map.size();
+	}
+	
+private:
+	std::list<key_value_pair_t> _cache_items_list;
+	std::unordered_map<key_t, list_iterator_t> _cache_items_map;
+	size_t _max_size;
+};
+
+} // namespace cache
+
+#endif	/* _LRUCACHE_HPP_INCLUDED_ */
+

From 6dfaa8ffe5dae949eed2ef7c7824c5aa8428ee3b Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 00:48:54 -0400
Subject: [PATCH 043/122] should not be fast

---
 src/validateMSF.cc | 106 ++++++++++++++++++++++++++++++++++++++++-----
 1 file changed, 94 insertions(+), 12 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 677afb3..43baedb 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -20,9 +20,35 @@ struct QueryStats {
     std::chrono::duration<double> flipTime{0};
     uint64_t totEqcls{0};
     uint64_t rootedNonZero{0};
+    uint64_t nextCacheUpdate{10000};
+    uint64_t globalQueryNum{0};
     std::unordered_map<uint32_t, uint64_t> numOcc;
 };
 
+class RankScores {
+public:
+  RankScores(uint64_t nranks) {rs_.resize(nranks);}
+
+  std::unordered_map<uint32_t, uint32_t>& operator[](uint32_t r) {
+    if (r > maxRank_) {
+      maxRank_ = std::min(r, static_cast<uint32_t>(rs_.size()-1));
+    }
+    return (r < rs_.size()) ? rs_[r] : rs_.back();
+  }
+
+  void clear() {
+    for (auto& m : rs_){ m.clear(); }
+    maxRank_ = 0;
+  }
+
+  uint32_t maxRank() const { return maxRank_; }
+
+private:
+  std::vector<std::unordered_map<uint32_t, uint32_t>> rs_;
+  uint32_t maxRank_{0};
+};
+
+
 class MSFQuery {
 
 private:
@@ -54,22 +80,28 @@ class MSFQuery {
 
     std::vector<uint64_t> buildColor(uint64_t eqid, QueryStats &queryStats,
                                      cache::lru_cache <uint64_t, std::vector<uint64_t>> *lru_cache,
+                                     RankScores* rs,
                                      bool all = true) {
 
         std::vector<uint32_t> flips(numSamples);
         std::vector<uint32_t> xorflips(numSamples, 0);
         uint64_t i{eqid}, from{0}, to{0};
+        uint64_t height{0};
         std::vector<uint64_t> froms;
+        std::vector<uint32_t> parents;
         froms.reserve(12000);
+        parents.reserve(12000);
         queryStats.totEqcls++;
         auto sstart = std::chrono::system_clock::now();
-        while (parentbv[i] != i) {
-            if (lru_cache->exists(i)) {
+        uint32_t iparent = parentbv[i];
+        while (iparent != i) {
+            if (lru_cache and lru_cache->exists(i)) {
                 const auto &vs = lru_cache->get(i);
                 for (auto v : vs) {
                     xorflips[v] = 1;
                 }
                 queryStats.cacheCntr++;
+                i = iparent;
                 break;
             }
             if (i > 0)
@@ -77,19 +109,31 @@ class MSFQuery {
             else
                 from = 0;
             froms.push_back(from);
-            queryStats.numOcc[i]++;
-            i = parentbv[i];
+            parents.push_back(i);
+            //queryStats.numOcc[i]++;
+            i = iparent;
+            iparent = parentbv[i];
             ++queryStats.totSel;
+            ++height;
         }
-        if (i != zero) {
+        if (i != iparent and i != zero) {
             if (i > 0)
                 from = sbbv(i) + 1;
             else
                 from = 0;
             froms.push_back(from);
+            parents.push_back(i);
             ++queryStats.totSel;
             queryStats.rootedNonZero++;
+            ++height;
         }
+        // update ranks
+        if (rs) {
+          for (size_t idx = 0; idx < froms.size(); ++idx) {
+            (*rs)[(height - idx)][parents[idx]]++;
+          }
+        }
+
         queryStats.selectTime += std::chrono::system_clock::now() - sstart;
         auto fstart = std::chrono::system_clock::now();
         for (auto f : froms) {
@@ -152,6 +196,7 @@ class MSFQuery {
 mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
                                 CQF<KeyObject> &dbg, MSFQuery &msfQuery,
                                 cache::lru_cache <uint64_t, std::vector<uint64_t>> &lru_cache,
+                                RankScores& rs,
                                 QueryStats &queryStats) {
     std::unordered_map<uint64_t, uint64_t> query_eqclass_map;
     for (auto k : kmers) {
@@ -162,23 +207,57 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
     }
 
     std::unordered_map<uint64_t, uint64_t> sample_map;
-    for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end();
-         ++it) {
+    size_t numPerLevel = 10;
+    for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end(); ++it) {
         auto eqclass_id = it->first - 1;
         auto count = it->second;
+
         std::vector<uint64_t> setbits;
         if (lru_cache.exists(eqclass_id)) {
             setbits = lru_cache.get(eqclass_id);
             queryStats.cacheCntr++;
         } else {
-            std::vector<uint64_t> setbits = msfQuery.buildColor(eqclass_id,
-                                                                queryStats, &lru_cache, false);
+            setbits = msfQuery.buildColor(eqclass_id, queryStats, &lru_cache, &rs, false);
             lru_cache.put(eqclass_id, setbits);
             queryStats.noCacheCntr++;
         }
         for (auto sb : setbits) {
             sample_map[sb] += count;
         }
+
+        ++queryStats.globalQueryNum;
+        /*
+        if (queryStats.globalQueryNum > queryStats.nextCacheUpdate) {
+          for (int64_t i = rs.maxRank(); i > 50; i-=50) {
+            auto& m = rs[i];
+            if (m.size() > numPerLevel) {
+              std::vector<std::pair<uint32_t, uint32_t>> pairs;
+              pairs.reserve(m.size());
+              std::copy(m.begin(), m.end(), std::back_inserter(pairs));
+              std::nth_element(pairs.begin(), pairs.begin()+numPerLevel, pairs.end(),
+                               [](const std::pair<uint32_t, uint32_t> &a, const std::pair<uint32_t, uint32_t> &b) {
+                                 return a.second > b.second;
+                               });
+              for (auto pit = pairs.begin(); pit != pairs.begin()+numPerLevel; ++pit) {
+                if(!lru_cache.exists(pit->first)) {
+                  auto v = msfQuery.buildColor(pit->first, queryStats, nullptr, nullptr, false);
+                  lru_cache.put(pit->first, v);
+                }
+              }
+            } else if(m.size() > 0){
+              for (auto pit = m.begin(); pit != m.end(); ++pit) {
+                if(!lru_cache.exists(pit->first)) {
+                  auto v = msfQuery.buildColor(pit->first, queryStats, nullptr, nullptr, false);
+                  lru_cache.put(pit->first, v);
+                }
+              }
+            }
+
+          }
+          queryStats.nextCacheUpdate += 10000;
+          rs.clear();
+        }
+        */
     }
     return sample_map;
 }
@@ -299,7 +378,7 @@ int main(int argc, char *argv[]) {
         loadEqs(opt.eqlistfile, bvs);
         uint64_t cntr{0};
         for (uint64_t idx = 0; idx < eqCount; idx++) {
-            std::vector<uint64_t> newEq = msfQuery.buildColor(idx, queryStats, &cache_lru);
+            std::vector<uint64_t> newEq = msfQuery.buildColor(idx, queryStats, &cache_lru, nullptr);
             std::vector<uint64_t> oldEq(numWrds);
             buildColor(bvs, oldEq, idx, opt.numSamples);
             if (newEq != oldEq) {
@@ -327,6 +406,7 @@ int main(int argc, char *argv[]) {
             std::vector<uint64_t> newEq = msfQuery.buildColor(uniform_dist(e1),
                                                               queryStats,
                                                               &cache_lru,
+                                                              nullptr,
                                                               false);
             /*if (idx % 10000000 == 0) {
                 std::cerr << idx << " eqs decoded\n";
@@ -361,13 +441,15 @@ int main(int argc, char *argv[]) {
                                                           20,
                                                           total_kmers);
         std::cerr << "Done loading query file : # of seqs: " << multi_kmers.size() << "\n";
+        RankScores rs(12000);
+        std::cerr << "here\n";
         std::ofstream opfile(opt.outputfile);
         {
             CLI::AutoTimer timer{"Query time ", CLI::Timer::Big};
             for (auto &kmers : multi_kmers) {
                 opfile << "seq" << queryStats.cnt++ << '\t' << kmers.size() << '\n';
                 mantis::QueryResult result = findSamples(kmers, dbg, msfQuery, cache_lru,
-                                                         queryStats);
+                                                         rs, queryStats);
                 for (auto it = result.begin(); it != result.end(); ++it) {
                     opfile << it->first/*cdbg.get_sample(it->first)*/ << '\t' << it->second << '\n';
                 }
@@ -385,4 +467,4 @@ int main(int argc, char *argv[]) {
             std::cout << kv.first << '\t' << kv.second << '\n';
         }*/
     }
-}
\ No newline at end of file
+}

From b10ea398e0d3880e82f88052ede7f15366bbe8aa Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 16:08:32 -0400
Subject: [PATCH 044/122] update

---
 src/validateMSF.cc | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 43baedb..07864f6 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -93,6 +93,7 @@ class MSFQuery {
         parents.reserve(12000);
         queryStats.totEqcls++;
         auto sstart = std::chrono::system_clock::now();
+        bool foundCache = false;
         uint32_t iparent = parentbv[i];
         while (iparent != i) {
             if (lru_cache and lru_cache->exists(i)) {
@@ -101,7 +102,8 @@ class MSFQuery {
                     xorflips[v] = 1;
                 }
                 queryStats.cacheCntr++;
-                i = iparent;
+                //i = iparent;
+                foundCache = true;
                 break;
             }
             if (i > 0)
@@ -116,7 +118,7 @@ class MSFQuery {
             ++queryStats.totSel;
             ++height;
         }
-        if (i != iparent and i != zero) {
+        if (!foundCache and i == iparent and i != zero) {
             if (i > 0)
                 from = sbbv(i) + 1;
             else
@@ -226,7 +228,7 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
         }
 
         ++queryStats.globalQueryNum;
-        /*
+        
         if (queryStats.globalQueryNum > queryStats.nextCacheUpdate) {
           for (int64_t i = rs.maxRank(); i > 50; i-=50) {
             auto& m = rs[i];
@@ -257,7 +259,6 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
           queryStats.nextCacheUpdate += 10000;
           rs.clear();
         }
-        */
     }
     return sample_map;
 }

From 56c4ab148eff5d762fb67cc322a29209b4d4493f Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 16:48:49 -0400
Subject: [PATCH 045/122] working

---
 src/validateMSF.cc | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 07864f6..a2b0df3 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -228,7 +228,7 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
         }
 
         ++queryStats.globalQueryNum;
-        
+        /*
         if (queryStats.globalQueryNum > queryStats.nextCacheUpdate) {
           for (int64_t i = rs.maxRank(); i > 50; i-=50) {
             auto& m = rs[i];
@@ -258,8 +258,9 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
           }
           queryStats.nextCacheUpdate += 10000;
           rs.clear();
-        }
+        }*/
     }
+
     return sample_map;
 }
 

From e0f4301fae886802e1cc0350dc8650aef94491f0 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 18:21:07 -0400
Subject: [PATCH 046/122] fast simple version

---
 include/lrucache.hpp                  |    8 +-
 include/tsl/bhopscotch_map.h          |  675 +++++++++
 include/tsl/bhopscotch_set.h          |  529 ++++++++
 include/tsl/hopscotch_growth_policy.h |  295 ++++
 include/tsl/hopscotch_hash.h          | 1801 +++++++++++++++++++++++++
 include/tsl/hopscotch_map.h           |  679 ++++++++++
 include/tsl/hopscotch_set.h           |  525 +++++++
 src/validateMSF.cc                    |   36 +-
 8 files changed, 4535 insertions(+), 13 deletions(-)
 create mode 100644 include/tsl/bhopscotch_map.h
 create mode 100644 include/tsl/bhopscotch_set.h
 create mode 100644 include/tsl/hopscotch_growth_policy.h
 create mode 100644 include/tsl/hopscotch_hash.h
 create mode 100644 include/tsl/hopscotch_map.h
 create mode 100644 include/tsl/hopscotch_set.h

diff --git a/include/lrucache.hpp b/include/lrucache.hpp
index 9e5e285..818d303 100644
--- a/include/lrucache.hpp
+++ b/include/lrucache.hpp
@@ -8,14 +8,15 @@
 #ifndef _LRUCACHE_HPP_INCLUDED_
 #define	_LRUCACHE_HPP_INCLUDED_
 
-#include <unordered_map>
+//#include <unordered_map>
+#include "tsl/hopscotch_map.h"
 #include <list>
 #include <cstddef>
 #include <stdexcept>
 
 namespace cache {
 
-template<typename key_t, typename value_t>
+  template<typename key_t, typename value_t, typename hasher_t = std::hash<key_t>>
 class lru_cache {
 public:
 	typedef typename std::pair<key_t, value_t> key_value_pair_t;
@@ -62,7 +63,8 @@ class lru_cache {
 	
 private:
 	std::list<key_value_pair_t> _cache_items_list;
-	std::unordered_map<key_t, list_iterator_t> _cache_items_map;
+    //std::unordered_map<key_t, list_iterator_t, hasher_t> _cache_items_map;
+  tsl::hopscotch_map<key_t, list_iterator_t, hasher_t> 	_cache_items_map;
 	size_t _max_size;
 };
 
diff --git a/include/tsl/bhopscotch_map.h b/include/tsl/bhopscotch_map.h
new file mode 100644
index 0000000..e5bcbf3
--- /dev/null
+++ b/include/tsl/bhopscotch_map.h
@@ -0,0 +1,675 @@
+/**
+ * MIT License
+ * 
+ * Copyright (c) 2017 Tessil
+ * 
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ * 
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ * 
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef TSL_BHOPSCOTCH_MAP_H
+#define TSL_BHOPSCOTCH_MAP_H 
+
+
+#include <algorithm>
+#include <cstddef>
+#include <functional>
+#include <initializer_list>
+#include <map>
+#include <memory>
+#include <type_traits>
+#include <utility>
+#include "hopscotch_hash.h"
+
+
+namespace tsl {
+
+    
+/**
+ * Similar to tsl::hopscotch_map but instead of using a list for overflowing elements it uses
+ * a binary search tree. It thus needs an additional template parameter Compare. Compare should
+ * be arithmetically coherent with KeyEqual.
+ * 
+ * The binary search tree allows the map to have a worst-case scenario of O(log n) for search 
+ * and delete, even if the hash function maps all the elements to the same bucket. 
+ * For insert, the amortized worst case is O(log n), but the worst case is O(n) in case of rehash.
+ * 
+ * This makes the map resistant to DoS attacks (but doesn't preclude you to have a good hash function,
+ * as an element in the bucket array is faster to retrieve than in the tree).
+ * 
+ * @copydoc hopscotch_map
+ */
+template<class Key, 
+         class T, 
+         class Hash = std::hash<Key>,
+         class KeyEqual = std::equal_to<Key>,
+         class Compare = std::less<Key>,
+         class Allocator = std::allocator<std::pair<const Key, T>>,
+         unsigned int NeighborhoodSize = 62,
+         bool StoreHash = false,
+         class GrowthPolicy = tsl::hh::power_of_two_growth_policy<2>>
+class bhopscotch_map {
+private:
+    template<typename U>
+    using has_is_transparent = tsl::detail_hopscotch_hash::has_is_transparent<U>;
+    
+    class KeySelect {
+    public:
+        using key_type = Key;
+        
+        const key_type& operator()(const std::pair<const Key, T>& key_value) const {
+            return key_value.first;
+        }
+        
+        const key_type& operator()(std::pair<const Key, T>& key_value) {
+            return key_value.first;
+        }
+    };  
+    
+    class ValueSelect {
+    public:
+        using value_type = T;
+        
+        const value_type& operator()(const std::pair<const Key, T>& key_value) const {
+            return key_value.second;
+        }
+        
+        value_type& operator()(std::pair<Key, T>& key_value) {
+            return key_value.second;
+        }
+    };
+    
+    
+    // TODO Not optimal as we have to use std::pair<const Key, T> as ValueType which forbid 
+    // us to move the key in the bucket array, we have to use copy. Optimize.
+    using overflow_container_type = std::map<Key, T, Compare, Allocator>;
+    using ht = detail_hopscotch_hash::hopscotch_hash<std::pair<const Key, T>, KeySelect, ValueSelect,
+                                                     Hash, KeyEqual, 
+                                                     Allocator, NeighborhoodSize, 
+                                                     StoreHash, GrowthPolicy,
+                                                     overflow_container_type>;
+    
+public:
+    using key_type = typename ht::key_type;
+    using mapped_type = T;
+    using value_type = typename ht::value_type;
+    using size_type = typename ht::size_type;
+    using difference_type = typename ht::difference_type;
+    using hasher = typename ht::hasher;
+    using key_equal = typename ht::key_equal;
+    using key_compare = Compare;
+    using allocator_type = typename ht::allocator_type;
+    using reference = typename ht::reference;
+    using const_reference = typename ht::const_reference;
+    using pointer = typename ht::pointer;
+    using const_pointer = typename ht::const_pointer;
+    using iterator = typename ht::iterator;
+    using const_iterator = typename ht::const_iterator;
+    
+    
+    /*
+     * Constructors
+     */
+    bhopscotch_map() : bhopscotch_map(ht::DEFAULT_INIT_BUCKETS_SIZE) {
+    }
+    
+    explicit bhopscotch_map(size_type bucket_count, 
+                        const Hash& hash = Hash(),
+                        const KeyEqual& equal = KeyEqual(),
+                        const Allocator& alloc = Allocator(),
+                        const Compare& comp = Compare()) : 
+                        m_ht(bucket_count, hash, equal, alloc, ht::DEFAULT_MAX_LOAD_FACTOR, comp)
+    {
+    }
+    
+    bhopscotch_map(size_type bucket_count,
+                  const Allocator& alloc) : bhopscotch_map(bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+    
+    bhopscotch_map(size_type bucket_count,
+                  const Hash& hash,
+                  const Allocator& alloc) : bhopscotch_map(bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+    
+    explicit bhopscotch_map(const Allocator& alloc) : bhopscotch_map(ht::DEFAULT_INIT_BUCKETS_SIZE, alloc) {
+    }
+    
+    template<class InputIt>
+    bhopscotch_map(InputIt first, InputIt last,
+                size_type bucket_count = ht::DEFAULT_INIT_BUCKETS_SIZE,
+                const Hash& hash = Hash(),
+                const KeyEqual& equal = KeyEqual(),
+                const Allocator& alloc = Allocator()) : bhopscotch_map(bucket_count, hash, equal, alloc)
+    {
+        insert(first, last);
+    }
+    
+    template<class InputIt>
+    bhopscotch_map(InputIt first, InputIt last,
+                size_type bucket_count,
+                const Allocator& alloc) : bhopscotch_map(first, last, bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+    
+    template<class InputIt>
+    bhopscotch_map(InputIt first, InputIt last,
+                size_type bucket_count,
+                const Hash& hash,
+                const Allocator& alloc) : bhopscotch_map(first, last, bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+
+    bhopscotch_map(std::initializer_list<value_type> init,
+                    size_type bucket_count = ht::DEFAULT_INIT_BUCKETS_SIZE,
+                    const Hash& hash = Hash(),
+                    const KeyEqual& equal = KeyEqual(),
+                    const Allocator& alloc = Allocator()) : 
+                    bhopscotch_map(init.begin(), init.end(), bucket_count, hash, equal, alloc)
+    {
+    }
+
+    bhopscotch_map(std::initializer_list<value_type> init,
+                    size_type bucket_count,
+                    const Allocator& alloc) : 
+                    bhopscotch_map(init.begin(), init.end(), bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+
+    bhopscotch_map(std::initializer_list<value_type> init,
+                    size_type bucket_count,
+                    const Hash& hash,
+                    const Allocator& alloc) : 
+                    bhopscotch_map(init.begin(), init.end(), bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+
+    
+    bhopscotch_map& operator=(std::initializer_list<value_type> ilist) {
+        m_ht.clear();
+        
+        m_ht.reserve(ilist.size());
+        m_ht.insert(ilist.begin(), ilist.end());
+        
+        return *this;
+    }
+    
+    allocator_type get_allocator() const { return m_ht.get_allocator(); }
+    
+    
+    /*
+     * Iterators
+     */
+    iterator begin() noexcept { return m_ht.begin(); }
+    const_iterator begin() const noexcept { return m_ht.begin(); }
+    const_iterator cbegin() const noexcept { return m_ht.cbegin(); }
+    
+    iterator end() noexcept { return m_ht.end(); }
+    const_iterator end() const noexcept { return m_ht.end(); }
+    const_iterator cend() const noexcept { return m_ht.cend(); }
+    
+    
+    /*
+     * Capacity
+     */
+    bool empty() const noexcept { return m_ht.empty(); }
+    size_type size() const noexcept { return m_ht.size(); }
+    size_type max_size() const noexcept { return m_ht.max_size(); }
+    
+    /*
+     * Modifiers
+     */
+    void clear() noexcept { m_ht.clear(); }
+    
+    
+    
+    
+    std::pair<iterator, bool> insert(const value_type& value) { 
+        return m_ht.insert(value); 
+    }
+        
+    template<class P, typename std::enable_if<std::is_constructible<value_type, P&&>::value>::type* = nullptr>
+    std::pair<iterator, bool> insert(P&& value) { 
+        return m_ht.insert(std::forward<P>(value)); 
+    }
+    
+    std::pair<iterator, bool> insert(value_type&& value) { 
+        return m_ht.insert(std::move(value)); 
+    }
+    
+    
+    iterator insert(const_iterator hint, const value_type& value) { 
+        return m_ht.insert(hint, value); 
+    }
+        
+    template<class P, typename std::enable_if<std::is_constructible<value_type, P&&>::value>::type* = nullptr>
+    iterator insert(const_iterator hint, P&& value) { 
+        return m_ht.insert(hint, std::forward<P>(value));
+    }
+    
+    iterator insert(const_iterator hint, value_type&& value) { 
+        return m_ht.insert(hint, std::move(value)); 
+    }
+    
+    
+    template<class InputIt>
+    void insert(InputIt first, InputIt last) { 
+        m_ht.insert(first, last); 
+    }
+    
+    void insert(std::initializer_list<value_type> ilist) { 
+        m_ht.insert(ilist.begin(), ilist.end()); 
+    }
+
+    
+    
+    
+    template<class M>
+    std::pair<iterator, bool> insert_or_assign(const key_type& k, M&& obj) { 
+        return m_ht.insert_or_assign(k, std::forward<M>(obj)); 
+    }
+
+    template<class M>
+    std::pair<iterator, bool> insert_or_assign(key_type&& k, M&& obj) { 
+        return m_ht.insert_or_assign(std::move(k), std::forward<M>(obj)); 
+    }
+    
+    template<class M>
+    iterator insert_or_assign(const_iterator hint, const key_type& k, M&& obj) {
+        return m_ht.insert_or_assign(hint, k, std::forward<M>(obj));
+    }
+    
+    template<class M>
+    iterator insert_or_assign(const_iterator hint, key_type&& k, M&& obj) {
+        return m_ht.insert_or_assign(hint, std::move(k), std::forward<M>(obj));
+    }
+    
+    
+    
+    /**
+     * Due to the way elements are stored, emplace will need to move or copy the key-value once.
+     * The method is equivalent to insert(value_type(std::forward<Args>(args)...));
+     * 
+     * Mainly here for compatibility with the std::unordered_map interface.
+     */
+    template<class... Args>
+    std::pair<iterator, bool> emplace(Args&&... args) { 
+        return m_ht.emplace(std::forward<Args>(args)...); 
+    }
+    
+    
+    
+    
+    /**
+     * Due to the way elements are stored, emplace_hint will need to move or copy the key-value once.
+     * The method is equivalent to insert(hint, value_type(std::forward<Args>(args)...));
+     * 
+     * Mainly here for compatibility with the std::unordered_map interface.
+     */
+    template<class... Args>
+    iterator emplace_hint(const_iterator hint, Args&&... args) {
+        return m_ht.emplace_hint(hint, std::forward<Args>(args)...);
+    }
+    
+    
+    
+    
+    template<class... Args>
+    std::pair<iterator, bool> try_emplace(const key_type& k, Args&&... args) { 
+        return m_ht.try_emplace(k, std::forward<Args>(args)...);
+    }
+    
+    template<class... Args>
+    std::pair<iterator, bool> try_emplace(key_type&& k, Args&&... args) {
+        return m_ht.try_emplace(std::move(k), std::forward<Args>(args)...);
+    }
+    
+    template<class... Args>
+    iterator try_emplace(const_iterator hint, const key_type& k, Args&&... args) {
+        return m_ht.try_emplace(hint, k, std::forward<Args>(args)...);
+    }
+    
+    template<class... Args>
+    iterator try_emplace(const_iterator hint, key_type&& k, Args&&... args) {
+        return m_ht.try_emplace(hint, std::move(k), std::forward<Args>(args)...);
+    }
+    
+    
+
+    
+    iterator erase(iterator pos) { return m_ht.erase(pos); }
+    iterator erase(const_iterator pos) { return m_ht.erase(pos); }
+    iterator erase(const_iterator first, const_iterator last) { return m_ht.erase(first, last); }
+    size_type erase(const key_type& key) { return m_ht.erase(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup to the value if you already have the hash.
+     */    
+    size_type erase(const key_type& key, std::size_t precalculated_hash) { 
+        return m_ht.erase(key, precalculated_hash); 
+    }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    size_type erase(const K& key) { return m_ht.erase(key); }
+    
+    /**
+     * @copydoc erase(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup to the value if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    size_type erase(const K& key, std::size_t precalculated_hash) { return m_ht.erase(key, precalculated_hash); }
+    
+    
+    
+    
+    void swap(bhopscotch_map& other) { other.m_ht.swap(m_ht); }
+    
+    /*
+     * Lookup
+     */
+    T& at(const Key& key) { return m_ht.at(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */    
+    T& at(const Key& key, std::size_t precalculated_hash) { return m_ht.at(key, precalculated_hash); }
+    
+    const T& at(const Key& key) const { return m_ht.at(key); }
+    
+    /**
+     * @copydoc at(const Key& key, std::size_t precalculated_hash)
+     */    
+    const T& at(const Key& key, std::size_t precalculated_hash) const { return m_ht.at(key, precalculated_hash); }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    T& at(const K& key) { return m_ht.at(key); }
+    
+    /**
+     * @copydoc at(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */    
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    T& at(const K& key, std::size_t precalculated_hash) { return m_ht.at(key, precalculated_hash); }
+    
+    /**
+     * @copydoc at(const K& key)
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    const T& at(const K& key) const { return m_ht.at(key); }
+    
+    /**
+     * @copydoc at(const K& key, std::size_t precalculated_hash)
+     */    
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    const T& at(const K& key, std::size_t precalculated_hash) const { return m_ht.at(key, precalculated_hash); }
+    
+    
+    
+    
+    T& operator[](const Key& key) { return m_ht[key]; }    
+    T& operator[](Key&& key) { return m_ht[std::move(key)]; }
+    
+    
+    
+    
+    size_type count(const Key& key) const { return m_ht.count(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    size_type count(const Key& key, std::size_t precalculated_hash) const { return m_ht.count(key, precalculated_hash); }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    size_type count(const K& key) const { return m_ht.count(key); }
+    
+    /**
+     * @copydoc count(const K& key) const
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */     
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    size_type count(const K& key, std::size_t precalculated_hash) const { return m_ht.count(key, precalculated_hash); }
+    
+    
+    
+    
+    iterator find(const Key& key) { return m_ht.find(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    iterator find(const Key& key, std::size_t precalculated_hash) { return m_ht.find(key, precalculated_hash); }
+    
+    const_iterator find(const Key& key) const { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const Key& key, std::size_t precalculated_hash)
+     */
+    const_iterator find(const Key& key, std::size_t precalculated_hash) const { return m_ht.find(key, precalculated_hash); }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    iterator find(const K& key) { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    iterator find(const K& key, std::size_t precalculated_hash) { return m_ht.find(key, precalculated_hash); }
+    
+    /**
+     * @copydoc find(const K& key)
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    const_iterator find(const K& key) const { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const K& key, std::size_t precalculated_hash)
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    const_iterator find(const K& key, std::size_t precalculated_hash) const { return m_ht.find(key, precalculated_hash); }
+    
+    
+    
+    
+    std::pair<iterator, iterator> equal_range(const Key& key) { return m_ht.equal_range(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    std::pair<iterator, iterator> equal_range(const Key& key, std::size_t precalculated_hash) { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    std::pair<const_iterator, const_iterator> equal_range(const Key& key) const { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const Key& key, std::size_t precalculated_hash)
+     */
+    std::pair<const_iterator, const_iterator> equal_range(const Key& key, std::size_t precalculated_hash) const { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    std::pair<iterator, iterator> equal_range(const K& key) { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */    
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    std::pair<iterator, iterator> equal_range(const K& key, std::size_t precalculated_hash) { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    /**
+     * @copydoc equal_range(const K& key)
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    std::pair<const_iterator, const_iterator> equal_range(const K& key) const { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const K& key, std::size_t precalculated_hash)
+     */    
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    std::pair<const_iterator, const_iterator> equal_range(const K& key, std::size_t precalculated_hash) const { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    
+    
+    
+    /*
+     * Bucket interface 
+     */
+    size_type bucket_count() const { return m_ht.bucket_count(); }
+    size_type max_bucket_count() const { return m_ht.max_bucket_count(); }
+    
+    
+    /*
+     *  Hash policy 
+     */
+    float load_factor() const { return m_ht.load_factor(); }
+    float max_load_factor() const { return m_ht.max_load_factor(); }
+    void max_load_factor(float ml) { m_ht.max_load_factor(ml); }
+    
+    void rehash(size_type count_) { m_ht.rehash(count_); }
+    void reserve(size_type count_) { m_ht.reserve(count_); }
+    
+    
+    /*
+     * Observers
+     */
+    hasher hash_function() const { return m_ht.hash_function(); }
+    key_equal key_eq() const { return m_ht.key_eq(); }
+    key_compare key_comp() const { return m_ht.key_comp(); }
+    
+    /*
+     * Other
+     */
+    
+    /**
+     * Convert a const_iterator to an iterator.
+     */
+    iterator mutable_iterator(const_iterator pos) {
+        return m_ht.mutable_iterator(pos);
+    }
+    
+    size_type overflow_size() const noexcept { return m_ht.overflow_size(); }
+    
+    friend bool operator==(const bhopscotch_map& lhs, const bhopscotch_map& rhs) {
+        if(lhs.size() != rhs.size()) {
+            return false;
+        }
+        
+        for(const auto& element_lhs : lhs) {
+            const auto it_element_rhs = rhs.find(element_lhs.first);
+            if(it_element_rhs == rhs.cend() || element_lhs.second != it_element_rhs->second) {
+                return false;
+            }
+        }
+        
+        return true;
+    }
+
+    friend bool operator!=(const bhopscotch_map& lhs, const bhopscotch_map& rhs) {
+        return !operator==(lhs, rhs);
+    }
+
+    friend void swap(bhopscotch_map& lhs, bhopscotch_map& rhs) {
+        lhs.swap(rhs);
+    }
+
+
+    
+private:
+    ht m_ht;
+};
+
+
+/**
+ * Same as `tsl::bhopscotch_map<Key, T, Hash, KeyEqual, Compare, Allocator, NeighborhoodSize, StoreHash, tsl::hh::prime_growth_policy>`.
+ */
+template<class Key, 
+         class T, 
+         class Hash = std::hash<Key>,
+         class KeyEqual = std::equal_to<Key>,
+         class Compare = std::less<Key>,
+         class Allocator = std::allocator<std::pair<const Key, T>>,
+         unsigned int NeighborhoodSize = 62,
+         bool StoreHash = false>
+using bhopscotch_pg_map = bhopscotch_map<Key, T, Hash, KeyEqual, Compare, Allocator, NeighborhoodSize, StoreHash, tsl::hh::prime_growth_policy>;
+
+} // end namespace tsl
+
+#endif
diff --git a/include/tsl/bhopscotch_set.h b/include/tsl/bhopscotch_set.h
new file mode 100644
index 0000000..86d563c
--- /dev/null
+++ b/include/tsl/bhopscotch_set.h
@@ -0,0 +1,529 @@
+/**
+ * MIT License
+ * 
+ * Copyright (c) 2017 Tessil
+ * 
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ * 
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ * 
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef TSL_BHOPSCOTCH_SET_H
+#define TSL_BHOPSCOTCH_SET_H 
+
+
+#include <algorithm>
+#include <cstddef>
+#include <functional>
+#include <initializer_list>
+#include <memory>
+#include <set>
+#include <type_traits>
+#include <utility>
+#include "hopscotch_hash.h"
+
+
+namespace tsl {
+    
+    
+/**
+ * Similar to tsl::hopscotch_set but instead of using a list for overflowing elements it uses
+ * a binary search tree. It thus needs an additional template parameter Compare. Compare should
+ * be arithmetically coherent with KeyEqual.
+ * 
+ * The binary search tree allows the set to have a worst-case scenario of O(log n) for search 
+ * and delete, even if the hash function maps all the elements to the same bucket. 
+ * For insert, the amortized worst case is O(log n), but the worst case is O(n) in case of rehash.
+ * 
+ * This makes the set resistant to DoS attacks (but doesn't preclude you to have a good hash function,
+ * as an element in the bucket array is faster to retrieve than in the tree).
+ * 
+ * @copydoc hopscotch_set
+ */
+template<class Key, 
+         class Hash = std::hash<Key>,
+         class KeyEqual = std::equal_to<Key>,
+         class Compare = std::less<Key>,
+         class Allocator = std::allocator<Key>,
+         unsigned int NeighborhoodSize = 62,
+         bool StoreHash = false,
+         class GrowthPolicy = tsl::hh::power_of_two_growth_policy<2>>
+class bhopscotch_set {
+private:    
+    template<typename U>
+    using has_is_transparent = tsl::detail_hopscotch_hash::has_is_transparent<U>;
+    
+    class KeySelect {
+    public:
+        using key_type = Key;
+        
+        const key_type& operator()(const Key& key) const {
+            return key;
+        }
+        
+        key_type& operator()(Key& key) {
+            return key;
+        }
+    };
+    
+    
+    using overflow_container_type = std::set<Key, Compare, Allocator>;
+    using ht = tsl::detail_hopscotch_hash::hopscotch_hash<Key, KeySelect, void,
+                                                     Hash, KeyEqual, 
+                                                     Allocator, NeighborhoodSize, 
+                                                     StoreHash, GrowthPolicy,
+                                                     overflow_container_type>;
+            
+public:
+    using key_type = typename ht::key_type;
+    using value_type = typename ht::value_type;
+    using size_type = typename ht::size_type;
+    using difference_type = typename ht::difference_type;
+    using hasher = typename ht::hasher;
+    using key_equal = typename ht::key_equal;
+    using key_compare = Compare;
+    using allocator_type = typename ht::allocator_type;
+    using reference = typename ht::reference;
+    using const_reference = typename ht::const_reference;
+    using pointer = typename ht::pointer;
+    using const_pointer = typename ht::const_pointer;
+    using iterator = typename ht::iterator;
+    using const_iterator = typename ht::const_iterator;
+
+    
+    /*
+     * Constructors
+     */
+    bhopscotch_set() : bhopscotch_set(ht::DEFAULT_INIT_BUCKETS_SIZE) {
+    }
+    
+    explicit bhopscotch_set(size_type bucket_count, 
+                        const Hash& hash = Hash(),
+                        const KeyEqual& equal = KeyEqual(),
+                        const Allocator& alloc = Allocator(),
+                        const Compare& comp = Compare()) : 
+                        m_ht(bucket_count, hash, equal, alloc, ht::DEFAULT_MAX_LOAD_FACTOR, comp)
+    {
+    }
+    
+    bhopscotch_set(size_type bucket_count,
+                  const Allocator& alloc) : bhopscotch_set(bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+    
+    bhopscotch_set(size_type bucket_count,
+                  const Hash& hash,
+                  const Allocator& alloc) : bhopscotch_set(bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+    
+    explicit bhopscotch_set(const Allocator& alloc) : bhopscotch_set(ht::DEFAULT_INIT_BUCKETS_SIZE, alloc) {
+    }
+    
+    template<class InputIt>
+    bhopscotch_set(InputIt first, InputIt last,
+                size_type bucket_count = ht::DEFAULT_INIT_BUCKETS_SIZE,
+                const Hash& hash = Hash(),
+                const KeyEqual& equal = KeyEqual(),
+                const Allocator& alloc = Allocator()) : bhopscotch_set(bucket_count, hash, equal, alloc)
+    {
+        insert(first, last);
+    }
+    
+    template<class InputIt>
+    bhopscotch_set(InputIt first, InputIt last,
+                size_type bucket_count,
+                const Allocator& alloc) : bhopscotch_set(first, last, bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+    
+    template<class InputIt>
+    bhopscotch_set(InputIt first, InputIt last,
+                size_type bucket_count,
+                const Hash& hash,
+                const Allocator& alloc) : bhopscotch_set(first, last, bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+
+    bhopscotch_set(std::initializer_list<value_type> init,
+                    size_type bucket_count = ht::DEFAULT_INIT_BUCKETS_SIZE,
+                    const Hash& hash = Hash(),
+                    const KeyEqual& equal = KeyEqual(),
+                    const Allocator& alloc = Allocator()) : 
+                    bhopscotch_set(init.begin(), init.end(), bucket_count, hash, equal, alloc)
+    {
+    }
+
+    bhopscotch_set(std::initializer_list<value_type> init,
+                    size_type bucket_count,
+                    const Allocator& alloc) : 
+                    bhopscotch_set(init.begin(), init.end(), bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+
+    bhopscotch_set(std::initializer_list<value_type> init,
+                    size_type bucket_count,
+                    const Hash& hash,
+                    const Allocator& alloc) : 
+                    bhopscotch_set(init.begin(), init.end(), bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+
+    
+    bhopscotch_set& operator=(std::initializer_list<value_type> ilist) {
+        m_ht.clear();
+        
+        m_ht.reserve(ilist.size());
+        m_ht.insert(ilist.begin(), ilist.end());
+        
+        return *this;
+    }
+    
+    allocator_type get_allocator() const { return m_ht.get_allocator(); }
+    
+    
+    /*
+     * Iterators
+     */
+    iterator begin() noexcept { return m_ht.begin(); }
+    const_iterator begin() const noexcept { return m_ht.begin(); }
+    const_iterator cbegin() const noexcept { return m_ht.cbegin(); }
+    
+    iterator end() noexcept { return m_ht.end(); }
+    const_iterator end() const noexcept { return m_ht.end(); }
+    const_iterator cend() const noexcept { return m_ht.cend(); }
+    
+    
+    /*
+     * Capacity
+     */
+    bool empty() const noexcept { return m_ht.empty(); }
+    size_type size() const noexcept { return m_ht.size(); }
+    size_type max_size() const noexcept { return m_ht.max_size(); }
+    
+    /*
+     * Modifiers
+     */
+    void clear() noexcept { m_ht.clear(); }
+    
+    
+    
+    
+    std::pair<iterator, bool> insert(const value_type& value) { return m_ht.insert(value); }
+    std::pair<iterator, bool> insert(value_type&& value) { return m_ht.insert(std::move(value)); }
+    
+    iterator insert(const_iterator hint, const value_type& value) { return m_ht.insert(hint, value); }
+    iterator insert(const_iterator hint, value_type&& value) { return m_ht.insert(hint, std::move(value)); }
+    
+    template<class InputIt>
+    void insert(InputIt first, InputIt last) { m_ht.insert(first, last); }
+    void insert(std::initializer_list<value_type> ilist) { m_ht.insert(ilist.begin(), ilist.end()); }
+
+    
+    
+    
+    /**
+     * Due to the way elements are stored, emplace will need to move or copy the key-value once.
+     * The method is equivalent to insert(value_type(std::forward<Args>(args)...));
+     * 
+     * Mainly here for compatibility with the std::unordered_map interface.
+     */
+    template<class... Args>
+    std::pair<iterator, bool> emplace(Args&&... args) { return m_ht.emplace(std::forward<Args>(args)...); }
+    
+    
+    
+    
+    /**
+     * Due to the way elements are stored, emplace_hint will need to move or copy the key-value once.
+     * The method is equivalent to insert(hint, value_type(std::forward<Args>(args)...));
+     * 
+     * Mainly here for compatibility with the std::unordered_map interface.
+     */
+    template<class... Args>
+    iterator emplace_hint(const_iterator hint, Args&&... args) {
+        return m_ht.emplace_hint(hint, std::forward<Args>(args)...);
+    }
+
+    
+    
+    
+    iterator erase(iterator pos) { return m_ht.erase(pos); }
+    iterator erase(const_iterator pos) { return m_ht.erase(pos); }
+    iterator erase(const_iterator first, const_iterator last) { return m_ht.erase(first, last); }
+    size_type erase(const key_type& key) { return m_ht.erase(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup to the value if you already have the hash.
+     */    
+    size_type erase(const key_type& key, std::size_t precalculated_hash) { 
+        return m_ht.erase(key, precalculated_hash); 
+    }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    size_type erase(const K& key) { return m_ht.erase(key); }
+    
+    /**
+     * @copydoc erase(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup to the value if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    size_type erase(const K& key, std::size_t precalculated_hash) { return m_ht.erase(key, precalculated_hash); }
+    
+    
+    
+    
+    void swap(bhopscotch_set& other) { other.m_ht.swap(m_ht); }
+    
+    
+    /*
+     * Lookup
+     */
+    size_type count(const Key& key) const { return m_ht.count(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    size_type count(const Key& key, std::size_t precalculated_hash) const { return m_ht.count(key, precalculated_hash); }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    size_type count(const K& key) const { return m_ht.count(key); }
+    
+    /**
+     * @copydoc count(const K& key) const
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    size_type count(const K& key, std::size_t precalculated_hash) const { return m_ht.count(key, precalculated_hash); }
+    
+    
+    
+    
+    iterator find(const Key& key) { return m_ht.find(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    iterator find(const Key& key, std::size_t precalculated_hash) { return m_ht.find(key, precalculated_hash); }
+    
+    const_iterator find(const Key& key) const { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const Key& key, std::size_t precalculated_hash)
+     */
+    const_iterator find(const Key& key, std::size_t precalculated_hash) const { return m_ht.find(key, precalculated_hash); }
+        
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    iterator find(const K& key) { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    iterator find(const K& key, std::size_t precalculated_hash) { return m_ht.find(key, precalculated_hash); }
+    
+    /**
+     * @copydoc find(const K& key)
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    const_iterator find(const K& key) const { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    const_iterator find(const K& key, std::size_t precalculated_hash) const { return m_ht.find(key, precalculated_hash); }
+    
+    
+    
+    
+    std::pair<iterator, iterator> equal_range(const Key& key) { return m_ht.equal_range(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    std::pair<iterator, iterator> equal_range(const Key& key, std::size_t precalculated_hash) { 
+        return m_ht.equal_range(key, precalculated_hash);
+    }
+    
+    std::pair<const_iterator, const_iterator> equal_range(const Key& key) const { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const Key& key, std::size_t precalculated_hash)
+     */
+    std::pair<const_iterator, const_iterator> equal_range(const Key& key, std::size_t precalculated_hash) const { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent 
+     * and Compare::is_transparent exist. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    std::pair<iterator, iterator> equal_range(const K& key) { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    std::pair<iterator, iterator> equal_range(const K& key, std::size_t precalculated_hash) { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }    
+    
+    /**
+     * @copydoc equal_range(const K& key)
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    std::pair<const_iterator, const_iterator> equal_range(const K& key) const { return m_ht.equal_range(key); }    
+    
+    /**
+     * @copydoc equal_range(const K& key, std::size_t precalculated_hash)
+     */
+    template<class K, class KE = KeyEqual, class CP = Compare, 
+             typename std::enable_if<has_is_transparent<KE>::value && has_is_transparent<CP>::value>::type* = nullptr> 
+    std::pair<const_iterator, const_iterator> equal_range(const K& key, std::size_t precalculated_hash) const { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    
+    
+
+    /*
+     * Bucket interface 
+     */
+    size_type bucket_count() const { return m_ht.bucket_count(); }
+    size_type max_bucket_count() const { return m_ht.max_bucket_count(); }
+    
+    
+    /*
+     *  Hash policy 
+     */
+    float load_factor() const { return m_ht.load_factor(); }
+    float max_load_factor() const { return m_ht.max_load_factor(); }
+    void max_load_factor(float ml) { m_ht.max_load_factor(ml); }
+    
+    void rehash(size_type count_) { m_ht.rehash(count_); }
+    void reserve(size_type count_) { m_ht.reserve(count_); }
+    
+    
+    /*
+     * Observers
+     */
+    hasher hash_function() const { return m_ht.hash_function(); }
+    key_equal key_eq() const { return m_ht.key_eq(); }
+    key_compare key_comp() const { return m_ht.key_comp(); }
+    
+    
+    /*
+     * Other
+     */
+    
+    /**
+     * Convert a const_iterator to an iterator.
+     */
+    iterator mutable_iterator(const_iterator pos) {
+        return m_ht.mutable_iterator(pos);
+    }
+    
+    size_type overflow_size() const noexcept { return m_ht.overflow_size(); }
+    
+    friend bool operator==(const bhopscotch_set& lhs, const bhopscotch_set& rhs) {
+        if(lhs.size() != rhs.size()) {
+            return false;
+        }
+        
+        for(const auto& element_lhs : lhs) {
+            const auto it_element_rhs = rhs.find(element_lhs);
+            if(it_element_rhs == rhs.cend()) {
+                return false;
+            }
+        }
+        
+        return true;
+    }
+
+    friend bool operator!=(const bhopscotch_set& lhs, const bhopscotch_set& rhs) {
+        return !operator==(lhs, rhs);
+    }
+
+    friend void swap(bhopscotch_set& lhs, bhopscotch_set& rhs) {
+        lhs.swap(rhs);
+    }
+    
+private:
+    ht m_ht;    
+};
+
+
+/**
+ * Same as `tsl::bhopscotch_set<Key, Hash, KeyEqual, Compare, Allocator, NeighborhoodSize, StoreHash, tsl::hh::prime_growth_policy>`.
+ */
+template<class Key, 
+         class Hash = std::hash<Key>,
+         class KeyEqual = std::equal_to<Key>,
+         class Compare = std::less<Key>,
+         class Allocator = std::allocator<Key>,
+         unsigned int NeighborhoodSize = 62,
+         bool StoreHash = false>
+using bhopscotch_pg_set = bhopscotch_set<Key, Hash, KeyEqual, Compare, Allocator, NeighborhoodSize, StoreHash, tsl::hh::prime_growth_policy>;
+
+} // end namespace tsl
+
+#endif 
diff --git a/include/tsl/hopscotch_growth_policy.h b/include/tsl/hopscotch_growth_policy.h
new file mode 100644
index 0000000..65b1845
--- /dev/null
+++ b/include/tsl/hopscotch_growth_policy.h
@@ -0,0 +1,295 @@
+/**
+ * MIT License
+ * 
+ * Copyright (c) 2018 Tessil
+ * 
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ * 
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ * 
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef TSL_HOPSCOTCH_GROWTH_POLICY_H
+#define TSL_HOPSCOTCH_GROWTH_POLICY_H 
+
+
+#include <algorithm>
+#include <array>
+#include <climits>
+#include <cmath>
+#include <cstddef>
+#include <iterator>
+#include <limits>
+#include <ratio>
+#include <stdexcept>
+
+
+namespace tsl {
+namespace hh {
+
+/**
+ * Grow the hash table by a factor of GrowthFactor keeping the bucket count to a power of two. It allows
+ * the table to use a mask operation instead of a modulo operation to map a hash to a bucket.
+ * 
+ * GrowthFactor must be a power of two >= 2.
+ */
+template<std::size_t GrowthFactor>
+class power_of_two_growth_policy {
+public:
+    /**
+     * Called on the hash table creation and on rehash. The number of buckets for the table is passed in parameter.
+     * This number is a minimum, the policy may update this value with a higher value if needed (but not lower).
+     *
+     * If 0 is given, min_bucket_count_in_out must still be 0 after the policy creation and
+     * bucket_for_hash must always return 0 in this case.
+     */
+    explicit power_of_two_growth_policy(std::size_t& min_bucket_count_in_out) {
+        if(min_bucket_count_in_out > max_bucket_count()) {
+            throw std::length_error("The hash table exceeds its maxmimum size.");
+        }
+        
+        if(min_bucket_count_in_out > 0) {
+            min_bucket_count_in_out = round_up_to_power_of_two(min_bucket_count_in_out);
+            m_mask = min_bucket_count_in_out - 1;
+        }
+        else {
+            m_mask = 0;
+        }
+    }
+    
+    /**
+     * Return the bucket [0, bucket_count()) to which the hash belongs. 
+     * If bucket_count() is 0, it must always return 0.
+     */
+    std::size_t bucket_for_hash(std::size_t hash) const noexcept {
+        return hash & m_mask;
+    }
+    
+    /**
+     * Return the bucket count to use when the bucket array grows on rehash.
+     */
+    std::size_t next_bucket_count() const {
+        if((m_mask + 1) > max_bucket_count() / GrowthFactor) {
+            throw std::length_error("The hash table exceeds its maxmimum size.");
+        }
+        
+        return (m_mask + 1) * GrowthFactor;
+    }
+    
+    /**
+     * Return the maximum number of buckets supported by the policy.
+     */
+    std::size_t max_bucket_count() const {
+        // Largest power of two.
+        return (std::numeric_limits<std::size_t>::max() / 2) + 1;
+    }
+    
+    /**
+     * Reset the growth policy as if it was created with a bucket count of 0.
+     * After a clear, the policy must always return 0 when bucket_for_hash is called.
+     */
+    void clear() noexcept {
+        m_mask = 0;
+    }
+    
+private:
+    static std::size_t round_up_to_power_of_two(std::size_t value) {
+        if(is_power_of_two(value)) {
+            return value;
+        }
+        
+        if(value == 0) {
+            return 1;
+        }
+            
+        --value;
+        for(std::size_t i = 1; i < sizeof(std::size_t) * CHAR_BIT; i *= 2) {
+            value |= value >> i;
+        }
+        
+        return value + 1;
+    }
+    
+    static constexpr bool is_power_of_two(std::size_t value) {
+        return value != 0 && (value & (value - 1)) == 0;
+    }
+    
+private:
+    static_assert(is_power_of_two(GrowthFactor) && GrowthFactor >= 2, "GrowthFactor must be a power of two >= 2.");
+    
+    std::size_t m_mask;
+};
+
+
+/**
+ * Grow the hash table by GrowthFactor::num / GrowthFactor::den and use a modulo to map a hash
+ * to a bucket. Slower but it can be useful if you want a slower growth.
+ */
+template<class GrowthFactor = std::ratio<3, 2>>
+class mod_growth_policy {
+public:
+    explicit mod_growth_policy(std::size_t& min_bucket_count_in_out) {
+        if(min_bucket_count_in_out > max_bucket_count()) {
+            throw std::length_error("The hash table exceeds its maxmimum size.");
+        }
+        
+        if(min_bucket_count_in_out > 0) {
+            m_mod = min_bucket_count_in_out;
+        }
+        else {
+            m_mod = 1;
+        }
+    }
+    
+    std::size_t bucket_for_hash(std::size_t hash) const noexcept {
+        return hash % m_mod;
+    }
+    
+    std::size_t next_bucket_count() const {
+        if(m_mod == max_bucket_count()) {
+            throw std::length_error("The hash table exceeds its maxmimum size.");
+        }
+        
+        const double next_bucket_count = std::ceil(double(m_mod) * REHASH_SIZE_MULTIPLICATION_FACTOR);
+        if(!std::isnormal(next_bucket_count)) {
+            throw std::length_error("The hash table exceeds its maxmimum size.");
+        }
+        
+        if(next_bucket_count > double(max_bucket_count())) {
+            return max_bucket_count();
+        }
+        else {
+            return std::size_t(next_bucket_count);
+        }
+    }
+    
+    std::size_t max_bucket_count() const {
+        return MAX_BUCKET_COUNT;
+    }
+    
+    void clear() noexcept {
+        m_mod = 1;
+    }
+    
+private:
+    static constexpr double REHASH_SIZE_MULTIPLICATION_FACTOR = 1.0 * GrowthFactor::num / GrowthFactor::den;
+    static const std::size_t MAX_BUCKET_COUNT = 
+            std::size_t(double(
+                    std::numeric_limits<std::size_t>::max() / REHASH_SIZE_MULTIPLICATION_FACTOR
+            ));
+            
+    static_assert(REHASH_SIZE_MULTIPLICATION_FACTOR >= 1.1, "Growth factor should be >= 1.1.");
+    
+    std::size_t m_mod;
+};
+
+
+
+namespace detail {
+
+static constexpr const std::array<std::size_t, 40> PRIMES = {{
+    1ul, 5ul, 17ul, 29ul, 37ul, 53ul, 67ul, 79ul, 97ul, 131ul, 193ul, 257ul, 389ul, 521ul, 769ul, 1031ul, 
+    1543ul, 2053ul, 3079ul, 6151ul, 12289ul, 24593ul, 49157ul, 98317ul, 196613ul, 393241ul, 786433ul, 
+    1572869ul, 3145739ul, 6291469ul, 12582917ul, 25165843ul, 50331653ul, 100663319ul, 201326611ul, 
+    402653189ul, 805306457ul, 1610612741ul, 3221225473ul, 4294967291ul
+}};
+
+template<unsigned int IPrime>
+static constexpr std::size_t mod(std::size_t hash) { return hash % PRIMES[IPrime]; }
+
+// MOD_PRIME[iprime](hash) returns hash % PRIMES[iprime]. This table allows for faster modulo as the
+// compiler can optimize the modulo code better with a constant known at the compilation.
+static constexpr const std::array<std::size_t(*)(std::size_t), 40> MOD_PRIME = {{ 
+    &mod<0>, &mod<1>, &mod<2>, &mod<3>, &mod<4>, &mod<5>, &mod<6>, &mod<7>, &mod<8>, &mod<9>, &mod<10>, 
+    &mod<11>, &mod<12>, &mod<13>, &mod<14>, &mod<15>, &mod<16>, &mod<17>, &mod<18>, &mod<19>, &mod<20>, 
+    &mod<21>, &mod<22>, &mod<23>, &mod<24>, &mod<25>, &mod<26>, &mod<27>, &mod<28>, &mod<29>, &mod<30>, 
+    &mod<31>, &mod<32>, &mod<33>, &mod<34>, &mod<35>, &mod<36>, &mod<37> , &mod<38>, &mod<39>
+}};
+
+}
+
+/**
+ * Grow the hash table by using prime numbers as bucket count. Slower than tsl::hh::power_of_two_growth_policy in  
+ * general but will probably distribute the values around better in the buckets with a poor hash function.
+ * 
+ * To allow the compiler to optimize the modulo operation, a lookup table is used with constant primes numbers.
+ * 
+ * With a switch the code would look like:
+ * \code
+ * switch(iprime) { // iprime is the current prime of the hash table
+ *     case 0: hash % 5ul;
+ *             break;
+ *     case 1: hash % 17ul;
+ *             break;
+ *     case 2: hash % 29ul;
+ *             break;
+ *     ...
+ * }    
+ * \endcode
+ * 
+ * Due to the constant variable in the modulo the compiler is able to optimize the operation
+ * by a series of multiplications, substractions and shifts. 
+ * 
+ * The 'hash % 5' could become something like 'hash - (hash * 0xCCCCCCCD) >> 34) * 5' in a 64 bits environement.
+ */
+class prime_growth_policy {
+public:
+    explicit prime_growth_policy(std::size_t& min_bucket_count_in_out) {
+        auto it_prime = std::lower_bound(detail::PRIMES.begin(), 
+                                         detail::PRIMES.end(), min_bucket_count_in_out);
+        if(it_prime == detail::PRIMES.end()) {
+            throw std::length_error("The hash table exceeds its maxmimum size.");
+        }
+        
+        m_iprime = static_cast<unsigned int>(std::distance(detail::PRIMES.begin(), it_prime));
+        if(min_bucket_count_in_out > 0) {
+            min_bucket_count_in_out = *it_prime;
+        }
+        else {
+            min_bucket_count_in_out = 0;
+        }
+    }
+    
+    std::size_t bucket_for_hash(std::size_t hash) const noexcept {
+        return detail::MOD_PRIME[m_iprime](hash);
+    }
+    
+    std::size_t next_bucket_count() const {
+        if(m_iprime + 1 >= detail::PRIMES.size()) {
+            throw std::length_error("The hash table exceeds its maxmimum size.");
+        }
+        
+        return detail::PRIMES[m_iprime + 1];
+    }   
+    
+    std::size_t max_bucket_count() const {
+        return detail::PRIMES.back();
+    }
+    
+    void clear() noexcept {
+        m_iprime = 0;
+    }
+    
+private:
+    unsigned int m_iprime;
+    
+    static_assert(std::numeric_limits<decltype(m_iprime)>::max() >= detail::PRIMES.size(), 
+                  "The type of m_iprime is not big enough.");
+}; 
+
+}
+}
+
+#endif
diff --git a/include/tsl/hopscotch_hash.h b/include/tsl/hopscotch_hash.h
new file mode 100644
index 0000000..1031c0c
--- /dev/null
+++ b/include/tsl/hopscotch_hash.h
@@ -0,0 +1,1801 @@
+/**
+ * MIT License
+ * 
+ * Copyright (c) 2017 Tessil
+ * 
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ * 
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ * 
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef TSL_HOPSCOTCH_HASH_H
+#define TSL_HOPSCOTCH_HASH_H
+
+
+#include <algorithm>
+#include <cassert>
+#include <cmath>
+#include <cstddef>
+#include <cstdint>
+#include <exception>
+#include <functional>
+#include <initializer_list>
+#include <iterator>
+#include <limits>
+#include <memory>
+#include <stdexcept>
+#include <tuple>
+#include <type_traits>
+#include <utility>
+#include <vector>
+#include "hopscotch_growth_policy.h"
+
+
+
+#if (defined(__GNUC__) && (__GNUC__ == 4) && (__GNUC_MINOR__ < 9))
+#define TSL_NO_RANGE_ERASE_WITH_CONST_ITERATOR
+#endif
+
+
+
+/*
+ * Only activate tsl_assert if TSL_DEBUG is defined. 
+ * This way we avoid the performance hit when NDEBUG is not defined with assert as tsl_assert is used a lot
+ * (people usually compile with "-O3" and not "-O3 -DNDEBUG").
+ */
+#ifndef tsl_assert
+    #ifdef TSL_DEBUG
+    #define tsl_assert(expr) assert(expr)
+    #else
+    #define tsl_assert(expr) (static_cast<void>(0))
+    #endif
+#endif
+
+namespace tsl {
+
+namespace detail_hopscotch_hash {
+    
+    
+template<typename T>
+struct make_void {
+    using type = void;
+};
+
+
+template<typename T, typename = void>
+struct has_is_transparent : std::false_type {
+};
+
+template<typename T>
+struct has_is_transparent<T, typename make_void<typename T::is_transparent>::type> : std::true_type {
+};
+
+
+template<typename T, typename = void>
+struct has_key_compare : std::false_type {
+};
+
+template<typename T>
+struct has_key_compare<T, typename make_void<typename T::key_compare>::type> : std::true_type {
+};
+
+
+template<typename U>
+struct is_power_of_two_policy: std::false_type {
+};
+
+template<std::size_t GrowthFactor>
+struct is_power_of_two_policy<tsl::hh::power_of_two_growth_policy<GrowthFactor>>: std::true_type {
+};
+
+
+
+
+
+/*
+ * smallest_type_for_min_bits::type returns the smallest type that can fit MinBits.
+ */
+static const std::size_t SMALLEST_TYPE_MAX_BITS_SUPPORTED = 64;
+template<unsigned int MinBits, typename Enable = void>
+class smallest_type_for_min_bits {
+};
+
+template<unsigned int MinBits>
+class smallest_type_for_min_bits<MinBits, typename std::enable_if<(MinBits > 0) && (MinBits <= 8)>::type> {
+public:
+    using type = std::uint_least8_t;
+};
+
+template<unsigned int MinBits>
+class smallest_type_for_min_bits<MinBits, typename std::enable_if<(MinBits > 8) && (MinBits <= 16)>::type> {
+public:
+    using type = std::uint_least16_t;
+};
+
+template<unsigned int MinBits>
+class smallest_type_for_min_bits<MinBits, typename std::enable_if<(MinBits > 16) && (MinBits <= 32)>::type> {
+public:
+    using type = std::uint_least32_t;
+};
+
+template<unsigned int MinBits>
+class smallest_type_for_min_bits<MinBits, typename std::enable_if<(MinBits > 32) && (MinBits <= 64)>::type> {
+public:
+    using type = std::uint_least64_t;
+};
+        
+
+
+/*
+ * Each bucket may store up to three elements:
+ * - An aligned storage to store a value_type object with placement-new.
+ * - An (optional) hash of the value in the bucket.
+ * - An unsigned integer of type neighborhood_bitmap used to tell us which buckets in the neighborhood of the 
+ *   current bucket contain a value with a hash belonging to the current bucket. 
+ * 
+ * For a bucket 'bct', a bit 'i' (counting from 0 and from the least significant bit to the most significant)
+ * set to 1 means that the bucket 'bct + i' contains a value with a hash belonging to bucket 'bct'.
+ * The bits used for that, start from the third least significant bit.
+ * The two least significant bits are reserved:
+ * - The least significant bit is set to 1 if there is a value in the bucket storage.
+ * - The second least significant bit is set to 1 if there is an overflow. More than NeighborhoodSize values
+  * give the same hash, all overflow values are stored in the m_overflow_elements list of the map.
+ *
+ * Details regarding hopscotch hashing an its implementation can be found here:
+ *  https://tessil.github.io/2016/08/29/hopscotch-hashing.html
+ */
+static const std::size_t NB_RESERVED_BITS_IN_NEIGHBORHOOD = 2; 
+
+
+using truncated_hash_type = std::uint_least32_t;
+
+/**
+ * Helper class that store a truncated hash if StoreHash is true and nothing otherwise.
+ */
+template<bool StoreHash>
+class hopscotch_bucket_hash {
+public:
+    bool bucket_hash_equal(std::size_t /*hash*/) const noexcept {
+        return true;
+    }
+    
+    truncated_hash_type truncated_bucket_hash() const noexcept {
+        return 0;
+    }
+    
+protected:    
+    void copy_hash(const hopscotch_bucket_hash& ) noexcept {
+    }
+    
+    void set_hash(truncated_hash_type /*hash*/) noexcept {
+    }
+};
+
+template<>
+class hopscotch_bucket_hash<true> {
+public:
+    bool bucket_hash_equal(std::size_t hash) const noexcept {
+        return m_hash == truncated_hash_type(hash);
+    }
+    
+    truncated_hash_type truncated_bucket_hash() const noexcept {
+        return m_hash;
+    }
+    
+protected:    
+    void copy_hash(const hopscotch_bucket_hash& bucket) noexcept {
+        m_hash = bucket.m_hash;
+    }
+    
+    void set_hash(truncated_hash_type hash) noexcept {
+        m_hash = hash;
+    }
+    
+private:    
+    truncated_hash_type m_hash;
+};
+
+
+template<typename ValueType, unsigned int NeighborhoodSize, bool StoreHash>
+class hopscotch_bucket: public hopscotch_bucket_hash<StoreHash> {
+private:
+    static const std::size_t MIN_NEIGHBORHOOD_SIZE = 4;
+    static const std::size_t MAX_NEIGHBORHOOD_SIZE = SMALLEST_TYPE_MAX_BITS_SUPPORTED - NB_RESERVED_BITS_IN_NEIGHBORHOOD; 
+    
+    
+    static_assert(NeighborhoodSize >= 4, "NeighborhoodSize should be >= 4.");
+    // We can't put a variable in the message, ensure coherence
+    static_assert(MIN_NEIGHBORHOOD_SIZE == 4, ""); 
+    
+    static_assert(NeighborhoodSize <= 62, "NeighborhoodSize should be <= 62.");
+    // We can't put a variable in the message, ensure coherence
+    static_assert(MAX_NEIGHBORHOOD_SIZE == 62, ""); 
+    
+    
+    static_assert(!StoreHash || NeighborhoodSize <= 30, 
+                  "NeighborhoodSize should be <= 30 if StoreHash is true.");
+    // We can't put a variable in the message, ensure coherence
+    static_assert(MAX_NEIGHBORHOOD_SIZE - 32 == 30, "");
+    
+    using bucket_hash = hopscotch_bucket_hash<StoreHash>;
+    
+public:
+    using value_type = ValueType;
+    using neighborhood_bitmap = 
+                typename smallest_type_for_min_bits<NeighborhoodSize + NB_RESERVED_BITS_IN_NEIGHBORHOOD>::type;
+
+
+    hopscotch_bucket() noexcept: bucket_hash(), m_neighborhood_infos(0) {
+        tsl_assert(empty());
+    }
+    
+    
+    hopscotch_bucket(const hopscotch_bucket& bucket) 
+        noexcept(std::is_nothrow_copy_constructible<value_type>::value): bucket_hash(bucket), 
+                                                                         m_neighborhood_infos(0) 
+    {
+        if(!bucket.empty()) {
+            ::new (static_cast<void*>(std::addressof(m_value))) value_type(bucket.value());
+        }
+        
+        m_neighborhood_infos = bucket.m_neighborhood_infos;
+    }
+    
+    hopscotch_bucket(hopscotch_bucket&& bucket)
+        noexcept(std::is_nothrow_move_constructible<value_type>::value) : bucket_hash(std::move(bucket)),
+                                                                          m_neighborhood_infos(0) 
+    {
+        if(!bucket.empty()) {
+            ::new (static_cast<void*>(std::addressof(m_value))) value_type(std::move(bucket.value()));
+        }
+        
+        m_neighborhood_infos = bucket.m_neighborhood_infos;
+    }
+     
+    hopscotch_bucket& operator=(const hopscotch_bucket& bucket) 
+        noexcept(std::is_nothrow_copy_constructible<value_type>::value) 
+    {
+        if(this != &bucket) {
+            remove_value();
+            
+            bucket_hash::operator=(bucket);
+            if(!bucket.empty()) {
+                ::new (static_cast<void*>(std::addressof(m_value))) value_type(bucket.value());
+            }
+            
+            m_neighborhood_infos = bucket.m_neighborhood_infos;
+        }
+        
+        return *this;
+    }
+    
+    hopscotch_bucket& operator=(hopscotch_bucket&& ) = delete;
+     
+    ~hopscotch_bucket() noexcept {
+        if(!empty()) {
+            destroy_value();
+        }
+    }
+    
+    neighborhood_bitmap neighborhood_infos() const noexcept {
+        return neighborhood_bitmap(m_neighborhood_infos >> NB_RESERVED_BITS_IN_NEIGHBORHOOD);
+    }
+    
+    void set_overflow(bool has_overflow) noexcept {
+        if(has_overflow) {
+            m_neighborhood_infos = neighborhood_bitmap(m_neighborhood_infos | 2);
+        }
+        else {
+            m_neighborhood_infos = neighborhood_bitmap(m_neighborhood_infos & ~2);
+        }
+    }
+    
+    bool has_overflow() const noexcept {
+        return (m_neighborhood_infos & 2) != 0;
+    }
+    
+    bool empty() const noexcept {
+        return (m_neighborhood_infos & 1) == 0;
+    }
+    
+    void toggle_neighbor_presence(std::size_t ineighbor) noexcept {
+        tsl_assert(ineighbor <= NeighborhoodSize);
+        m_neighborhood_infos = neighborhood_bitmap(
+                                    m_neighborhood_infos ^ (1ull << (ineighbor + NB_RESERVED_BITS_IN_NEIGHBORHOOD)));
+    }
+    
+    bool check_neighbor_presence(std::size_t ineighbor) const noexcept {
+        tsl_assert(ineighbor <= NeighborhoodSize);
+        if(((m_neighborhood_infos >> (ineighbor + NB_RESERVED_BITS_IN_NEIGHBORHOOD)) & 1) == 1) {
+            return true;
+        }
+        
+        return false;
+    }
+    
+    value_type& value() noexcept {
+        tsl_assert(!empty());
+        return *reinterpret_cast<value_type*>(std::addressof(m_value));
+    }
+    
+    const value_type& value() const noexcept {
+        tsl_assert(!empty());
+        return *reinterpret_cast<const value_type*>(std::addressof(m_value));
+    }
+    
+    template<typename... Args>
+    void set_value_of_empty_bucket(truncated_hash_type hash, Args&&... value_type_args) {
+        tsl_assert(empty());
+        
+        ::new (static_cast<void*>(std::addressof(m_value))) value_type(std::forward<Args>(value_type_args)...);
+        set_empty(false);
+        this->set_hash(hash);
+    }
+    
+    void swap_value_into_empty_bucket(hopscotch_bucket& empty_bucket) {
+        tsl_assert(empty_bucket.empty());
+        if(!empty()) {
+            ::new (static_cast<void*>(std::addressof(empty_bucket.m_value))) value_type(std::move(value()));
+            empty_bucket.copy_hash(*this);
+            empty_bucket.set_empty(false);
+            
+            destroy_value();
+            set_empty(true);
+        }
+    }
+    
+    void remove_value() noexcept {
+        if(!empty()) {
+            destroy_value();
+            set_empty(true);
+        }
+    }
+    
+    void clear() noexcept {
+        if(!empty()) {
+            destroy_value();
+        }
+        
+        m_neighborhood_infos = 0;
+        tsl_assert(empty());
+    }
+    
+    static std::size_t max_size() noexcept {
+        if(StoreHash) {
+            return std::numeric_limits<typename bucket_hash::hash_type>::max();
+        }
+        else {
+            return std::numeric_limits<std::size_t>::max();
+        }
+    }
+    
+    static truncated_hash_type truncate_hash(std::size_t hash) noexcept {
+        return truncated_hash_type(hash);
+    }
+    
+private:
+    void set_empty(bool is_empty) noexcept {
+        if(is_empty) {
+            m_neighborhood_infos = neighborhood_bitmap(m_neighborhood_infos & ~1);
+        }
+        else {
+            m_neighborhood_infos = neighborhood_bitmap(m_neighborhood_infos | 1);
+        }
+    }
+    
+    void destroy_value() noexcept {
+        tsl_assert(!empty());
+        value().~value_type();
+    }
+    
+private:
+    using storage = typename std::aligned_storage<sizeof(value_type), alignof(value_type)>::type;
+    
+    neighborhood_bitmap m_neighborhood_infos;
+    storage m_value;
+};
+
+
+/**
+ * Internal common class used by (b)hopscotch_map and (b)hopscotch_set.
+ * 
+ * ValueType is what will be stored by hopscotch_hash (usually std::pair<Key, T> for a map and Key for a set).
+ * 
+ * KeySelect should be a FunctionObject which takes a ValueType in parameter and returns a reference to the key.
+ * 
+ * ValueSelect should be a FunctionObject which takes a ValueType in parameter and returns a reference to the value.
+ * ValueSelect should be void if there is no value (in a set for example).
+ * 
+ * OverflowContainer will be used as containers for overflown elements. Usually it should be a list<ValueType>
+ * or a set<Key>/map<Key, T>.
+ */
+template<class ValueType,
+         class KeySelect,
+         class ValueSelect,
+         class Hash,
+         class KeyEqual,
+         class Allocator,
+         unsigned int NeighborhoodSize,
+         bool StoreHash,
+         class GrowthPolicy,
+         class OverflowContainer>
+class hopscotch_hash: private Hash, private KeyEqual, private GrowthPolicy {
+private:
+    template<typename U>
+    using has_mapped_type = typename std::integral_constant<bool, !std::is_same<U, void>::value>;
+    
+    static_assert(noexcept(std::declval<GrowthPolicy>().bucket_for_hash(std::size_t(0))), "GrowthPolicy::bucket_for_hash must be noexcept.");
+    static_assert(noexcept(std::declval<GrowthPolicy>().clear()), "GrowthPolicy::clear must be noexcept.");
+    
+public:
+    template<bool IsConst>
+    class hopscotch_iterator;
+    
+    using key_type = typename KeySelect::key_type;
+    using value_type = ValueType;
+    using size_type = std::size_t;
+    using difference_type = std::ptrdiff_t;
+    using hasher = Hash;
+    using key_equal = KeyEqual;
+    using allocator_type = Allocator;
+    using reference = value_type&;
+    using const_reference = const value_type&;
+    using pointer = value_type*;
+    using const_pointer = const value_type*;
+    using iterator = hopscotch_iterator<false>;
+    using const_iterator = hopscotch_iterator<true>;
+    
+private:
+    using hopscotch_bucket = tsl::detail_hopscotch_hash::hopscotch_bucket<ValueType, NeighborhoodSize, StoreHash>;
+    using neighborhood_bitmap = typename hopscotch_bucket::neighborhood_bitmap;
+    
+    using buckets_allocator = typename std::allocator_traits<allocator_type>::template rebind_alloc<hopscotch_bucket>;
+    using buckets_container_type = std::vector<hopscotch_bucket, buckets_allocator>;  
+    
+    using overflow_container_type = OverflowContainer;
+    
+    static_assert(std::is_same<typename overflow_container_type::value_type, ValueType>::value, 
+                  "OverflowContainer should have ValueType as type.");
+    
+    static_assert(std::is_same<typename overflow_container_type::allocator_type, Allocator>::value, 
+                  "Invalid allocator, not the same type as the value_type.");
+    
+    
+    using iterator_buckets = typename buckets_container_type::iterator; 
+    using const_iterator_buckets = typename buckets_container_type::const_iterator;
+    
+    using iterator_overflow = typename overflow_container_type::iterator; 
+    using const_iterator_overflow = typename overflow_container_type::const_iterator; 
+    
+public:    
+    /**
+     * The `operator*()` and `operator->()` methods return a const reference and const pointer respectively to the 
+     * stored value type.
+     * 
+     * In case of a map, to get a modifiable reference to the value associated to a key (the `.second` in the 
+     * stored pair), you have to call `value()`.
+     */
+    template<bool IsConst>
+    class hopscotch_iterator {
+        friend class hopscotch_hash;
+    private:
+        using iterator_bucket = typename std::conditional<IsConst, 
+                                                            typename hopscotch_hash::const_iterator_buckets, 
+                                                            typename hopscotch_hash::iterator_buckets>::type;
+        using iterator_overflow = typename std::conditional<IsConst, 
+                                                            typename hopscotch_hash::const_iterator_overflow, 
+                                                            typename hopscotch_hash::iterator_overflow>::type;
+    
+        
+        hopscotch_iterator(iterator_bucket buckets_iterator, iterator_bucket buckets_end_iterator, 
+                           iterator_overflow overflow_iterator) noexcept : 
+            m_buckets_iterator(buckets_iterator), m_buckets_end_iterator(buckets_end_iterator),
+            m_overflow_iterator(overflow_iterator)
+        {
+        }
+        
+    public:
+        using iterator_category = std::forward_iterator_tag;
+        using value_type = const typename hopscotch_hash::value_type;
+        using difference_type = std::ptrdiff_t;
+        using reference = value_type&;
+        using pointer = value_type*;
+        
+        
+        hopscotch_iterator() noexcept {
+        }
+        
+        hopscotch_iterator(const hopscotch_iterator<false>& other) noexcept :
+            m_buckets_iterator(other.m_buckets_iterator), m_buckets_end_iterator(other.m_buckets_end_iterator),
+            m_overflow_iterator(other.m_overflow_iterator)
+        {
+        }
+        
+        const typename hopscotch_hash::key_type& key() const {
+            if(m_buckets_iterator != m_buckets_end_iterator) {
+                return KeySelect()(m_buckets_iterator->value());
+            }
+            
+            return KeySelect()(*m_overflow_iterator);
+        }
+
+        template<class U = ValueSelect, typename std::enable_if<has_mapped_type<U>::value>::type* = nullptr>
+        typename std::conditional<
+                        IsConst, 
+                        const typename U::value_type&, 
+                        typename U::value_type&>::type value() const
+        {
+            if(m_buckets_iterator != m_buckets_end_iterator) {
+                return U()(m_buckets_iterator->value());
+            }
+            
+            return U()(*m_overflow_iterator);
+        }
+        
+        reference operator*() const { 
+            if(m_buckets_iterator != m_buckets_end_iterator) {
+                return m_buckets_iterator->value();
+            }
+            
+            return *m_overflow_iterator;
+        }
+        
+        pointer operator->() const { 
+            if(m_buckets_iterator != m_buckets_end_iterator) {
+                return std::addressof(m_buckets_iterator->value()); 
+            }
+            
+            return std::addressof(*m_overflow_iterator); 
+        }
+        
+        hopscotch_iterator& operator++() {
+            if(m_buckets_iterator == m_buckets_end_iterator) {
+                ++m_overflow_iterator;
+                return *this;
+            }
+            
+            do {
+                ++m_buckets_iterator;
+            } while(m_buckets_iterator != m_buckets_end_iterator && m_buckets_iterator->empty());
+            
+            return *this; 
+        }
+        
+        hopscotch_iterator operator++(int) {
+            hopscotch_iterator tmp(*this);
+            ++*this;
+            
+            return tmp;
+        }
+        
+        friend bool operator==(const hopscotch_iterator& lhs, const hopscotch_iterator& rhs) { 
+            return lhs.m_buckets_iterator == rhs.m_buckets_iterator && 
+                   lhs.m_overflow_iterator == rhs.m_overflow_iterator; 
+        }
+        
+        friend bool operator!=(const hopscotch_iterator& lhs, const hopscotch_iterator& rhs) { 
+            return !(lhs == rhs); 
+        }
+        
+    private:
+        iterator_bucket m_buckets_iterator;
+        iterator_bucket m_buckets_end_iterator;
+        iterator_overflow m_overflow_iterator;
+    };
+    
+public:
+    template<class OC = OverflowContainer, typename std::enable_if<!has_key_compare<OC>::value>::type* = nullptr>
+    hopscotch_hash(size_type bucket_count, 
+                  const Hash& hash,
+                  const KeyEqual& equal,
+                  const Allocator& alloc,
+                  float max_load_factor) :  Hash(hash),
+                                            KeyEqual(equal),
+                                            GrowthPolicy(bucket_count),
+                                            m_buckets(alloc), 
+                                            m_overflow_elements(alloc),
+                                            m_first_or_empty_bucket(static_empty_bucket_ptr()),
+                                            m_nb_elements(0)
+    {
+        if(bucket_count > max_bucket_count()) {
+            throw std::length_error("The map exceeds its maxmimum size.");
+        }
+        
+        if(bucket_count > 0) {
+            static_assert(NeighborhoodSize - 1 > 0, "");
+            
+            // Can't directly construct with the appropriate size in the initializer 
+            // as m_buckets(bucket_count, alloc) is not supported by GCC 4.8
+            m_buckets.resize(bucket_count + NeighborhoodSize - 1);
+            m_first_or_empty_bucket = m_buckets.data();
+        }
+        
+        
+        this->max_load_factor(max_load_factor);
+        
+        
+        // Check in the constructor instead of outside of a function to avoi compilation issues
+        // when value_type is not complete.
+        static_assert(std::is_nothrow_move_constructible<value_type>::value || 
+                      std::is_copy_constructible<value_type>::value, 
+                      "value_type must be either copy constructible or nothrow move constructible.");
+    }
+    
+    template<class OC = OverflowContainer, typename std::enable_if<has_key_compare<OC>::value>::type* = nullptr>
+    hopscotch_hash(size_type bucket_count, 
+                  const Hash& hash,
+                  const KeyEqual& equal,
+                  const Allocator& alloc,
+                  float max_load_factor,
+                  const typename OC::key_compare& comp) : Hash(hash),
+                                                          KeyEqual(equal),
+                                                          GrowthPolicy(bucket_count),
+                                                          m_buckets(alloc), 
+                                                          m_overflow_elements(comp, alloc),
+                                                          m_first_or_empty_bucket(static_empty_bucket_ptr()),
+                                                          m_nb_elements(0)
+    {
+        
+        if(bucket_count > max_bucket_count()) {
+            throw std::length_error("The map exceeds its maxmimum size.");
+        }
+        
+        if(bucket_count > 0) {
+            static_assert(NeighborhoodSize - 1 > 0, "");
+            
+            // Can't directly construct with the appropriate size in the initializer 
+            // as m_buckets(bucket_count, alloc) is not supported by GCC 4.8
+            m_buckets.resize(bucket_count + NeighborhoodSize - 1);
+            m_first_or_empty_bucket = m_buckets.data();
+        }
+        
+        
+        this->max_load_factor(max_load_factor);
+        
+        
+        // Check in the constructor instead of outside of a function to avoi compilation issues
+        // when value_type is not complete.
+        static_assert(std::is_nothrow_move_constructible<value_type>::value || 
+                      std::is_copy_constructible<value_type>::value, 
+                      "value_type must be either copy constructible or nothrow move constructible.");
+    }
+    
+    hopscotch_hash(const hopscotch_hash& other): 
+                          Hash(other),
+                          KeyEqual(other),
+                          GrowthPolicy(other),
+                          m_buckets(other.m_buckets),
+                          m_overflow_elements(other.m_overflow_elements),
+                          m_first_or_empty_bucket(m_buckets.empty()?static_empty_bucket_ptr():
+                                                                    m_buckets.data()),
+                          m_nb_elements(other.m_nb_elements),
+                          m_max_load_factor(other.m_max_load_factor),
+                          m_max_load_threshold_rehash(other.m_max_load_threshold_rehash),
+                          m_min_load_threshold_rehash(other.m_min_load_threshold_rehash) 
+    {
+    }
+    
+    hopscotch_hash(hopscotch_hash&& other) 
+                        noexcept(
+                            std::is_nothrow_move_constructible<Hash>::value &&
+                            std::is_nothrow_move_constructible<KeyEqual>::value &&
+                            std::is_nothrow_move_constructible<GrowthPolicy>::value &&
+                            std::is_nothrow_move_constructible<buckets_container_type>::value &&
+                            std::is_nothrow_move_constructible<overflow_container_type>::value
+                        ):
+                          Hash(std::move(static_cast<Hash&>(other))),
+                          KeyEqual(std::move(static_cast<KeyEqual&>(other))),
+                          GrowthPolicy(std::move(static_cast<GrowthPolicy&>(other))),
+                          m_buckets(std::move(other.m_buckets)),
+                          m_overflow_elements(std::move(other.m_overflow_elements)),
+                          m_first_or_empty_bucket(m_buckets.empty()?static_empty_bucket_ptr():
+                                                                    m_buckets.data()),
+                          m_nb_elements(other.m_nb_elements),
+                          m_max_load_factor(other.m_max_load_factor),
+                          m_max_load_threshold_rehash(other.m_max_load_threshold_rehash),
+                          m_min_load_threshold_rehash(other.m_min_load_threshold_rehash)
+    {
+        other.GrowthPolicy::clear();
+        other.m_buckets.clear();
+        other.m_overflow_elements.clear();
+        other.m_first_or_empty_bucket = static_empty_bucket_ptr();
+        other.m_nb_elements = 0;
+        other.m_max_load_threshold_rehash = 0;
+        other.m_min_load_threshold_rehash = 0;
+    }
+    
+    hopscotch_hash& operator=(const hopscotch_hash& other) {
+        if(&other != this) {
+            Hash::operator=(other);
+            KeyEqual::operator=(other);
+            GrowthPolicy::operator=(other);
+            
+            m_buckets = other.m_buckets;
+            m_overflow_elements = other.m_overflow_elements;
+            m_first_or_empty_bucket = m_buckets.empty()?static_empty_bucket_ptr():
+                                                        m_buckets.data();
+            m_nb_elements = other.m_nb_elements;
+            m_max_load_factor = other.m_max_load_factor;
+            m_max_load_threshold_rehash = other.m_max_load_threshold_rehash;
+            m_min_load_threshold_rehash = other.m_min_load_threshold_rehash;
+        }
+        
+        return *this;
+    }
+    
+    hopscotch_hash& operator=(hopscotch_hash&& other) {
+        other.swap(*this);
+        other.clear();
+        
+        return *this;
+    }
+    
+    allocator_type get_allocator() const {
+        return m_buckets.get_allocator();
+    }
+    
+    
+    /*
+     * Iterators
+     */
+    iterator begin() noexcept {
+        auto begin = m_buckets.begin();
+        while(begin != m_buckets.end() && begin->empty()) {
+            ++begin;
+        }
+        
+        return iterator(begin, m_buckets.end(), m_overflow_elements.begin());
+    }
+    
+    const_iterator begin() const noexcept {
+        return cbegin();
+    }
+    
+    const_iterator cbegin() const noexcept {
+        auto begin = m_buckets.cbegin();
+        while(begin != m_buckets.cend() && begin->empty()) {
+            ++begin;
+        }
+        
+        return const_iterator(begin, m_buckets.cend(), m_overflow_elements.cbegin());
+    }
+    
+    iterator end() noexcept {
+        return iterator(m_buckets.end(), m_buckets.end(), m_overflow_elements.end());
+    }
+    
+    const_iterator end() const noexcept {
+        return cend();
+    }
+    
+    const_iterator cend() const noexcept {
+        return const_iterator(m_buckets.cend(), m_buckets.cend(), m_overflow_elements.cend());
+    }
+    
+    
+    /*
+     * Capacity
+     */
+    bool empty() const noexcept {
+        return m_nb_elements == 0;
+    }
+    
+    size_type size() const noexcept {
+        return m_nb_elements;
+    }
+    
+    size_type max_size() const noexcept {
+        return hopscotch_bucket::max_size();
+    }
+    
+    /*
+     * Modifiers
+     */
+    void clear() noexcept {
+        for(auto& bucket: m_buckets) {
+            bucket.clear();
+        }
+        
+        m_overflow_elements.clear();
+        m_nb_elements = 0;
+    }
+    
+    
+    std::pair<iterator, bool> insert(const value_type& value) { 
+        return insert_impl(value); 
+    }
+        
+    template<class P, typename std::enable_if<std::is_constructible<value_type, P&&>::value>::type* = nullptr>
+    std::pair<iterator, bool> insert(P&& value) { 
+        return insert_impl(value_type(std::forward<P>(value)));
+    }
+    
+    std::pair<iterator, bool> insert(value_type&& value) { 
+        return insert_impl(std::move(value)); 
+    }
+    
+    
+    iterator insert(const_iterator hint, const value_type& value) { 
+        if(hint != cend() && compare_keys(KeySelect()(*hint), KeySelect()(value))) { 
+            return mutable_iterator(hint); 
+        }
+        
+        return insert(value).first; 
+    }
+        
+    template<class P, typename std::enable_if<std::is_constructible<value_type, P&&>::value>::type* = nullptr>
+    iterator insert(const_iterator hint, P&& value) {
+        return emplace_hint(hint, std::forward<P>(value)); 
+    }
+    
+    iterator insert(const_iterator hint, value_type&& value) { 
+        if(hint != cend() && compare_keys(KeySelect()(*hint), KeySelect()(value))) { 
+            return mutable_iterator(hint); 
+        }
+        
+        return insert(std::move(value)).first; 
+    }
+    
+    
+    template<class InputIt>
+    void insert(InputIt first, InputIt last) {
+        if(std::is_base_of<std::forward_iterator_tag, 
+                           typename std::iterator_traits<InputIt>::iterator_category>::value) 
+        {
+            const auto nb_elements_insert = std::distance(first, last);
+            const std::size_t nb_elements_in_buckets = m_nb_elements - m_overflow_elements.size();
+            const std::size_t nb_free_buckets = m_max_load_threshold_rehash - nb_elements_in_buckets;
+            tsl_assert(m_nb_elements >= m_overflow_elements.size());
+            tsl_assert(m_max_load_threshold_rehash >= nb_elements_in_buckets);
+            
+            if(nb_elements_insert > 0 && nb_free_buckets < std::size_t(nb_elements_insert)) {
+                reserve(nb_elements_in_buckets + std::size_t(nb_elements_insert));
+            }
+        }
+        
+        for(; first != last; ++first) {
+            insert(*first);
+        }
+    }
+    
+    
+    template<class M>
+    std::pair<iterator, bool> insert_or_assign(const key_type& k, M&& obj) { 
+        return insert_or_assign_impl(k, std::forward<M>(obj)); 
+    }
+
+    template<class M>
+    std::pair<iterator, bool> insert_or_assign(key_type&& k, M&& obj) { 
+        return insert_or_assign_impl(std::move(k), std::forward<M>(obj)); 
+    }
+    
+    
+    template<class M>
+    iterator insert_or_assign(const_iterator hint, const key_type& k, M&& obj) {
+        if(hint != cend() && compare_keys(KeySelect()(*hint), k)) { 
+            auto it = mutable_iterator(hint); 
+            it.value() = std::forward<M>(obj);
+            
+            return it;
+        }
+        
+        return insert_or_assign(k, std::forward<M>(obj)).first;
+    }
+    
+    template<class M>
+    iterator insert_or_assign(const_iterator hint, key_type&& k, M&& obj) {
+        if(hint != cend() && compare_keys(KeySelect()(*hint), k)) {
+            auto it = mutable_iterator(hint); 
+            it.value() = std::forward<M>(obj);
+            
+            return it;
+        }
+        
+        return insert_or_assign(std::move(k), std::forward<M>(obj)).first;
+    }
+    
+    
+    template<class... Args>
+    std::pair<iterator, bool> emplace(Args&&... args) {
+        return insert(value_type(std::forward<Args>(args)...));
+    }
+    
+    template<class... Args>
+    iterator emplace_hint(const_iterator hint, Args&&... args) {
+        return insert(hint, value_type(std::forward<Args>(args)...));        
+    }
+    
+    template<class... Args>
+    std::pair<iterator, bool> try_emplace(const key_type& k, Args&&... args) { 
+        return try_emplace_impl(k, std::forward<Args>(args)...);
+    }
+    
+    template<class... Args>
+    std::pair<iterator, bool> try_emplace(key_type&& k, Args&&... args) {
+        return try_emplace_impl(std::move(k), std::forward<Args>(args)...);
+    }
+    
+    template<class... Args>
+    iterator try_emplace(const_iterator hint, const key_type& k, Args&&... args) { 
+        if(hint != cend() && compare_keys(KeySelect()(*hint), k)) { 
+            return mutable_iterator(hint); 
+        }
+        
+        return try_emplace(k, std::forward<Args>(args)...).first;
+    }
+    
+    template<class... Args>
+    iterator try_emplace(const_iterator hint, key_type&& k, Args&&... args) {
+        if(hint != cend() && compare_keys(KeySelect()(*hint), k)) { 
+            return mutable_iterator(hint); 
+        }
+        
+        return try_emplace(std::move(k), std::forward<Args>(args)...).first;
+    }
+    
+    
+    /**
+     * Here to avoid `template<class K> size_type erase(const K& key)` being used when
+     * we use an iterator instead of a const_iterator.
+     */
+    iterator erase(iterator pos) {
+        return erase(const_iterator(pos));
+    }
+    
+    iterator erase(const_iterator pos) {
+        const std::size_t ibucket_for_hash = bucket_for_hash(hash_key(pos.key()));
+        
+        if(pos.m_buckets_iterator != pos.m_buckets_end_iterator) {
+            auto it_bucket = m_buckets.begin() + std::distance(m_buckets.cbegin(), pos.m_buckets_iterator);
+            erase_from_bucket(*it_bucket, ibucket_for_hash);
+            
+            return ++iterator(it_bucket, m_buckets.end(), m_overflow_elements.begin()); 
+        }
+        else {
+            auto it_next_overflow = erase_from_overflow(pos.m_overflow_iterator, ibucket_for_hash);
+            return iterator(m_buckets.end(), m_buckets.end(), it_next_overflow);
+        }
+    }
+    
+    iterator erase(const_iterator first, const_iterator last) {
+        if(first == last) {
+            return mutable_iterator(first);
+        }
+        
+        auto to_delete = erase(first);
+        while(to_delete != last) {
+            to_delete = erase(to_delete);
+        }
+        
+        return to_delete;
+    }
+    
+    template<class K>
+    size_type erase(const K& key) {
+        return erase(key, hash_key(key));
+    }
+    
+    template<class K>
+    size_type erase(const K& key, std::size_t hash) {
+        const std::size_t ibucket_for_hash = bucket_for_hash(hash);
+
+        hopscotch_bucket* bucket_found = find_in_buckets(key, hash, m_first_or_empty_bucket + ibucket_for_hash);
+        if(bucket_found != nullptr) {
+            erase_from_bucket(*bucket_found, ibucket_for_hash);
+
+            return 1;
+        }
+        
+        if((m_first_or_empty_bucket + ibucket_for_hash)->has_overflow()) {
+            auto it_overflow = find_in_overflow(key);
+            if(it_overflow != m_overflow_elements.end()) {
+                erase_from_overflow(it_overflow, ibucket_for_hash);
+                
+                return 1;
+            }
+        }
+        
+        return 0;
+    }
+    
+    void swap(hopscotch_hash& other) {
+        using std::swap;
+        
+        swap(static_cast<Hash&>(*this), static_cast<Hash&>(other));
+        swap(static_cast<KeyEqual&>(*this), static_cast<KeyEqual&>(other));
+        swap(static_cast<GrowthPolicy&>(*this), static_cast<GrowthPolicy&>(other));
+        swap(m_buckets, other.m_buckets);
+        swap(m_overflow_elements, other.m_overflow_elements);
+        swap(m_first_or_empty_bucket, other.m_first_or_empty_bucket);
+        swap(m_nb_elements, other.m_nb_elements);
+        swap(m_max_load_factor, other.m_max_load_factor);
+        swap(m_max_load_threshold_rehash, other.m_max_load_threshold_rehash);
+        swap(m_min_load_threshold_rehash, other.m_min_load_threshold_rehash);
+    }
+    
+    
+    /*
+     * Lookup
+     */
+    template<class K, class U = ValueSelect, typename std::enable_if<has_mapped_type<U>::value>::type* = nullptr>
+    typename U::value_type& at(const K& key) {
+        return at(key, hash_key(key));
+    }
+    
+    template<class K, class U = ValueSelect, typename std::enable_if<has_mapped_type<U>::value>::type* = nullptr>
+    typename U::value_type& at(const K& key, std::size_t hash) {
+        return const_cast<typename U::value_type&>(static_cast<const hopscotch_hash*>(this)->at(key, hash));
+    }
+    
+    
+    template<class K, class U = ValueSelect, typename std::enable_if<has_mapped_type<U>::value>::type* = nullptr>
+    const typename U::value_type& at(const K& key) const {
+        return at(key, hash_key(key));
+    }
+    
+    template<class K, class U = ValueSelect, typename std::enable_if<has_mapped_type<U>::value>::type* = nullptr>
+    const typename U::value_type& at(const K& key, std::size_t hash) const {
+        using T = typename U::value_type;
+        
+        const T* value = find_value_impl(key, hash, m_first_or_empty_bucket + bucket_for_hash(hash));
+        if(value == nullptr) {
+            throw std::out_of_range("Couldn't find key.");
+        }
+        else {
+            return *value;
+        }
+    }
+    
+    
+    template<class K, class U = ValueSelect, typename std::enable_if<has_mapped_type<U>::value>::type* = nullptr>
+    typename U::value_type& operator[](K&& key) {
+        using T = typename U::value_type;
+        
+        const std::size_t hash = hash_key(key);
+        const std::size_t ibucket_for_hash = bucket_for_hash(hash);
+        
+        T* value = find_value_impl(key, hash, m_first_or_empty_bucket + ibucket_for_hash);
+        if(value != nullptr) {
+            return *value;
+        }
+        else {
+            return insert_impl(ibucket_for_hash, hash, std::piecewise_construct, 
+                                                       std::forward_as_tuple(std::forward<K>(key)), 
+                                                       std::forward_as_tuple()).first.value();
+        }
+    }
+    
+    
+    template<class K>
+    size_type count(const K& key) const {
+        return count(key, hash_key(key));
+    }
+    
+    template<class K>
+    size_type count(const K& key, std::size_t hash) const {
+        return count_impl(key, hash, m_first_or_empty_bucket + bucket_for_hash(hash));
+    }
+    
+    
+    template<class K>
+    iterator find(const K& key) {
+        return find(key, hash_key(key));
+    }
+    
+    template<class K>
+    iterator find(const K& key, std::size_t hash) {
+        return find_impl(key, hash, m_first_or_empty_bucket + bucket_for_hash(hash));
+    }
+    
+    
+    template<class K>
+    const_iterator find(const K& key) const {
+        return find(key, hash_key(key));
+    }
+    
+    template<class K>
+    const_iterator find(const K& key, std::size_t hash) const {
+        return find_impl(key, hash, m_first_or_empty_bucket + bucket_for_hash(hash));
+    }
+    
+    
+    template<class K>
+    std::pair<iterator, iterator> equal_range(const K& key) {
+        return equal_range(key, hash_key(key));
+    }
+    
+    template<class K>
+    std::pair<iterator, iterator> equal_range(const K& key, std::size_t hash) {
+        iterator it = find(key, hash);
+        return std::make_pair(it, (it == end())?it:std::next(it));
+    }
+    
+    
+    template<class K>
+    std::pair<const_iterator, const_iterator> equal_range(const K& key) const {
+        return equal_range(key, hash_key(key));
+    }
+    
+    template<class K>
+    std::pair<const_iterator, const_iterator> equal_range(const K& key, std::size_t hash) const {
+        const_iterator it = find(key, hash);
+        return std::make_pair(it, (it == cend())?it:std::next(it));
+    }
+    
+    /*
+     * Bucket interface 
+     */
+    size_type bucket_count() const {
+        /*
+         * So that the last bucket can have NeighborhoodSize neighbors, the size of the bucket array is a little
+         * bigger than the real number of buckets when not empty. 
+         * We could use some of the buckets at the beginning, but it is faster this way as we avoid extra checks.
+         */
+        if(m_buckets.empty()) {
+            return 0;
+        }
+        
+        return m_buckets.size() - NeighborhoodSize + 1; 
+    }
+    
+    size_type max_bucket_count() const {
+        const std::size_t max_bucket_count = std::min(GrowthPolicy::max_bucket_count(), m_buckets.max_size());
+        return max_bucket_count - NeighborhoodSize + 1;
+    }
+    
+    
+    /*
+     *  Hash policy 
+     */
+    float load_factor() const {
+        if(bucket_count() == 0) {
+            return 0;
+        }
+        
+        return float(m_nb_elements)/float(bucket_count());
+    }
+    
+    float max_load_factor() const {
+        return m_max_load_factor;
+    }
+    
+    void max_load_factor(float ml) {
+        m_max_load_factor = std::max(0.1f, std::min(ml, 0.95f));
+        m_max_load_threshold_rehash = size_type(float(bucket_count())*m_max_load_factor);
+        m_min_load_threshold_rehash = size_type(float(bucket_count())*MIN_LOAD_FACTOR_FOR_REHASH);
+    }
+    
+    void rehash(size_type count_) {
+        count_ = std::max(count_, size_type(std::ceil(float(size())/max_load_factor())));
+        rehash_impl(count_);
+    }
+    
+    void reserve(size_type count_) {
+        rehash(size_type(std::ceil(float(count_)/max_load_factor())));
+    }
+    
+    
+    /*
+     * Observers
+     */
+    hasher hash_function() const {
+        return static_cast<const Hash&>(*this);
+    }
+    
+    key_equal key_eq() const {
+        return static_cast<const KeyEqual&>(*this);
+    }
+    
+    /*
+     * Other
+     */
+    iterator mutable_iterator(const_iterator pos) {
+        if(pos.m_buckets_iterator != pos.m_buckets_end_iterator) {
+            // Get a non-const iterator
+            auto it = m_buckets.begin() + std::distance(m_buckets.cbegin(), pos.m_buckets_iterator);
+            return iterator(it, m_buckets.end(), m_overflow_elements.begin());
+        }
+        else {
+            // Get a non-const iterator
+            auto it = mutable_overflow_iterator(pos.m_overflow_iterator);
+            return iterator(m_buckets.end(), m_buckets.end(), it);
+        }
+    }
+    
+    size_type overflow_size() const noexcept {
+        return m_overflow_elements.size();
+    }
+    
+    template<class U = OverflowContainer, typename std::enable_if<has_key_compare<U>::value>::type* = nullptr>
+    typename U::key_compare key_comp() const {
+        return m_overflow_elements.key_comp();
+    }
+    
+    
+private:
+    template<class K>
+    std::size_t hash_key(const K& key) const {
+        return Hash::operator()(key);
+    }
+    
+    template<class K1, class K2>
+    bool compare_keys(const K1& key1, const K2& key2) const {
+        return KeyEqual::operator()(key1, key2);
+    }
+    
+    std::size_t bucket_for_hash(std::size_t hash) const {
+        const std::size_t bucket = GrowthPolicy::bucket_for_hash(hash);
+        tsl_assert(bucket < m_buckets.size() || (bucket == 0 && m_buckets.empty()));
+        
+        return bucket;
+    }
+    
+    template<typename U = value_type, 
+             typename std::enable_if<std::is_nothrow_move_constructible<U>::value>::type* = nullptr>
+    void rehash_impl(size_type count_) {
+        hopscotch_hash new_map = new_hopscotch_hash(count_);
+        
+        if(!m_overflow_elements.empty()) {
+            new_map.m_overflow_elements.swap(m_overflow_elements);
+            new_map.m_nb_elements += new_map.m_overflow_elements.size();
+            
+            for(const value_type& value : new_map.m_overflow_elements) {
+                const std::size_t ibucket_for_hash = new_map.bucket_for_hash(new_map.hash_key(KeySelect()(value)));
+                new_map.m_buckets[ibucket_for_hash].set_overflow(true);
+            }
+        }
+        
+        try {
+            const bool use_stored_hash = USE_STORED_HASH_ON_REHASH(new_map.bucket_count());
+            for(auto it_bucket = m_buckets.begin(); it_bucket != m_buckets.end(); ++it_bucket) {
+                if(it_bucket->empty()) {
+                    continue;
+                }
+                
+                const std::size_t hash = use_stored_hash?
+                                            it_bucket->truncated_bucket_hash():
+                                            new_map.hash_key(KeySelect()(it_bucket->value()));
+                const std::size_t ibucket_for_hash = new_map.bucket_for_hash(hash);
+                
+                new_map.insert_impl(ibucket_for_hash, hash, std::move(it_bucket->value()));
+                
+                
+                erase_from_bucket(*it_bucket, bucket_for_hash(hash));
+            }
+        } 
+        /*
+         * The call to insert_impl may throw an exception if an element is added to the overflow
+         * list. Rollback the elements in this case.
+         */
+        catch(...) {
+            m_overflow_elements.swap(new_map.m_overflow_elements);
+            
+            const bool use_stored_hash = USE_STORED_HASH_ON_REHASH(new_map.bucket_count());
+            for(auto it_bucket = new_map.m_buckets.begin(); it_bucket != new_map.m_buckets.end(); ++it_bucket) {
+                if(it_bucket->empty()) {
+                    continue;
+                }
+                
+                const std::size_t hash = use_stored_hash?
+                                            it_bucket->truncated_bucket_hash():
+                                            hash_key(KeySelect()(it_bucket->value()));
+                const std::size_t ibucket_for_hash = bucket_for_hash(hash);
+                
+                // The elements we insert were not in the overflow list before the switch.
+                // They will not be go in the overflow list if we rollback the switch.
+                insert_impl(ibucket_for_hash, hash, std::move(it_bucket->value()));
+            }
+            
+            throw;
+        }
+        
+        new_map.swap(*this);
+    }
+    
+    template<typename U = value_type, 
+             typename std::enable_if<std::is_copy_constructible<U>::value && 
+                                     !std::is_nothrow_move_constructible<U>::value>::type* = nullptr>
+    void rehash_impl(size_type count_) {
+        hopscotch_hash new_map = new_hopscotch_hash(count_);
+                
+        const bool use_stored_hash = USE_STORED_HASH_ON_REHASH(new_map.bucket_count());
+        for(const hopscotch_bucket& bucket: m_buckets) {
+            if(bucket.empty()) {
+                continue;
+            }
+            
+            const std::size_t hash = use_stored_hash?
+                                         bucket.truncated_bucket_hash():
+                                         new_map.hash_key(KeySelect()(bucket.value()));
+            const std::size_t ibucket_for_hash = new_map.bucket_for_hash(hash);
+            
+            new_map.insert_impl(ibucket_for_hash, hash, bucket.value());
+        }
+        
+        for(const value_type& value: m_overflow_elements) {
+            const std::size_t hash = new_map.hash_key(KeySelect()(value));
+            const std::size_t ibucket_for_hash = new_map.bucket_for_hash(hash);
+            
+            new_map.insert_impl(ibucket_for_hash, hash, value);
+        }
+            
+        new_map.swap(*this);
+    }
+    
+#ifdef TSL_NO_RANGE_ERASE_WITH_CONST_ITERATOR
+    iterator_overflow mutable_overflow_iterator(const_iterator_overflow it) {
+        return std::next(m_overflow_elements.begin(), std::distance(m_overflow_elements.cbegin(), it));        
+    }
+#else            
+    iterator_overflow mutable_overflow_iterator(const_iterator_overflow it) {
+        return m_overflow_elements.erase(it, it);       
+    }
+#endif    
+
+    // iterator is in overflow list
+    iterator_overflow erase_from_overflow(const_iterator_overflow pos, std::size_t ibucket_for_hash) {
+#ifdef TSL_NO_RANGE_ERASE_WITH_CONST_ITERATOR        
+        auto it_next = m_overflow_elements.erase(mutable_overflow_iterator(pos));
+#else
+        auto it_next = m_overflow_elements.erase(pos);
+#endif
+        m_nb_elements--;
+        
+        
+        // Check if we can remove the overflow flag
+        tsl_assert(m_buckets[ibucket_for_hash].has_overflow());
+        for(const value_type& value: m_overflow_elements) {
+            const std::size_t bucket_for_value = bucket_for_hash(hash_key(KeySelect()(value)));
+            if(bucket_for_value == ibucket_for_hash) {
+                return it_next;
+            }
+        }
+        
+        m_buckets[ibucket_for_hash].set_overflow(false);
+        return it_next;
+    }
+    
+
+    /**
+     * bucket_for_value is the bucket in which the value is.
+     * ibucket_for_hash is the bucket where the value belongs.
+     */
+    void erase_from_bucket(hopscotch_bucket& bucket_for_value, std::size_t ibucket_for_hash) noexcept {
+        const std::size_t ibucket_for_value = std::distance(m_buckets.data(), &bucket_for_value);
+        tsl_assert(ibucket_for_value >= ibucket_for_hash);
+        
+        bucket_for_value.remove_value();
+        m_buckets[ibucket_for_hash].toggle_neighbor_presence(ibucket_for_value - ibucket_for_hash);
+        m_nb_elements--;
+    }
+    
+
+    
+    template<class K, class M>
+    std::pair<iterator, bool> insert_or_assign_impl(K&& key, M&& obj) {
+        auto it = try_emplace_impl(std::forward<K>(key), std::forward<M>(obj));
+        if(!it.second) {
+            it.first.value() = std::forward<M>(obj);
+        }
+        
+        return it;
+    }
+    
+    template<typename P, class... Args>
+    std::pair<iterator, bool> try_emplace_impl(P&& key, Args&&... args_value) {
+        const std::size_t hash = hash_key(key);
+        const std::size_t ibucket_for_hash = bucket_for_hash(hash);
+        
+        // Check if already presents
+        auto it_find = find_impl(key, hash, m_first_or_empty_bucket + ibucket_for_hash);
+        if(it_find != end()) {
+            return std::make_pair(it_find, false);
+        }
+        
+        return insert_impl(ibucket_for_hash, hash, std::piecewise_construct, 
+                                                   std::forward_as_tuple(std::forward<P>(key)), 
+                                                   std::forward_as_tuple(std::forward<Args>(args_value)...));
+    }
+    
+    template<typename P>
+    std::pair<iterator, bool> insert_impl(P&& value) {
+        const std::size_t hash = hash_key(KeySelect()(value));
+        const std::size_t ibucket_for_hash = bucket_for_hash(hash);
+        
+        // Check if already presents
+        auto it_find = find_impl(KeySelect()(value), hash, m_first_or_empty_bucket + ibucket_for_hash);
+        if(it_find != end()) {
+            return std::make_pair(it_find, false);
+        }
+        
+        
+        return insert_impl(ibucket_for_hash, hash, std::forward<P>(value));
+    }
+    
+    template<typename... Args>
+    std::pair<iterator, bool> insert_impl(std::size_t ibucket_for_hash, std::size_t hash, Args&&... value_type_args) {
+        if((m_nb_elements - m_overflow_elements.size()) >= m_max_load_threshold_rehash) {
+            rehash(GrowthPolicy::next_bucket_count());
+            ibucket_for_hash = bucket_for_hash(hash);
+        }
+        
+        std::size_t ibucket_empty = find_empty_bucket(ibucket_for_hash);
+        if(ibucket_empty < m_buckets.size()) {
+            do {
+                tsl_assert(ibucket_empty >= ibucket_for_hash);
+                
+                // Empty bucket is in range of NeighborhoodSize, use it
+                if(ibucket_empty - ibucket_for_hash < NeighborhoodSize) {
+                    auto it = insert_in_bucket(ibucket_empty, ibucket_for_hash, 
+                                               hash, std::forward<Args>(value_type_args)...);
+                    return std::make_pair(iterator(it, m_buckets.end(), m_overflow_elements.begin()), true);
+                }
+            }
+            // else, try to swap values to get a closer empty bucket
+            while(swap_empty_bucket_closer(ibucket_empty));
+        }
+            
+        // Load factor is too low or a rehash will not change the neighborhood, put the value in overflow list
+        if(size() < m_min_load_threshold_rehash || !will_neighborhood_change_on_rehash(ibucket_for_hash)) {
+            auto it = insert_in_overflow(ibucket_for_hash, std::forward<Args>(value_type_args)...);
+            return std::make_pair(iterator(m_buckets.end(), m_buckets.end(), it), true);
+        }
+    
+        rehash(GrowthPolicy::next_bucket_count());
+        ibucket_for_hash = bucket_for_hash(hash);
+        
+        return insert_impl(ibucket_for_hash, hash, std::forward<Args>(value_type_args)...);
+    }    
+    
+    /*
+     * Return true if a rehash will change the position of a key-value in the neighborhood of 
+     * ibucket_neighborhood_check. In this case a rehash is needed instead of puting the value in overflow list.
+     */
+    bool will_neighborhood_change_on_rehash(size_t ibucket_neighborhood_check) const {
+        std::size_t expand_bucket_count = GrowthPolicy::next_bucket_count();
+        GrowthPolicy expand_growth_policy(expand_bucket_count);
+        
+        const bool use_stored_hash = USE_STORED_HASH_ON_REHASH(expand_bucket_count);
+        for(size_t ibucket = ibucket_neighborhood_check; 
+            ibucket < m_buckets.size() && (ibucket - ibucket_neighborhood_check) < NeighborhoodSize; 
+            ++ibucket)
+        {
+            tsl_assert(!m_buckets[ibucket].empty());
+            
+            const size_t hash = use_stored_hash?
+                                    m_buckets[ibucket].truncated_bucket_hash():
+                                    hash_key(KeySelect()(m_buckets[ibucket].value()));
+            if(bucket_for_hash(hash) != expand_growth_policy.bucket_for_hash(hash)) {
+                return true;
+            }
+        }
+        
+        return false;
+    }
+    
+    /*
+     * Return the index of an empty bucket in m_buckets.
+     * If none, the returned index equals m_buckets.size()
+     */
+    std::size_t find_empty_bucket(std::size_t ibucket_start) const {
+        const std::size_t limit = std::min(ibucket_start + MAX_PROBES_FOR_EMPTY_BUCKET, m_buckets.size());
+        for(; ibucket_start < limit; ibucket_start++) {
+            if(m_buckets[ibucket_start].empty()) {
+                return ibucket_start;
+            }
+        }
+        
+        return m_buckets.size();
+    }
+    
+    /*
+     * Insert value in ibucket_empty where value originally belongs to ibucket_for_hash
+     * 
+     * Return bucket iterator to ibucket_empty
+     */
+    template<typename... Args>
+    iterator_buckets insert_in_bucket(std::size_t ibucket_empty, std::size_t ibucket_for_hash,
+                                      std::size_t hash, Args&&... value_type_args) 
+    {
+        tsl_assert(ibucket_empty >= ibucket_for_hash );
+        tsl_assert(m_buckets[ibucket_empty].empty());
+        m_buckets[ibucket_empty].set_value_of_empty_bucket(hopscotch_bucket::truncate_hash(hash), std::forward<Args>(value_type_args)...);
+        
+        tsl_assert(!m_buckets[ibucket_for_hash].empty());
+        m_buckets[ibucket_for_hash].toggle_neighbor_presence(ibucket_empty - ibucket_for_hash);
+        m_nb_elements++;
+        
+        return m_buckets.begin() + ibucket_empty;
+    }
+    
+    template<class... Args, class U = OverflowContainer, typename std::enable_if<!has_key_compare<U>::value>::type* = nullptr>
+    iterator_overflow insert_in_overflow(std::size_t ibucket_for_hash, Args&&... value_type_args) {
+        auto it = m_overflow_elements.emplace(m_overflow_elements.end(), std::forward<Args>(value_type_args)...);
+        
+        m_buckets[ibucket_for_hash].set_overflow(true);
+        m_nb_elements++;
+            
+        return it;
+    }
+    
+    template<class... Args, class U = OverflowContainer, typename std::enable_if<has_key_compare<U>::value>::type* = nullptr>
+    iterator_overflow insert_in_overflow(std::size_t ibucket_for_hash, Args&&... value_type_args) {
+        auto it = m_overflow_elements.emplace(std::forward<Args>(value_type_args)...).first;
+        
+        m_buckets[ibucket_for_hash].set_overflow(true);
+        m_nb_elements++;
+        
+        return it;
+    }
+    
+    /*
+     * Try to swap the bucket ibucket_empty_in_out with a bucket preceding it while keeping the neighborhood 
+     * conditions correct.
+     * 
+     * If a swap was possible, the position of ibucket_empty_in_out will be closer to 0 and true will re returned.
+     */
+    bool swap_empty_bucket_closer(std::size_t& ibucket_empty_in_out) {
+        tsl_assert(ibucket_empty_in_out >= NeighborhoodSize);
+        const std::size_t neighborhood_start = ibucket_empty_in_out - NeighborhoodSize + 1;
+        
+        for(std::size_t to_check = neighborhood_start; to_check < ibucket_empty_in_out; to_check++) {
+            neighborhood_bitmap neighborhood_infos = m_buckets[to_check].neighborhood_infos();
+            std::size_t to_swap = to_check;
+            
+            while(neighborhood_infos != 0 && to_swap < ibucket_empty_in_out) {
+                if((neighborhood_infos & 1) == 1) {
+                    tsl_assert(m_buckets[ibucket_empty_in_out].empty());
+                    tsl_assert(!m_buckets[to_swap].empty());
+                    
+                    m_buckets[to_swap].swap_value_into_empty_bucket(m_buckets[ibucket_empty_in_out]);
+                    
+                    tsl_assert(!m_buckets[to_check].check_neighbor_presence(ibucket_empty_in_out - to_check));
+                    tsl_assert(m_buckets[to_check].check_neighbor_presence(to_swap - to_check));
+                    
+                    m_buckets[to_check].toggle_neighbor_presence(ibucket_empty_in_out - to_check);
+                    m_buckets[to_check].toggle_neighbor_presence(to_swap - to_check);
+                    
+                    
+                    ibucket_empty_in_out = to_swap;
+                    
+                    return true;
+                }
+                
+                to_swap++;
+                neighborhood_infos = neighborhood_bitmap(neighborhood_infos >> 1);
+            }
+        }
+        
+        return false;
+    }
+    
+    
+    
+    template<class K, class U = ValueSelect, typename std::enable_if<has_mapped_type<U>::value>::type* = nullptr>
+    typename U::value_type* find_value_impl(const K& key, std::size_t hash, hopscotch_bucket* bucket_for_hash) {
+        return const_cast<typename U::value_type*>(
+                    static_cast<const hopscotch_hash*>(this)->find_value_impl(key, hash, bucket_for_hash));
+    }
+    
+    /*
+     * Avoid the creation of an iterator to just get the value for operator[] and at() in maps. Faster this way.
+     *
+     * Return null if no value for the key (TODO use std::optional when available).
+     */
+    template<class K, class U = ValueSelect, typename std::enable_if<has_mapped_type<U>::value>::type* = nullptr>
+    const typename U::value_type* find_value_impl(const K& key, std::size_t hash, 
+                                                  const hopscotch_bucket* bucket_for_hash) const 
+    {
+        const hopscotch_bucket* bucket_found = find_in_buckets(key, hash, bucket_for_hash);
+        if(bucket_found != nullptr) {
+            return std::addressof(ValueSelect()(bucket_found->value()));
+        }
+        
+        if(bucket_for_hash->has_overflow()) {
+            auto it_overflow = find_in_overflow(key);
+            if(it_overflow != m_overflow_elements.end()) {
+                return std::addressof(ValueSelect()(*it_overflow));
+            }
+        }
+        
+        return nullptr;
+    }
+    
+    template<class K>
+    size_type count_impl(const K& key, std::size_t hash, const hopscotch_bucket* bucket_for_hash) const {
+        if(find_in_buckets(key, hash, bucket_for_hash) != nullptr) {
+            return 1;
+        }
+        else if(bucket_for_hash->has_overflow() && find_in_overflow(key) != m_overflow_elements.cend()) {
+            return 1;
+        }
+        else {
+            return 0;
+        }
+    }
+    
+    template<class K>
+    iterator find_impl(const K& key, std::size_t hash, hopscotch_bucket* bucket_for_hash) {
+        hopscotch_bucket* bucket_found = find_in_buckets(key, hash, bucket_for_hash);
+        if(bucket_found != nullptr) {
+            return iterator(m_buckets.begin() + std::distance(m_buckets.data(), bucket_found), 
+                            m_buckets.end(), m_overflow_elements.begin());
+        }
+        
+        if(!bucket_for_hash->has_overflow()) {
+            return end();
+        }
+        
+        return iterator(m_buckets.end(), m_buckets.end(), find_in_overflow(key));
+    }
+    
+    template<class K>
+    const_iterator find_impl(const K& key, std::size_t hash, const hopscotch_bucket* bucket_for_hash) const {
+        const hopscotch_bucket* bucket_found = find_in_buckets(key, hash, bucket_for_hash);
+        if(bucket_found != nullptr) {
+            return const_iterator(m_buckets.cbegin() + std::distance(m_buckets.data(), bucket_found), 
+                                  m_buckets.cend(), m_overflow_elements.cbegin());
+        }
+        
+        if(!bucket_for_hash->has_overflow()) {
+            return cend();
+        }
+
+        
+        return const_iterator(m_buckets.cend(), m_buckets.cend(), find_in_overflow(key));
+    }
+    
+    template<class K>
+    hopscotch_bucket* find_in_buckets(const K& key, std::size_t hash, hopscotch_bucket* bucket_for_hash) {   
+        const hopscotch_bucket* bucket_found = 
+                                    static_cast<const hopscotch_hash*>(this)->find_in_buckets(key, hash, bucket_for_hash); 
+        return const_cast<hopscotch_bucket*>(bucket_found);
+    }
+
+    
+    /**
+     * Return a pointer to the bucket which has the value, nullptr otherwise.
+     */
+    template<class K>
+    const hopscotch_bucket* find_in_buckets(const K& key, std::size_t hash, const hopscotch_bucket* bucket_for_hash) const {      
+        (void) hash; // Avoid warning of unused variable when StoreHash is false;
+
+        // TODO Try to optimize the function. 
+        // I tried to use ffs and  __builtin_ffs functions but I could not reduce the time the function
+        // takes with -march=native
+        
+        neighborhood_bitmap neighborhood_infos = bucket_for_hash->neighborhood_infos();
+        while(neighborhood_infos != 0) {
+            if((neighborhood_infos & 1) == 1) {
+                // Check StoreHash before calling bucket_hash_equal. Functionally it doesn't change anythin. 
+                // If StoreHash is false, bucket_hash_equal is a no-op. Avoiding the call is there to help 
+                // GCC optimizes `hash` parameter away, it seems to not be able to do without this hint.
+                if((!StoreHash || bucket_for_hash->bucket_hash_equal(hash)) && 
+                    compare_keys(KeySelect()(bucket_for_hash->value()), key)) 
+                {
+                    return bucket_for_hash;
+                }
+            }
+            
+            ++bucket_for_hash;
+            neighborhood_infos = neighborhood_bitmap(neighborhood_infos >> 1);
+        }
+        
+        return nullptr;
+    }
+    
+
+    
+    template<class K, class U = OverflowContainer, typename std::enable_if<!has_key_compare<U>::value>::type* = nullptr>
+    iterator_overflow find_in_overflow(const K& key) {
+        return std::find_if(m_overflow_elements.begin(), m_overflow_elements.end(), 
+                            [&](const value_type& value) { 
+                                return compare_keys(key, KeySelect()(value)); 
+                            });
+    }
+    
+    template<class K, class U = OverflowContainer, typename std::enable_if<!has_key_compare<U>::value>::type* = nullptr>
+    const_iterator_overflow find_in_overflow(const K& key) const {
+        return std::find_if(m_overflow_elements.cbegin(), m_overflow_elements.cend(), 
+                            [&](const value_type& value) { 
+                                return compare_keys(key, KeySelect()(value)); 
+                            });
+    }
+    
+    template<class K, class U = OverflowContainer, typename std::enable_if<has_key_compare<U>::value>::type* = nullptr>
+    iterator_overflow find_in_overflow(const K& key) {
+        return m_overflow_elements.find(key);
+    }
+    
+    template<class K, class U = OverflowContainer, typename std::enable_if<has_key_compare<U>::value>::type* = nullptr>
+    const_iterator_overflow find_in_overflow(const K& key) const {
+        return m_overflow_elements.find(key);
+    }
+    
+    
+    
+    template<class U = OverflowContainer, typename std::enable_if<!has_key_compare<U>::value>::type* = nullptr>
+    hopscotch_hash new_hopscotch_hash(size_type bucket_count) {
+        return hopscotch_hash(bucket_count, static_cast<Hash&>(*this), static_cast<KeyEqual&>(*this), 
+                              get_allocator(), m_max_load_factor);
+    }
+    
+    template<class U = OverflowContainer, typename std::enable_if<has_key_compare<U>::value>::type* = nullptr>
+    hopscotch_hash new_hopscotch_hash(size_type bucket_count) {
+        return hopscotch_hash(bucket_count, static_cast<Hash&>(*this), static_cast<KeyEqual&>(*this), 
+                              get_allocator(), m_max_load_factor, m_overflow_elements.key_comp());
+    }
+    
+public:    
+    static const size_type DEFAULT_INIT_BUCKETS_SIZE = 16;
+    static constexpr float DEFAULT_MAX_LOAD_FACTOR = (NeighborhoodSize <= 30)?0.8f:0.9f;
+    
+private:    
+    static const std::size_t MAX_PROBES_FOR_EMPTY_BUCKET = 12*NeighborhoodSize;
+    static constexpr float MIN_LOAD_FACTOR_FOR_REHASH = 0.1f;
+    
+    static bool USE_STORED_HASH_ON_REHASH(size_type bucket_count) {
+        (void) bucket_count;
+        if(StoreHash && is_power_of_two_policy<GrowthPolicy>::value) {
+            tsl_assert(bucket_count > 0);
+            return (bucket_count - 1) <= std::numeric_limits<truncated_hash_type>::max();
+        }
+        else {
+            return false;   
+        }
+    }
+    
+    /**
+     * Return an always valid pointer to an static empty hopscotch_bucket.
+     */            
+    hopscotch_bucket* static_empty_bucket_ptr() {
+        static hopscotch_bucket empty_bucket;
+        return &empty_bucket;
+    }
+    
+private:    
+    buckets_container_type m_buckets;
+    overflow_container_type m_overflow_elements;
+    
+    /**
+     * Points to m_buckets.data() if !m_buckets.empty() otherwise points to static_empty_bucket_ptr.
+     * This variable is useful to avoid the cost of checking if m_buckets is empty when trying 
+     * to find an element.
+     */
+    hopscotch_bucket* m_first_or_empty_bucket;
+    
+    size_type m_nb_elements;
+    
+    float m_max_load_factor;
+    
+    /**
+     * Max size of the hash table before a rehash occurs automatically to grow the table.
+     */
+    size_type m_max_load_threshold_rehash;
+    
+    /**
+     * Min size of the hash table before a rehash can occurs automatically (except if m_max_load_threshold_rehash os reached).
+     * If the neighborhood of a bucket is full before the min is reacher, the elements are put into m_overflow_elements.
+     */
+    size_type m_min_load_threshold_rehash;
+};
+
+} // end namespace detail_hopscotch_hash
+
+
+} // end namespace tsl
+
+#endif
diff --git a/include/tsl/hopscotch_map.h b/include/tsl/hopscotch_map.h
new file mode 100644
index 0000000..acd7a79
--- /dev/null
+++ b/include/tsl/hopscotch_map.h
@@ -0,0 +1,679 @@
+/**
+ * MIT License
+ * 
+ * Copyright (c) 2017 Tessil
+ * 
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ * 
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ * 
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef TSL_HOPSCOTCH_MAP_H
+#define TSL_HOPSCOTCH_MAP_H
+
+
+#include <algorithm>
+#include <cstddef>
+#include <functional>
+#include <initializer_list>
+#include <list>
+#include <memory>
+#include <type_traits>
+#include <utility>
+#include "hopscotch_hash.h"
+
+
+namespace tsl {
+
+/**
+ * Implementation of a hash map using the hopscotch hashing algorithm.
+ * 
+ * The Key and the value T must be either nothrow move-constructible, copy-constuctible or both.
+ * 
+ * The size of the neighborhood (NeighborhoodSize) must be > 0 and <= 62 if StoreHash is false.
+ * When StoreHash is true, 32-bits of the hash will be stored alongside the neighborhood limiting
+ * the NeighborhoodSize to <= 30. There is no memory usage difference between 
+ * 'NeighborhoodSize 62; StoreHash false' and 'NeighborhoodSize 30; StoreHash true'.
+ * 
+ * Storing the hash may improve performance on insert during the rehash process if the hash takes time
+ * to compute. It may also improve read performance if the KeyEqual function takes time (or incurs a cache-miss).
+ * If used with simple Hash and KeyEqual it may slow things down.
+ * 
+ * StoreHash can only be set if the GrowthPolicy is set to tsl::power_of_two_growth_policy.
+ * 
+ * GrowthPolicy defines how the map grows and consequently how a hash value is mapped to a bucket. 
+ * By default the map uses tsl::power_of_two_growth_policy. This policy keeps the number of buckets 
+ * to a power of two and uses a mask to map the hash to a bucket instead of the slow modulo.
+ * You may define your own growth policy, check tsl::power_of_two_growth_policy for the interface.
+ * 
+ * If the destructors of Key or T throw an exception, behaviour of the class is undefined.
+ * 
+ * Iterators invalidation:
+ *  - clear, operator=, reserve, rehash: always invalidate the iterators.
+ *  - insert, emplace, emplace_hint, operator[]: if there is an effective insert, invalidate the iterators 
+ *    if a displacement is needed to resolve a collision (which mean that most of the time, 
+ *    insert will invalidate the iterators). Or if there is a rehash.
+ *  - erase: iterator on the erased element is the only one which become invalid.
+ */
+template<class Key, 
+         class T, 
+         class Hash = std::hash<Key>,
+         class KeyEqual = std::equal_to<Key>,
+         class Allocator = std::allocator<std::pair<Key, T>>,
+         unsigned int NeighborhoodSize = 62,
+         bool StoreHash = false,
+         class GrowthPolicy = tsl::hh::power_of_two_growth_policy<2>>
+class hopscotch_map {
+private:    
+    template<typename U>
+    using has_is_transparent = tsl::detail_hopscotch_hash::has_is_transparent<U>;
+    
+    class KeySelect {
+    public:
+        using key_type = Key;
+        
+        const key_type& operator()(const std::pair<Key, T>& key_value) const {
+            return key_value.first;
+        }
+        
+        key_type& operator()(std::pair<Key, T>& key_value) {
+            return key_value.first;
+        }
+    };  
+    
+    class ValueSelect {
+    public:
+        using value_type = T;
+        
+        const value_type& operator()(const std::pair<Key, T>& key_value) const {
+            return key_value.second;
+        }
+        
+        value_type& operator()(std::pair<Key, T>& key_value) {
+            return key_value.second;
+        }
+    };
+    
+    
+    using overflow_container_type = std::list<std::pair<Key, T>, Allocator>;
+    using ht = detail_hopscotch_hash::hopscotch_hash<std::pair<Key, T>, KeySelect, ValueSelect,
+                                                     Hash, KeyEqual, 
+                                                     Allocator, NeighborhoodSize, 
+                                                     StoreHash, GrowthPolicy,
+                                                     overflow_container_type>;
+    
+public:
+    using key_type = typename ht::key_type;
+    using mapped_type = T;
+    using value_type = typename ht::value_type;
+    using size_type = typename ht::size_type;
+    using difference_type = typename ht::difference_type;
+    using hasher = typename ht::hasher;
+    using key_equal = typename ht::key_equal;
+    using allocator_type = typename ht::allocator_type;
+    using reference = typename ht::reference;
+    using const_reference = typename ht::const_reference;
+    using pointer = typename ht::pointer;
+    using const_pointer = typename ht::const_pointer;
+    using iterator = typename ht::iterator;
+    using const_iterator = typename ht::const_iterator;
+    
+    
+    
+    /*
+     * Constructors
+     */
+    hopscotch_map() : hopscotch_map(ht::DEFAULT_INIT_BUCKETS_SIZE) {
+    }
+    
+    explicit hopscotch_map(size_type bucket_count, 
+                        const Hash& hash = Hash(),
+                        const KeyEqual& equal = KeyEqual(),
+                        const Allocator& alloc = Allocator()) : 
+                        m_ht(bucket_count, hash, equal, alloc, ht::DEFAULT_MAX_LOAD_FACTOR)
+    {
+    }
+    
+    hopscotch_map(size_type bucket_count,
+                  const Allocator& alloc) : hopscotch_map(bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+    
+    hopscotch_map(size_type bucket_count,
+                  const Hash& hash,
+                  const Allocator& alloc) : hopscotch_map(bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+    
+    explicit hopscotch_map(const Allocator& alloc) : hopscotch_map(ht::DEFAULT_INIT_BUCKETS_SIZE, alloc) {
+    }
+    
+    template<class InputIt>
+    hopscotch_map(InputIt first, InputIt last,
+                size_type bucket_count = ht::DEFAULT_INIT_BUCKETS_SIZE,
+                const Hash& hash = Hash(),
+                const KeyEqual& equal = KeyEqual(),
+                const Allocator& alloc = Allocator()) : hopscotch_map(bucket_count, hash, equal, alloc)
+    {
+        insert(first, last);
+    }
+    
+    template<class InputIt>
+    hopscotch_map(InputIt first, InputIt last,
+                size_type bucket_count,
+                const Allocator& alloc) : hopscotch_map(first, last, bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+    
+    template<class InputIt>
+    hopscotch_map(InputIt first, InputIt last,
+                size_type bucket_count,
+                const Hash& hash,
+                const Allocator& alloc) : hopscotch_map(first, last, bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+
+    hopscotch_map(std::initializer_list<value_type> init,
+                    size_type bucket_count = ht::DEFAULT_INIT_BUCKETS_SIZE,
+                    const Hash& hash = Hash(),
+                    const KeyEqual& equal = KeyEqual(),
+                    const Allocator& alloc = Allocator()) : 
+                    hopscotch_map(init.begin(), init.end(), bucket_count, hash, equal, alloc)
+    {
+    }
+
+    hopscotch_map(std::initializer_list<value_type> init,
+                    size_type bucket_count,
+                    const Allocator& alloc) : 
+                    hopscotch_map(init.begin(), init.end(), bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+
+    hopscotch_map(std::initializer_list<value_type> init,
+                    size_type bucket_count,
+                    const Hash& hash,
+                    const Allocator& alloc) : 
+                    hopscotch_map(init.begin(), init.end(), bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+
+    
+    hopscotch_map& operator=(std::initializer_list<value_type> ilist) {
+        m_ht.clear();
+        
+        m_ht.reserve(ilist.size());
+        m_ht.insert(ilist.begin(), ilist.end());
+        
+        return *this;
+    }
+    
+    allocator_type get_allocator() const { return m_ht.get_allocator(); }
+    
+    
+    /*
+     * Iterators
+     */
+    iterator begin() noexcept { return m_ht.begin(); }
+    const_iterator begin() const noexcept { return m_ht.begin(); }
+    const_iterator cbegin() const noexcept { return m_ht.cbegin(); }
+    
+    iterator end() noexcept { return m_ht.end(); }
+    const_iterator end() const noexcept { return m_ht.end(); }
+    const_iterator cend() const noexcept { return m_ht.cend(); }
+    
+    
+    /*
+     * Capacity
+     */
+    bool empty() const noexcept { return m_ht.empty(); }
+    size_type size() const noexcept { return m_ht.size(); }
+    size_type max_size() const noexcept { return m_ht.max_size(); }
+    
+    /*
+     * Modifiers
+     */
+    void clear() noexcept { m_ht.clear(); }
+    
+    
+    
+    
+    std::pair<iterator, bool> insert(const value_type& value) { 
+        return m_ht.insert(value); 
+    }
+        
+    template<class P, typename std::enable_if<std::is_constructible<value_type, P&&>::value>::type* = nullptr>
+    std::pair<iterator, bool> insert(P&& value) { 
+        return m_ht.insert(std::forward<P>(value)); 
+    }
+    
+    std::pair<iterator, bool> insert(value_type&& value) { 
+        return m_ht.insert(std::move(value)); 
+    }
+    
+    
+    iterator insert(const_iterator hint, const value_type& value) { 
+        return m_ht.insert(hint, value); 
+    }
+        
+    template<class P, typename std::enable_if<std::is_constructible<value_type, P&&>::value>::type* = nullptr>
+    iterator insert(const_iterator hint, P&& value) { 
+        return m_ht.insert(hint, std::forward<P>(value));
+    }
+    
+    iterator insert(const_iterator hint, value_type&& value) { 
+        return m_ht.insert(hint, std::move(value)); 
+    }
+    
+    
+    template<class InputIt>
+    void insert(InputIt first, InputIt last) { 
+        m_ht.insert(first, last); 
+    }
+    
+    void insert(std::initializer_list<value_type> ilist) { 
+        m_ht.insert(ilist.begin(), ilist.end()); 
+    }
+
+    
+    
+    
+    template<class M>
+    std::pair<iterator, bool> insert_or_assign(const key_type& k, M&& obj) { 
+        return m_ht.insert_or_assign(k, std::forward<M>(obj)); 
+    }
+
+    template<class M>
+    std::pair<iterator, bool> insert_or_assign(key_type&& k, M&& obj) { 
+        return m_ht.insert_or_assign(std::move(k), std::forward<M>(obj)); 
+    }
+    
+    template<class M>
+    iterator insert_or_assign(const_iterator hint, const key_type& k, M&& obj) {
+        return m_ht.insert_or_assign(hint, k, std::forward<M>(obj));
+    }
+    
+    template<class M>
+    iterator insert_or_assign(const_iterator hint, key_type&& k, M&& obj) {
+        return m_ht.insert_or_assign(hint, std::move(k), std::forward<M>(obj));
+    }
+    
+    
+    
+    
+    /**
+     * Due to the way elements are stored, emplace will need to move or copy the key-value once.
+     * The method is equivalent to insert(value_type(std::forward<Args>(args)...));
+     * 
+     * Mainly here for compatibility with the std::unordered_map interface.
+     */
+    template<class... Args>
+    std::pair<iterator, bool> emplace(Args&&... args) { 
+        return m_ht.emplace(std::forward<Args>(args)...); 
+    }
+    
+    
+    
+    
+    /**
+     * Due to the way elements are stored, emplace_hint will need to move or copy the key-value once.
+     * The method is equivalent to insert(hint, value_type(std::forward<Args>(args)...));
+     * 
+     * Mainly here for compatibility with the std::unordered_map interface.
+     */
+    template<class... Args>
+    iterator emplace_hint(const_iterator hint, Args&&... args) {
+        return m_ht.emplace_hint(hint, std::forward<Args>(args)...);
+    }
+    
+    
+    
+    
+    template<class... Args>
+    std::pair<iterator, bool> try_emplace(const key_type& k, Args&&... args) { 
+        return m_ht.try_emplace(k, std::forward<Args>(args)...);
+    }
+    
+    template<class... Args>
+    std::pair<iterator, bool> try_emplace(key_type&& k, Args&&... args) {
+        return m_ht.try_emplace(std::move(k), std::forward<Args>(args)...);
+    }
+    
+    template<class... Args>
+    iterator try_emplace(const_iterator hint, const key_type& k, Args&&... args) {
+        return m_ht.try_emplace(hint, k, std::forward<Args>(args)...);
+    }
+    
+    template<class... Args>
+    iterator try_emplace(const_iterator hint, key_type&& k, Args&&... args) {
+        return m_ht.try_emplace(hint, std::move(k), std::forward<Args>(args)...);
+    }
+    
+    
+
+    
+    iterator erase(iterator pos) { return m_ht.erase(pos); }
+    iterator erase(const_iterator pos) { return m_ht.erase(pos); }
+    iterator erase(const_iterator first, const_iterator last) { return m_ht.erase(first, last); }
+    size_type erase(const key_type& key) { return m_ht.erase(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup to the value if you already have the hash.
+     */    
+    size_type erase(const key_type& key, std::size_t precalculated_hash) { 
+        return m_ht.erase(key, precalculated_hash); 
+    }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    size_type erase(const K& key) { return m_ht.erase(key); }
+    
+    /**
+     * @copydoc erase(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup to the value if you already have the hash.
+     */    
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    size_type erase(const K& key, std::size_t precalculated_hash) { 
+        return m_ht.erase(key, precalculated_hash); 
+    }
+    
+    
+    
+    
+    void swap(hopscotch_map& other) { other.m_ht.swap(m_ht); }
+    
+    /*
+     * Lookup
+     */
+    T& at(const Key& key) { return m_ht.at(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    T& at(const Key& key, std::size_t precalculated_hash) { return m_ht.at(key, precalculated_hash); }
+    
+    
+    const T& at(const Key& key) const { return m_ht.at(key); }
+    
+    /**
+     * @copydoc at(const Key& key, std::size_t precalculated_hash)
+     */
+    const T& at(const Key& key, std::size_t precalculated_hash) const { return m_ht.at(key, precalculated_hash); }
+    
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    T& at(const K& key) { return m_ht.at(key); }
+
+    /**
+     * @copydoc at(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */    
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    T& at(const K& key, std::size_t precalculated_hash) { return m_ht.at(key, precalculated_hash); }
+    
+    
+    /**
+     * @copydoc at(const K& key)
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    const T& at(const K& key) const { return m_ht.at(key); }
+    
+    /**
+     * @copydoc at(const K& key, std::size_t precalculated_hash)
+     */    
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    const T& at(const K& key, std::size_t precalculated_hash) const { return m_ht.at(key, precalculated_hash); }
+    
+    
+    
+    
+    T& operator[](const Key& key) { return m_ht[key]; }    
+    T& operator[](Key&& key) { return m_ht[std::move(key)]; }
+    
+    
+    
+    
+    size_type count(const Key& key) const { return m_ht.count(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    size_type count(const Key& key, std::size_t precalculated_hash) const { 
+        return m_ht.count(key, precalculated_hash); 
+    }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    size_type count(const K& key) const { return m_ht.count(key); }
+    
+    /**
+     * @copydoc count(const K& key) const
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */     
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    size_type count(const K& key, std::size_t precalculated_hash) const { return m_ht.count(key, precalculated_hash); }
+    
+    
+    
+    
+    iterator find(const Key& key) { return m_ht.find(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    iterator find(const Key& key, std::size_t precalculated_hash) { return m_ht.find(key, precalculated_hash); }
+    
+    const_iterator find(const Key& key) const { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const Key& key, std::size_t precalculated_hash)
+     */
+    const_iterator find(const Key& key, std::size_t precalculated_hash) const { 
+        return m_ht.find(key, precalculated_hash);
+    }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    iterator find(const K& key) { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    iterator find(const K& key, std::size_t precalculated_hash) { return m_ht.find(key, precalculated_hash); }
+    
+    /**
+     * @copydoc find(const K& key)
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    const_iterator find(const K& key) const { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    const_iterator find(const K& key, std::size_t precalculated_hash) const { 
+        return m_ht.find(key, precalculated_hash); 
+    }
+    
+    
+    
+    
+    std::pair<iterator, iterator> equal_range(const Key& key) { return m_ht.equal_range(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    std::pair<iterator, iterator> equal_range(const Key& key, std::size_t precalculated_hash) { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    std::pair<const_iterator, const_iterator> equal_range(const Key& key) const { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const Key& key, std::size_t precalculated_hash)
+     */
+    std::pair<const_iterator, const_iterator> equal_range(const Key& key, std::size_t precalculated_hash) const { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    std::pair<iterator, iterator> equal_range(const K& key) { return m_ht.equal_range(key); }
+    
+    
+    /**
+     * @copydoc equal_range(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    std::pair<iterator, iterator> equal_range(const K& key, std::size_t precalculated_hash) { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    /**
+     * @copydoc equal_range(const K& key)
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    std::pair<const_iterator, const_iterator> equal_range(const K& key) const { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const K& key, std::size_t precalculated_hash)
+     */    
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    std::pair<const_iterator, const_iterator> equal_range(const K& key, std::size_t precalculated_hash) const { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    
+    
+    
+    /*
+     * Bucket interface 
+     */
+    size_type bucket_count() const { return m_ht.bucket_count(); }
+    size_type max_bucket_count() const { return m_ht.max_bucket_count(); }
+    
+    
+    /*
+     *  Hash policy 
+     */
+    float load_factor() const { return m_ht.load_factor(); }
+    float max_load_factor() const { return m_ht.max_load_factor(); }
+    void max_load_factor(float ml) { m_ht.max_load_factor(ml); }
+    
+    void rehash(size_type count_) { m_ht.rehash(count_); }
+    void reserve(size_type count_) { m_ht.reserve(count_); }
+    
+    
+    /*
+     * Observers
+     */
+    hasher hash_function() const { return m_ht.hash_function(); }
+    key_equal key_eq() const { return m_ht.key_eq(); }
+    
+    /*
+     * Other
+     */
+    
+    /**
+     * Convert a const_iterator to an iterator.
+     */
+    iterator mutable_iterator(const_iterator pos) {
+        return m_ht.mutable_iterator(pos);
+    }
+    
+    size_type overflow_size() const noexcept { return m_ht.overflow_size(); }
+    
+    friend bool operator==(const hopscotch_map& lhs, const hopscotch_map& rhs) {
+        if(lhs.size() != rhs.size()) {
+            return false;
+        }
+        
+        for(const auto& element_lhs : lhs) {
+            const auto it_element_rhs = rhs.find(element_lhs.first);
+            if(it_element_rhs == rhs.cend() || element_lhs.second != it_element_rhs->second) {
+                return false;
+            }
+        }
+        
+        return true;
+    }
+
+    friend bool operator!=(const hopscotch_map& lhs, const hopscotch_map& rhs) {
+        return !operator==(lhs, rhs);
+    }
+
+    friend void swap(hopscotch_map& lhs, hopscotch_map& rhs) {
+        lhs.swap(rhs);
+    }
+
+
+    
+private:
+    ht m_ht;
+};
+
+
+/**
+ * Same as `tsl::hopscotch_map<Key, T, Hash, KeyEqual, Allocator, NeighborhoodSize, StoreHash, tsl::hh::prime_growth_policy>`.
+ */
+template<class Key, 
+         class T, 
+         class Hash = std::hash<Key>,
+         class KeyEqual = std::equal_to<Key>,
+         class Allocator = std::allocator<std::pair<Key, T>>,
+         unsigned int NeighborhoodSize = 62,
+         bool StoreHash = false>
+using hopscotch_pg_map = hopscotch_map<Key, T, Hash, KeyEqual, Allocator, NeighborhoodSize, StoreHash, tsl::hh::prime_growth_policy>;
+
+} // end namespace tsl
+
+#endif
diff --git a/include/tsl/hopscotch_set.h b/include/tsl/hopscotch_set.h
new file mode 100644
index 0000000..4013d33
--- /dev/null
+++ b/include/tsl/hopscotch_set.h
@@ -0,0 +1,525 @@
+/**
+ * MIT License
+ * 
+ * Copyright (c) 2017 Tessil
+ * 
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ * 
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ * 
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef TSL_HOPSCOTCH_SET_H
+#define TSL_HOPSCOTCH_SET_H
+
+
+#include <algorithm>
+#include <cstddef>
+#include <functional>
+#include <initializer_list>
+#include <list>
+#include <memory>
+#include <type_traits>
+#include <utility>
+#include "hopscotch_hash.h"
+
+
+namespace tsl {
+
+/**
+ * Implementation of a hash set using the hopscotch hashing algorithm.
+ * 
+ * The Key must be either nothrow move-constructible, copy-constuctible or both.
+ * 
+ * The size of the neighborhood (NeighborhoodSize) must be > 0 and <= 62 if StoreHash is false.
+ * When StoreHash is true, 32-bits of the hash will be stored alongside the neighborhood limiting
+ * the NeighborhoodSize to <= 30. There is no memory usage difference between 
+ * 'NeighborhoodSize 62; StoreHash false' and 'NeighborhoodSize 30; StoreHash true'.
+ * 
+ * Storing the hash may improve performance on insert during the rehash process if the hash takes time
+ * to compute. It may also improve read performance if the KeyEqual function takes time (or incurs a cache-miss).
+ * If used with simple Hash and KeyEqual it may slow things down.
+ * 
+ * StoreHash can only be set if the GrowthPolicy is set to tsl::power_of_two_growth_policy.
+ * 
+ * GrowthPolicy defines how the set grows and consequently how a hash value is mapped to a bucket. 
+ * By default the set uses tsl::power_of_two_growth_policy. This policy keeps the number of buckets 
+ * to a power of two and uses a mask to set the hash to a bucket instead of the slow modulo.
+ * You may define your own growth policy, check tsl::power_of_two_growth_policy for the interface.
+ * 
+ * If the destructor of Key throws an exception, behaviour of the class is undefined.
+ * 
+ * Iterators invalidation:
+ *  - clear, operator=, reserve, rehash: always invalidate the iterators.
+ *  - insert, emplace, emplace_hint, operator[]: if there is an effective insert, invalidate the iterators 
+ *    if a displacement is needed to resolve a collision (which mean that most of the time, 
+ *    insert will invalidate the iterators). Or if there is a rehash.
+ *  - erase: iterator on the erased element is the only one which become invalid.
+ */
+template<class Key, 
+         class Hash = std::hash<Key>,
+         class KeyEqual = std::equal_to<Key>,
+         class Allocator = std::allocator<Key>,
+         unsigned int NeighborhoodSize = 62,
+         bool StoreHash = false,
+         class GrowthPolicy = tsl::hh::power_of_two_growth_policy<2>>
+class hopscotch_set {
+private:    
+    template<typename U>
+    using has_is_transparent = tsl::detail_hopscotch_hash::has_is_transparent<U>;
+    
+    class KeySelect {
+    public:
+        using key_type = Key;
+        
+        const key_type& operator()(const Key& key) const {
+            return key;
+        }
+        
+        key_type& operator()(Key& key) {
+            return key;
+        }
+    };
+    
+    
+    using overflow_container_type = std::list<Key, Allocator>;
+    using ht = detail_hopscotch_hash::hopscotch_hash<Key, KeySelect, void,
+                                                     Hash, KeyEqual, 
+                                                     Allocator, NeighborhoodSize, 
+                                                     StoreHash, GrowthPolicy,
+                                                     overflow_container_type>;
+            
+public:
+    using key_type = typename ht::key_type;
+    using value_type = typename ht::value_type;
+    using size_type = typename ht::size_type;
+    using difference_type = typename ht::difference_type;
+    using hasher = typename ht::hasher;
+    using key_equal = typename ht::key_equal;
+    using allocator_type = typename ht::allocator_type;
+    using reference = typename ht::reference;
+    using const_reference = typename ht::const_reference;
+    using pointer = typename ht::pointer;
+    using const_pointer = typename ht::const_pointer;
+    using iterator = typename ht::iterator;
+    using const_iterator = typename ht::const_iterator;
+
+    
+    /*
+     * Constructors
+     */
+    hopscotch_set() : hopscotch_set(ht::DEFAULT_INIT_BUCKETS_SIZE) {
+    }
+    
+    explicit hopscotch_set(size_type bucket_count, 
+                        const Hash& hash = Hash(),
+                        const KeyEqual& equal = KeyEqual(),
+                        const Allocator& alloc = Allocator()) : 
+                        m_ht(bucket_count, hash, equal, alloc, ht::DEFAULT_MAX_LOAD_FACTOR)
+    {
+    }
+    
+    hopscotch_set(size_type bucket_count,
+                  const Allocator& alloc) : hopscotch_set(bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+    
+    hopscotch_set(size_type bucket_count,
+                  const Hash& hash,
+                  const Allocator& alloc) : hopscotch_set(bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+    
+    explicit hopscotch_set(const Allocator& alloc) : hopscotch_set(ht::DEFAULT_INIT_BUCKETS_SIZE, alloc) {
+    }
+    
+    template<class InputIt>
+    hopscotch_set(InputIt first, InputIt last,
+                size_type bucket_count = ht::DEFAULT_INIT_BUCKETS_SIZE,
+                const Hash& hash = Hash(),
+                const KeyEqual& equal = KeyEqual(),
+                const Allocator& alloc = Allocator()) : hopscotch_set(bucket_count, hash, equal, alloc)
+    {
+        insert(first, last);
+    }
+    
+    template<class InputIt>
+    hopscotch_set(InputIt first, InputIt last,
+                size_type bucket_count,
+                const Allocator& alloc) : hopscotch_set(first, last, bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+    
+    template<class InputIt>
+    hopscotch_set(InputIt first, InputIt last,
+                size_type bucket_count,
+                const Hash& hash,
+                const Allocator& alloc) : hopscotch_set(first, last, bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+
+    hopscotch_set(std::initializer_list<value_type> init,
+                    size_type bucket_count = ht::DEFAULT_INIT_BUCKETS_SIZE,
+                    const Hash& hash = Hash(),
+                    const KeyEqual& equal = KeyEqual(),
+                    const Allocator& alloc = Allocator()) : 
+                    hopscotch_set(init.begin(), init.end(), bucket_count, hash, equal, alloc)
+    {
+    }
+
+    hopscotch_set(std::initializer_list<value_type> init,
+                    size_type bucket_count,
+                    const Allocator& alloc) : 
+                    hopscotch_set(init.begin(), init.end(), bucket_count, Hash(), KeyEqual(), alloc)
+    {
+    }
+
+    hopscotch_set(std::initializer_list<value_type> init,
+                    size_type bucket_count,
+                    const Hash& hash,
+                    const Allocator& alloc) : 
+                    hopscotch_set(init.begin(), init.end(), bucket_count, hash, KeyEqual(), alloc)
+    {
+    }
+
+    
+    hopscotch_set& operator=(std::initializer_list<value_type> ilist) {
+        m_ht.clear();
+        
+        m_ht.reserve(ilist.size());
+        m_ht.insert(ilist.begin(), ilist.end());
+        
+        return *this;
+    }
+    
+    allocator_type get_allocator() const { return m_ht.get_allocator(); }
+    
+    
+    /*
+     * Iterators
+     */
+    iterator begin() noexcept { return m_ht.begin(); }
+    const_iterator begin() const noexcept { return m_ht.begin(); }
+    const_iterator cbegin() const noexcept { return m_ht.cbegin(); }
+    
+    iterator end() noexcept { return m_ht.end(); }
+    const_iterator end() const noexcept { return m_ht.end(); }
+    const_iterator cend() const noexcept { return m_ht.cend(); }
+    
+    
+    /*
+     * Capacity
+     */
+    bool empty() const noexcept { return m_ht.empty(); }
+    size_type size() const noexcept { return m_ht.size(); }
+    size_type max_size() const noexcept { return m_ht.max_size(); }
+    
+    /*
+     * Modifiers
+     */
+    void clear() noexcept { m_ht.clear(); }
+    
+    
+    
+    
+    std::pair<iterator, bool> insert(const value_type& value) { return m_ht.insert(value); }
+    std::pair<iterator, bool> insert(value_type&& value) { return m_ht.insert(std::move(value)); }
+    
+    iterator insert(const_iterator hint, const value_type& value) { return m_ht.insert(hint, value); }
+    iterator insert(const_iterator hint, value_type&& value) { return m_ht.insert(hint, std::move(value)); }
+    
+    template<class InputIt>
+    void insert(InputIt first, InputIt last) { m_ht.insert(first, last); }
+    void insert(std::initializer_list<value_type> ilist) { m_ht.insert(ilist.begin(), ilist.end()); }
+
+    
+    
+    
+    /**
+     * Due to the way elements are stored, emplace will need to move or copy the key-value once.
+     * The method is equivalent to insert(value_type(std::forward<Args>(args)...));
+     * 
+     * Mainly here for compatibility with the std::unordered_map interface.
+     */
+    template<class... Args>
+    std::pair<iterator, bool> emplace(Args&&... args) { return m_ht.emplace(std::forward<Args>(args)...); }
+    
+    
+    
+    
+    /**
+     * Due to the way elements are stored, emplace_hint will need to move or copy the key-value once.
+     * The method is equivalent to insert(hint, value_type(std::forward<Args>(args)...));
+     * 
+     * Mainly here for compatibility with the std::unordered_map interface.
+     */
+    template<class... Args>
+    iterator emplace_hint(const_iterator hint, Args&&... args) {
+        return m_ht.emplace_hint(hint, std::forward<Args>(args)...);
+    }
+
+    
+    
+    
+    iterator erase(iterator pos) { return m_ht.erase(pos); }
+    iterator erase(const_iterator pos) { return m_ht.erase(pos); }
+    iterator erase(const_iterator first, const_iterator last) { return m_ht.erase(first, last); }
+    size_type erase(const key_type& key) { return m_ht.erase(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup to the value if you already have the hash.
+     */    
+    size_type erase(const key_type& key, std::size_t precalculated_hash) { 
+        return m_ht.erase(key, precalculated_hash); 
+    }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    size_type erase(const K& key) { return m_ht.erase(key); }
+    
+    /**
+     * @copydoc erase(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup to the value if you already have the hash.
+     */    
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    size_type erase(const K& key, std::size_t precalculated_hash) { 
+        return m_ht.erase(key, precalculated_hash); 
+    }
+    
+    
+    
+    
+    void swap(hopscotch_set& other) { other.m_ht.swap(m_ht); }
+    
+    
+    /*
+     * Lookup
+     */
+    size_type count(const Key& key) const { return m_ht.count(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    size_type count(const Key& key, std::size_t precalculated_hash) const { return m_ht.count(key, precalculated_hash); }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    size_type count(const K& key) const { return m_ht.count(key); }
+    
+    /**
+     * @copydoc count(const K& key) const
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    size_type count(const K& key, std::size_t precalculated_hash) const { return m_ht.count(key, precalculated_hash); }
+    
+    
+    
+    
+    iterator find(const Key& key) { return m_ht.find(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    iterator find(const Key& key, std::size_t precalculated_hash) { return m_ht.find(key, precalculated_hash); }
+    
+    const_iterator find(const Key& key) const { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const Key& key, std::size_t precalculated_hash)
+     */
+    const_iterator find(const Key& key, std::size_t precalculated_hash) const { return m_ht.find(key, precalculated_hash); }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    iterator find(const K& key) { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    iterator find(const K& key, std::size_t precalculated_hash) { return m_ht.find(key, precalculated_hash); }
+    
+    /**
+     * @copydoc find(const K& key)
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    const_iterator find(const K& key) const { return m_ht.find(key); }
+    
+    /**
+     * @copydoc find(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    const_iterator find(const K& key, std::size_t precalculated_hash) const { return m_ht.find(key, precalculated_hash); }
+    
+    
+    
+    
+    std::pair<iterator, iterator> equal_range(const Key& key) { return m_ht.equal_range(key); }
+    
+    /**
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */
+    std::pair<iterator, iterator> equal_range(const Key& key, std::size_t precalculated_hash) { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    std::pair<const_iterator, const_iterator> equal_range(const Key& key) const { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const Key& key, std::size_t precalculated_hash)
+     */
+    std::pair<const_iterator, const_iterator> equal_range(const Key& key, std::size_t precalculated_hash) const { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    /**
+     * This overload only participates in the overload resolution if the typedef KeyEqual::is_transparent exists. 
+     * If so, K must be hashable and comparable to Key.
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    std::pair<iterator, iterator> equal_range(const K& key) { return m_ht.equal_range(key); }
+    
+    /**
+     * @copydoc equal_range(const K& key)
+     * 
+     * Use the hash value 'precalculated_hash' instead of hashing the key. The hash value should be the same
+     * as hash_function()(key). Usefull to speed-up the lookup if you already have the hash.
+     */    
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    std::pair<iterator, iterator> equal_range(const K& key, std::size_t precalculated_hash) { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    /**
+     * @copydoc equal_range(const K& key)
+     */
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    std::pair<const_iterator, const_iterator> equal_range(const K& key) const { return m_ht.equal_range(key); }
+
+    /**
+     * @copydoc equal_range(const K& key, std::size_t precalculated_hash)
+     */    
+    template<class K, class KE = KeyEqual, typename std::enable_if<has_is_transparent<KE>::value>::type* = nullptr> 
+    std::pair<const_iterator, const_iterator> equal_range(const K& key, std::size_t precalculated_hash) const { 
+        return m_ht.equal_range(key, precalculated_hash); 
+    }
+    
+    
+    
+
+    /*
+     * Bucket interface 
+     */
+    size_type bucket_count() const { return m_ht.bucket_count(); }
+    size_type max_bucket_count() const { return m_ht.max_bucket_count(); }
+    
+    
+    /*
+     *  Hash policy 
+     */
+    float load_factor() const { return m_ht.load_factor(); }
+    float max_load_factor() const { return m_ht.max_load_factor(); }
+    void max_load_factor(float ml) { m_ht.max_load_factor(ml); }
+    
+    void rehash(size_type count_) { m_ht.rehash(count_); }
+    void reserve(size_type count_) { m_ht.reserve(count_); }
+    
+    
+    /*
+     * Observers
+     */
+    hasher hash_function() const { return m_ht.hash_function(); }
+    key_equal key_eq() const { return m_ht.key_eq(); }
+    
+    
+    /*
+     * Other
+     */
+    
+    /**
+     * Convert a const_iterator to an iterator.
+     */
+    iterator mutable_iterator(const_iterator pos) {
+        return m_ht.mutable_iterator(pos);
+    }
+    
+    size_type overflow_size() const noexcept { return m_ht.overflow_size(); }
+    
+    friend bool operator==(const hopscotch_set& lhs, const hopscotch_set& rhs) {
+        if(lhs.size() != rhs.size()) {
+            return false;
+        }
+        
+        for(const auto& element_lhs : lhs) {
+            const auto it_element_rhs = rhs.find(element_lhs);
+            if(it_element_rhs == rhs.cend()) {
+                return false;
+            }
+        }
+        
+        return true;
+    }
+
+    friend bool operator!=(const hopscotch_set& lhs, const hopscotch_set& rhs) {
+        return !operator==(lhs, rhs);
+    }
+
+    friend void swap(hopscotch_set& lhs, hopscotch_set& rhs) {
+        lhs.swap(rhs);
+    }
+    
+private:
+    ht m_ht;    
+};
+
+
+/**
+ * Same as `tsl::hopscotch_set<Key, Hash, KeyEqual, Allocator, NeighborhoodSize, StoreHash, tsl::hh::prime_growth_policy>`.
+ */
+template<class Key, 
+         class Hash = std::hash<Key>,
+         class KeyEqual = std::equal_to<Key>,
+         class Allocator = std::allocator<Key>,
+         unsigned int NeighborhoodSize = 62,
+         bool StoreHash = false>
+using hopscotch_pg_set = hopscotch_set<Key, Hash, KeyEqual, Allocator, NeighborhoodSize, StoreHash, tsl::hh::prime_growth_policy>;
+
+} // end namespace tsl
+
+#endif
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index a2b0df3..330ad55 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -12,6 +12,7 @@
 #include "CLI/Timer.hpp"
 #include "kmer.h"
 #include "lrucache.hpp"
+#include "hashutil.h"
 
 struct QueryStats {
     uint32_t cnt = 0, cacheCntr = 0, noCacheCntr{0};
@@ -25,6 +26,20 @@ struct QueryStats {
     std::unordered_map<uint32_t, uint64_t> numOcc;
 };
 
+
+namespace mantis{
+  namespace util {
+    class int_hasher {
+    public:
+      size_t operator()(uint64_t i) const {
+        return HashUtil::MurmurHash64A(reinterpret_cast<const void*>(&i), sizeof(i), 8675309);
+      }
+    };
+  }
+}
+
+using LRUCacheMap =  cache::lru_cache <uint64_t, std::vector<uint64_t>, mantis::util::int_hasher>;
+
 class RankScores {
 public:
   RankScores(uint64_t nranks) {rs_.resize(nranks);}
@@ -79,10 +94,10 @@ class MSFQuery {
     }
 
     std::vector<uint64_t> buildColor(uint64_t eqid, QueryStats &queryStats,
-                                     cache::lru_cache <uint64_t, std::vector<uint64_t>> *lru_cache,
+                                     LRUCacheMap *lru_cache,
                                      RankScores* rs,
                                      bool all = true) {
-
+        (void)rs;
         std::vector<uint32_t> flips(numSamples);
         std::vector<uint32_t> xorflips(numSamples, 0);
         uint64_t i{eqid}, from{0}, to{0};
@@ -90,7 +105,7 @@ class MSFQuery {
         std::vector<uint64_t> froms;
         std::vector<uint32_t> parents;
         froms.reserve(12000);
-        parents.reserve(12000);
+        //parents.reserve(12000);
         queryStats.totEqcls++;
         auto sstart = std::chrono::system_clock::now();
         bool foundCache = false;
@@ -111,30 +126,32 @@ class MSFQuery {
             else
                 from = 0;
             froms.push_back(from);
-            parents.push_back(i);
+            //parents.push_back(i);
             //queryStats.numOcc[i]++;
             i = iparent;
             iparent = parentbv[i];
             ++queryStats.totSel;
             ++height;
         }
-        if (!foundCache and i == iparent and i != zero) {
+        if (!foundCache and i != zero) {
             if (i > 0)
                 from = sbbv(i) + 1;
             else
                 from = 0;
             froms.push_back(from);
-            parents.push_back(i);
+            //parents.push_back(i);
             ++queryStats.totSel;
             queryStats.rootedNonZero++;
             ++height;
         }
         // update ranks
+        /*
         if (rs) {
           for (size_t idx = 0; idx < froms.size(); ++idx) {
             (*rs)[(height - idx)][parents[idx]]++;
           }
         }
+        */
 
         queryStats.selectTime += std::chrono::system_clock::now() - sstart;
         auto fstart = std::chrono::system_clock::now();
@@ -197,7 +214,7 @@ class MSFQuery {
 
 mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
                                 CQF<KeyObject> &dbg, MSFQuery &msfQuery,
-                                cache::lru_cache <uint64_t, std::vector<uint64_t>> &lru_cache,
+                                LRUCacheMap& lru_cache,
                                 RankScores& rs,
                                 QueryStats &queryStats) {
     std::unordered_map<uint64_t, uint64_t> query_eqclass_map;
@@ -372,7 +389,7 @@ int main(int argc, char *argv[]) {
     uint64_t eqCount = msfQuery.parentbv.size() - 1;
     std::cerr << "total # of equivalence classes is : " << eqCount << "\n";
 
-    cache::lru_cache <uint64_t, std::vector<uint64_t>> cache_lru(100000);
+    LRUCacheMap cache_lru(100000);
     QueryStats queryStats;
 
     if (selected == mode::validate) {
@@ -443,8 +460,7 @@ int main(int argc, char *argv[]) {
                                                           20,
                                                           total_kmers);
         std::cerr << "Done loading query file : # of seqs: " << multi_kmers.size() << "\n";
-        RankScores rs(12000);
-        std::cerr << "here\n";
+        RankScores rs(1);
         std::ofstream opfile(opt.outputfile);
         {
             CLI::AutoTimer timer{"Query time ", CLI::Timer::Big};

From ddcbd681946c87bc8b068d31bb23db76377c60a9 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 21:00:42 -0400
Subject: [PATCH 047/122] remove some allocs

---
 include/coloreddbg.h   |  6 +++---
 include/common_types.h |  3 ++-
 src/validateMSF.cc     | 18 ++++++++++--------
 src/validatemantis.cc  |  4 ++--
 4 files changed, 17 insertions(+), 14 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 8b9f1a4..6064e5a 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -75,7 +75,7 @@ class ColoredDbg {
 		uint32_t seed(void) const { return dbg.seed(); }
 		uint64_t range(void) const { return dbg.range(); }
 
-		std::unordered_map<uint64_t, uint64_t>
+  mantis::QueryResult
 			find_samples(const mantis::QuerySet& kmers);
 
 		void serialize();
@@ -275,7 +275,7 @@ void ColoredDbg<qf_obj, key_obj>::serialize() {
 }
 
 template <class qf_obj, class key_obj>
-std::unordered_map<uint64_t, uint64_t>
+mantis::QueryResult
 ColoredDbg<qf_obj,key_obj>::find_samples(const mantis::QuerySet& kmers) {
 	// Find a list of eq classes and the number of kmers that belong those eq
 	// classes.
@@ -287,7 +287,7 @@ ColoredDbg<qf_obj,key_obj>::find_samples(const mantis::QuerySet& kmers) {
 			query_eqclass_map[eqclass] += 1;
 	}
 
-	std::unordered_map<uint64_t, uint64_t> sample_map;
+  mantis::QueryResult sample_map;
 	for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end();
 			 ++it) {
 		auto eqclass_id = it->first;
diff --git a/include/common_types.h b/include/common_types.h
index 63b6040..bac7e41 100644
--- a/include/common_types.h
+++ b/include/common_types.h
@@ -4,6 +4,7 @@
 #include <unordered_set>
 #include <unordered_map>
 #include <vector>
+#include "tsl/hopscotch_map.h"
 
 namespace mantis {
   using KmerHash = uint64_t;
@@ -16,7 +17,7 @@ namespace mantis {
   };
 
 
-  using QueryResult = std::unordered_map<uint64_t, uint64_t>;
+  using QueryResult = tsl::hopscotch_map<uint64_t, uint64_t>;
   using QueryResults = std::vector<QueryResult>;
 }
 
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 330ad55..aea1739 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -23,7 +23,8 @@ struct QueryStats {
     uint64_t rootedNonZero{0};
     uint64_t nextCacheUpdate{10000};
     uint64_t globalQueryNum{0};
-    std::unordered_map<uint32_t, uint64_t> numOcc;
+    std::vector<uint64_t> buffer;
+  //std::unordered_map<uint32_t, uint64_t> numOcc;
 };
 
 
@@ -102,9 +103,10 @@ class MSFQuery {
         std::vector<uint32_t> xorflips(numSamples, 0);
         uint64_t i{eqid}, from{0}, to{0};
         uint64_t height{0};
-        std::vector<uint64_t> froms;
-        std::vector<uint32_t> parents;
-        froms.reserve(12000);
+        auto& froms = queryStats.buffer;
+        froms.clear();
+        //std::vector<uint64_t> froms;
+        //froms.reserve(12000);
         //parents.reserve(12000);
         queryStats.totEqcls++;
         auto sstart = std::chrono::system_clock::now();
@@ -215,7 +217,7 @@ class MSFQuery {
 mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
                                 CQF<KeyObject> &dbg, MSFQuery &msfQuery,
                                 LRUCacheMap& lru_cache,
-                                RankScores& rs,
+                                RankScores* rs,
                                 QueryStats &queryStats) {
     std::unordered_map<uint64_t, uint64_t> query_eqclass_map;
     for (auto k : kmers) {
@@ -225,7 +227,7 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
             query_eqclass_map[eqclass] += 1;
     }
 
-    std::unordered_map<uint64_t, uint64_t> sample_map;
+    mantis::QueryResult sample_map;
     size_t numPerLevel = 10;
     for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end(); ++it) {
         auto eqclass_id = it->first - 1;
@@ -236,7 +238,7 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
             setbits = lru_cache.get(eqclass_id);
             queryStats.cacheCntr++;
         } else {
-            setbits = msfQuery.buildColor(eqclass_id, queryStats, &lru_cache, &rs, false);
+            setbits = msfQuery.buildColor(eqclass_id, queryStats, &lru_cache, rs, false);
             lru_cache.put(eqclass_id, setbits);
             queryStats.noCacheCntr++;
         }
@@ -467,7 +469,7 @@ int main(int argc, char *argv[]) {
             for (auto &kmers : multi_kmers) {
                 opfile << "seq" << queryStats.cnt++ << '\t' << kmers.size() << '\n';
                 mantis::QueryResult result = findSamples(kmers, dbg, msfQuery, cache_lru,
-                                                         rs, queryStats);
+                                                         nullptr, queryStats);
                 for (auto it = result.begin(); it != result.end(); ++it) {
                     opfile << it->first/*cdbg.get_sample(it->first)*/ << '\t' << it->second << '\n';
                 }
diff --git a/src/validatemantis.cc b/src/validatemantis.cc
index 6aa2ddd..9f09ca8 100644
--- a/src/validatemantis.cc
+++ b/src/validatemantis.cc
@@ -148,7 +148,7 @@ validate_main ( ValidateOpts& opt )
 	// Query kmers in each experiment CQF ignoring kmers below the cutoff.
 	// Maintain the fraction of kmers present in each experiment CQF.
 	std::vector<std::unordered_map<uint64_t, float>> ground_truth;
-	std::vector<std::unordered_map<uint64_t, uint64_t>> cdbg_output;
+	std::vector<mantis::QueryResult> cdbg_output;
 	bool fail{false};
 	for (auto kmers : multi_kmers) {
 		std::unordered_map<uint64_t, float> fraction_present;
@@ -164,7 +164,7 @@ validate_main ( ValidateOpts& opt )
 			}
 		}
 		// Query kmers in the cdbg
-		std::unordered_map<uint64_t, uint64_t> result = cdbg.find_samples(kmers);
+		auto result = cdbg.find_samples(kmers);
 
 		// Validate the cdbg output
 		for (uint64_t i = 0; i < nqf; i++)

From ed942104d2d370d80f4938ecf9824e2a03c29301 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 21:38:00 -0400
Subject: [PATCH 048/122] the tsl hashtable yieleded different results ... bad

---
 include/common_types.h | 2 +-
 src/CMakeLists.txt     | 4 ++--
 src/validateMSF.cc     | 7 ++++++-
 3 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/include/common_types.h b/include/common_types.h
index bac7e41..9e2390b 100644
--- a/include/common_types.h
+++ b/include/common_types.h
@@ -17,7 +17,7 @@ namespace mantis {
   };
 
 
-  using QueryResult = tsl::hopscotch_map<uint64_t, uint64_t>;
+  using QueryResult = std::unordered_map<uint64_t, uint64_t>;//tsl::hopscotch_map<uint64_t, uint64_t>;
   using QueryResults = std::vector<QueryResult>;
 }
 
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 36fd551..9e5c6af 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -14,8 +14,8 @@ add_library(mantis_core STATIC
 
 set(MANTIS_DEBUG_CFLAGS "${MANTIS_C_FLAGS};-g")
 set(MANTIS_DEBUG_CXXFLAGS "${MANTIS_CXX_FLAGS};-g")
-set(MANTIS_RELEASE_CFLAGS "${MANTIS_C_FLAGS};-O3")
-set(MANTIS_RELEASE_CXXFLAGS "${MANTIS_CXX_FLAGS};-O3")
+set(MANTIS_RELEASE_CFLAGS "${MANTIS_C_FLAGS};-O3;-g")
+set(MANTIS_RELEASE_CXXFLAGS "${MANTIS_CXX_FLAGS};-O3;-g")
 
 target_include_directories(mantis_core PUBLIC $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 target_compile_options(mantis_core PUBLIC "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LANGUAGE:C>>:${MANTIS_DEBUG_CFLAGS}>")
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index aea1739..da4242e 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -161,20 +161,25 @@ class MSFQuery {
             bool found = false;
             uint64_t wrd{0};
             //auto j = f;
+            uint64_t offset{0};
             auto start = f;
             do {
                 wrd = bbv.get_int(start, 64);
+                //while (wrd == 0) { offset+= 64; wrd = bbv.get_int(start+offset, 64); }
+                //offset += __builtin_clzll(wrd);
                 //j = 0;
                 for (uint64_t j = 0; j < 64; j++) {
                     flips[deltabv[start + j]] ^= 0x01;
                     //j++;
+                    
                     if ((wrd >> j) & 0x01) {
                         found = true;
                         break;
                     }
+                    
                 }
                 start += 64;
-            } while (!found/*bbv[j - 1] != 1*/);
+                } while (!found/*bbv[j - 1] != 1*/);
         }
         queryStats.flipTime += std::chrono::system_clock::now() - fstart;
         /*while (parentbv[i] != i) {

From 4cf6d813d0e252341a0906c8698a0cd1f170d172 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 21:43:03 -0400
Subject: [PATCH 049/122] the tsl hashtable yieleded different results ... bad

---
 src/validateMSF.cc | 17 +++++++++--------
 1 file changed, 9 insertions(+), 8 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index da4242e..bd4bb52 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -163,23 +163,24 @@ class MSFQuery {
             //auto j = f;
             uint64_t offset{0};
             auto start = f;
-            do {
+            //do {
                 wrd = bbv.get_int(start, 64);
-                //while (wrd == 0) { offset+= 64; wrd = bbv.get_int(start+offset, 64); }
-                //offset += __builtin_clzll(wrd);
+                while (wrd == 0) { offset+= 64; wrd = bbv.get_int(start+offset, 64); }
+                offset += __builtin_clzll(wrd);
                 //j = 0;
-                for (uint64_t j = 0; j < 64; j++) {
+                //for (uint64_t j = 0; j < 64; j++) {
+                for (uint64_t j = 0; j <= offset; j++) {
                     flips[deltabv[start + j]] ^= 0x01;
                     //j++;
-                    
+                    /*
                     if ((wrd >> j) & 0x01) {
                         found = true;
                         break;
                     }
-                    
+                    */
                 }
-                start += 64;
-                } while (!found/*bbv[j - 1] != 1*/);
+                //start += 64;
+                //} while (!found/*bbv[j - 1] != 1*/);
         }
         queryStats.flipTime += std::chrono::system_clock::now() - fstart;
         /*while (parentbv[i] != i) {

From b54965fd3d7ad4123f626533291ff37554f73117 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 22:10:48 -0400
Subject: [PATCH 050/122] replace output hash with vector, order is different,
 but contents are the same

---
 include/coloreddbg.h   |  2 +-
 include/common_types.h |  2 +-
 src/CMakeLists.txt     |  4 ++--
 src/query.cc           | 19 +++++++++++++++----
 src/validateMSF.cc     | 42 +++++++++++++++++++++++-------------------
 5 files changed, 42 insertions(+), 27 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 6064e5a..199cace 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -287,7 +287,7 @@ ColoredDbg<qf_obj,key_obj>::find_samples(const mantis::QuerySet& kmers) {
 			query_eqclass_map[eqclass] += 1;
 	}
 
-  mantis::QueryResult sample_map;
+  mantis::QueryResult sample_map(num_samples, 0);
 	for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end();
 			 ++it) {
 		auto eqclass_id = it->first;
diff --git a/include/common_types.h b/include/common_types.h
index 9e2390b..b1c622c 100644
--- a/include/common_types.h
+++ b/include/common_types.h
@@ -17,7 +17,7 @@ namespace mantis {
   };
 
 
-  using QueryResult = std::unordered_map<uint64_t, uint64_t>;//tsl::hopscotch_map<uint64_t, uint64_t>;
+  using QueryResult = std::vector<uint64_t>;//std::unordered_map<uint64_t, uint64_t>;//tsl::hopscotch_map<uint64_t, uint64_t>;
   using QueryResults = std::vector<QueryResult>;
 }
 
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 9e5c6af..5857d0c 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -14,8 +14,8 @@ add_library(mantis_core STATIC
 
 set(MANTIS_DEBUG_CFLAGS "${MANTIS_C_FLAGS};-g")
 set(MANTIS_DEBUG_CXXFLAGS "${MANTIS_CXX_FLAGS};-g")
-set(MANTIS_RELEASE_CFLAGS "${MANTIS_C_FLAGS};-O3;-g")
-set(MANTIS_RELEASE_CXXFLAGS "${MANTIS_CXX_FLAGS};-O3;-g")
+set(MANTIS_RELEASE_CFLAGS "${MANTIS_C_FLAGS};-O3;-march=native")
+set(MANTIS_RELEASE_CXXFLAGS "${MANTIS_CXX_FLAGS};-O3;-march=native")
 
 target_include_directories(mantis_core PUBLIC $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 target_compile_options(mantis_core PUBLIC "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LANGUAGE:C>>:${MANTIS_DEBUG_CFLAGS}>")
diff --git a/src/query.cc b/src/query.cc
index f90ff5b..756fa01 100644
--- a/src/query.cc
+++ b/src/query.cc
@@ -68,7 +68,11 @@ void output_results(mantis::QuerySets& multi_kmers,
       opfile <<  cnt++ << '\t' << kmers.size() << '\n';
       mantis::QueryResult result = cdbg.find_samples(kmers);
       for (auto it = result.begin(); it != result.end(); ++it) {
-        opfile << cdbg.get_sample(it->first) << '\t' << it->second << '\n';
+        if (*it > 0) {
+          auto i = std::distance(result.begin(), it);
+          opfile << i << '\t' << *it << '\n';
+        }
+        //opfile << cdbg.get_sample(it->first) << '\t' << it->second << '\n';
       }
       //++qctr;
     }
@@ -90,10 +94,17 @@ void output_results_json(mantis::QuerySets& multi_kmers,
       //std::sort(kmers.begin(), kmers.end());
       opfile << "{ \"qnum\": " << cnt++ << ",  \"num_kmers\": " << kmers.size() << ", \"res\": {\n";
       mantis::QueryResult result = cdbg.find_samples(kmers);
+      bool first{true};
       for (auto it = result.begin(); it != result.end(); ++it) {
-        opfile << " \"" <<cdbg.get_sample(it->first) << "\": " << it->second ;
-        if (std::next(it) != result.end()) {
-          opfile << ",\n";
+        if (*it > 0) {
+          if (!first) {opfile << ",\n"; first=false;}
+          auto i = std::distance(result.begin(), it);
+          opfile << " \"" <<cdbg.get_sample(i) << "\": " << *it;
+          /*
+          if (std::next(it) != result.end()) {
+            opfile << ",\n";
+          }
+          */
         }
       }
       opfile << "}}";
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index bd4bb52..9cb5c7d 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -24,6 +24,7 @@ struct QueryStats {
     uint64_t nextCacheUpdate{10000};
     uint64_t globalQueryNum{0};
     std::vector<uint64_t> buffer;
+    uint64_t numSamples{0};
   //std::unordered_map<uint32_t, uint64_t> numOcc;
 };
 
@@ -163,24 +164,22 @@ class MSFQuery {
             //auto j = f;
             uint64_t offset{0};
             auto start = f;
-            //do {
-                wrd = bbv.get_int(start, 64);
-                while (wrd == 0) { offset+= 64; wrd = bbv.get_int(start+offset, 64); }
-                offset += __builtin_clzll(wrd);
-                //j = 0;
-                //for (uint64_t j = 0; j < 64; j++) {
-                for (uint64_t j = 0; j <= offset; j++) {
-                    flips[deltabv[start + j]] ^= 0x01;
-                    //j++;
-                    /*
-                    if ((wrd >> j) & 0x01) {
-                        found = true;
-                        break;
-                    }
-                    */
+            do {
+              wrd = bbv.get_int(start, 64);
+              //while (wrd == 0) { offset+= 64; wrd = bbv.get_int(start+offset, 64); }
+              //offset += __builtin_ctzll(wrd);
+              //j = 0;
+              for (uint64_t j = 0; j < 64; j++) {
+                //for (uint64_t j = 0; j <= offset; j++) {
+                flips[deltabv[start + j]] ^= 0x01;
+                //j++;
+                if ((wrd >> j) & 0x01) {
+                  found = true;
+                  break;
                 }
-                //start += 64;
-                //} while (!found/*bbv[j - 1] != 1*/);
+              }
+              start += 64;
+            } while (!found/*bbv[j - 1] != 1*/);
         }
         queryStats.flipTime += std::chrono::system_clock::now() - fstart;
         /*while (parentbv[i] != i) {
@@ -233,7 +232,7 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
             query_eqclass_map[eqclass] += 1;
     }
 
-    mantis::QueryResult sample_map;
+    mantis::QueryResult sample_map(queryStats.numSamples,0);
     size_t numPerLevel = 10;
     for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end(); ++it) {
         auto eqclass_id = it->first - 1;
@@ -399,6 +398,7 @@ int main(int argc, char *argv[]) {
 
     LRUCacheMap cache_lru(100000);
     QueryStats queryStats;
+    queryStats.numSamples = opt.numSamples;
 
     if (selected == mode::validate) {
         eqvec bvs;
@@ -477,7 +477,11 @@ int main(int argc, char *argv[]) {
                 mantis::QueryResult result = findSamples(kmers, dbg, msfQuery, cache_lru,
                                                          nullptr, queryStats);
                 for (auto it = result.begin(); it != result.end(); ++it) {
-                    opfile << it->first/*cdbg.get_sample(it->first)*/ << '\t' << it->second << '\n';
+                  if (*it > 0) {
+                  auto i = std::distance(result.begin(), it);
+                  opfile << i << '\t' << *it << '\n';
+                  }
+                  //opfile << it->first/*cdbg.get_sample(it->first)*/ << '\t' << it->second << '\n';
                 }
             }
             opfile.close();

From 51d990e5732a1dcb4af34845f423a9a9bfcf6d4c Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 23:06:42 -0400
Subject: [PATCH 051/122] more advanced lru cache

---
 CMakeLists.txt                                |    2 +-
 include/lru/cache-tags.hpp                    |   40 +
 include/lru/cache.hpp                         |  207 +++
 include/lru/entry.hpp                         |  134 ++
 include/lru/error.hpp                         |  107 ++
 include/lru/insertion-result.hpp              |   76 +
 include/lru/internal/base-cache.hpp           | 1588 +++++++++++++++++
 include/lru/internal/base-iterator.hpp        |  216 +++
 .../lru/internal/base-ordered-iterator.hpp    |  338 ++++
 .../lru/internal/base-unordered-iterator.hpp  |  216 +++
 include/lru/internal/callback-manager.hpp     |  159 ++
 include/lru/internal/definitions.hpp          |   88 +
 include/lru/internal/hash.hpp                 |   62 +
 include/lru/internal/information.hpp          |  145 ++
 include/lru/internal/last-accessed.hpp        |  254 +++
 include/lru/internal/optional.hpp             |  207 +++
 include/lru/internal/statistics-mutator.hpp   |  150 ++
 include/lru/internal/timed-information.hpp    |  116 ++
 include/lru/internal/utility.hpp              |  178 ++
 include/lru/iterator-tags.hpp                 |   40 +
 include/lru/key-statistics.hpp                |   67 +
 include/lru/lowercase.hpp                     |   34 +
 include/lru/lru.hpp                           |   33 +
 include/lru/statistics.hpp                    |  256 +++
 include/lru/timed-cache.hpp                   |  391 ++++
 include/lru/wrap.hpp                          |   99 +
 src/validateMSF.cc                            |   13 +-
 27 files changed, 5209 insertions(+), 7 deletions(-)
 create mode 100644 include/lru/cache-tags.hpp
 create mode 100644 include/lru/cache.hpp
 create mode 100644 include/lru/entry.hpp
 create mode 100644 include/lru/error.hpp
 create mode 100644 include/lru/insertion-result.hpp
 create mode 100644 include/lru/internal/base-cache.hpp
 create mode 100644 include/lru/internal/base-iterator.hpp
 create mode 100644 include/lru/internal/base-ordered-iterator.hpp
 create mode 100644 include/lru/internal/base-unordered-iterator.hpp
 create mode 100644 include/lru/internal/callback-manager.hpp
 create mode 100644 include/lru/internal/definitions.hpp
 create mode 100644 include/lru/internal/hash.hpp
 create mode 100644 include/lru/internal/information.hpp
 create mode 100644 include/lru/internal/last-accessed.hpp
 create mode 100644 include/lru/internal/optional.hpp
 create mode 100644 include/lru/internal/statistics-mutator.hpp
 create mode 100644 include/lru/internal/timed-information.hpp
 create mode 100644 include/lru/internal/utility.hpp
 create mode 100644 include/lru/iterator-tags.hpp
 create mode 100644 include/lru/key-statistics.hpp
 create mode 100644 include/lru/lowercase.hpp
 create mode 100644 include/lru/lru.hpp
 create mode 100644 include/lru/statistics.hpp
 create mode 100644 include/lru/timed-cache.hpp
 create mode 100644 include/lru/wrap.hpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index e175847..4c4a7c7 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -10,7 +10,7 @@ if (NOT CMAKE_BUILD_TYPE)
 endif()
 
 # We require C++11
-set(CMAKE_CXX_STANDARD 11)
+set(CMAKE_CXX_STANDARD 14)
 set(CMAKE_CXX_STANDARD_REQUIRED ON)
 set(CMAKE_C_STANDARD 11)
 set(CMAKE_C_STANDARD_REQUIRED ON)
diff --git a/include/lru/cache-tags.hpp b/include/lru/cache-tags.hpp
new file mode 100644
index 0000000..924a669
--- /dev/null
+++ b/include/lru/cache-tags.hpp
@@ -0,0 +1,40 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_CACHE_TAGS_HPP
+#define LRU_CACHE_TAGS_HPP
+
+namespace LRU {
+namespace Tag {
+struct BasicCache {};
+struct TimedCache {};
+}  // namespace Tag
+
+namespace Lowercase {
+namespace tag {
+using basic_cache = ::LRU::Tag::BasicCache;
+using timed_cache = ::LRU::Tag::TimedCache;
+}  // namespace tag
+}  // namespace Lowercase
+
+}  // namespace LRU
+
+#endif  // LRU_CACHE_TAGS_HPP
diff --git a/include/lru/cache.hpp b/include/lru/cache.hpp
new file mode 100644
index 0000000..7150bfc
--- /dev/null
+++ b/include/lru/cache.hpp
@@ -0,0 +1,207 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_CACHE_HPP
+#define LRU_CACHE_HPP
+
+#include <cassert>
+#include <chrono>
+#include <cstddef>
+#include <functional>
+#include <iterator>
+#include <list>
+#include <stdexcept>
+#include <unordered_map>
+
+#include <lru/cache-tags.hpp>
+#include <lru/error.hpp>
+#include <lru/internal/base-cache.hpp>
+#include <lru/internal/information.hpp>
+#include <lru/internal/last-accessed.hpp>
+
+namespace LRU {
+namespace Internal {
+template <typename Key,
+          typename Value,
+          typename HashFunction,
+          typename KeyEqual>
+using UntimedCacheBase = Internal::BaseCache<Key,
+                                             Value,
+                                             Internal::Information,
+                                             HashFunction,
+                                             KeyEqual,
+                                             Tag::BasicCache>;
+}  // namespace Internal
+
+/// A basic LRU cache implementation.
+///
+/// An LRU cache is a fixed-size cache that remembers the order in which
+/// elements were inserted into it. When the size of the cache exceeds its
+/// capacity, the "least-recently-used" (LRU) element is erased. In our
+/// implementation, usage is defined as insertion, but not lookup. That is,
+/// looking up an element does not move it to the "front" of the cache (making
+/// the operation faster). Only insertions (and erasures) can change the order
+/// of elements. The capacity of the cache can be modified at any time.
+///
+/// \see LRU::TimedCache
+template <typename Key,
+          typename Value,
+          typename HashFunction = std::hash<Key>,
+          typename KeyEqual = std::equal_to<Key>>
+class Cache
+    : public Internal::UntimedCacheBase<Key, Value, HashFunction, KeyEqual> {
+ private:
+  using super = Internal::UntimedCacheBase<Key, Value, HashFunction, KeyEqual>;
+  using PRIVATE_BASE_CACHE_MEMBERS;
+
+ public:
+  using PUBLIC_BASE_CACHE_MEMBERS;
+  using typename super::size_t;
+
+  /// \copydoc BaseCache::BaseCache(size_t,const HashFunction&,const KeyEqual&)
+  /// \detailss The capacity defaults to an internal constant, currently 128.
+  explicit Cache(size_t capacity = Internal::DEFAULT_CAPACITY,
+                 const HashFunction& hash = HashFunction(),
+                 const KeyEqual& equal = KeyEqual())
+  : super(capacity, hash, equal) {
+  }
+
+  /// \copydoc BaseCache(size_t,Iterator,Iterator,const HashFunction&,const
+  /// KeyEqual&)
+  template <typename Iterator>
+  Cache(size_t capacity,
+        Iterator begin,
+        Iterator end,
+        const HashFunction& hash = HashFunction(),
+        const KeyEqual& equal = KeyEqual())
+  : super(capacity, begin, end, hash, equal) {
+  }
+
+  /// \copydoc BaseCache(Iterator,Iterator,const HashFunction&,const
+  /// KeyEqual&)
+  template <typename Iterator>
+  Cache(Iterator begin,
+        Iterator end,
+        const HashFunction& hash = HashFunction(),
+        const KeyEqual& equal = KeyEqual())
+  : super(begin, end, hash, equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param capacity The capacity of the cache.
+  /// \param range A range to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  Cache(size_t capacity,
+        Range&& range,
+        const HashFunction& hash = HashFunction(),
+        const KeyEqual& equal = KeyEqual())
+  : super(capacity, std::forward<Range>(range), hash, equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param range A range to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  explicit Cache(Range&& range,
+                 const HashFunction& hash = HashFunction(),
+                 const KeyEqual& equal = KeyEqual())
+  : super(std::forward<Range>(range), hash, equal) {
+  }
+
+  /// \copydoc BaseCache(InitializerList,const HashFunction&,const
+  /// KeyEqual&)
+  Cache(InitializerList list,
+        const HashFunction& hash = HashFunction(),
+        const KeyEqual& equal = KeyEqual())  // NOLINT(runtime/explicit)
+      : super(list, hash, equal) {
+  }
+
+  /// \copydoc BaseCache(size_t,InitializerList,const HashFunction&,const
+  /// KeyEqual&)
+  Cache(size_t capacity,
+        InitializerList list,
+        const HashFunction& hash = HashFunction(),
+        const KeyEqual& equal = KeyEqual())  // NOLINT(runtime/explicit)
+      : super(capacity, list, hash, equal) {
+  }
+
+  /// \copydoc BaseCache::find(const Key&)
+  UnorderedIterator find(const Key& key) override {
+    auto iterator = _map.find(key);
+    if (iterator != _map.end()) {
+      _register_hit(key, iterator->second.value);
+      _move_to_front(iterator->second.order);
+      _last_accessed = iterator;
+    } else {
+      _register_miss(key);
+    }
+
+    return {*this, iterator};
+  }
+
+  /// \copydoc BaseCache::find(const Key&) const
+  UnorderedConstIterator find(const Key& key) const override {
+    auto iterator = _map.find(key);
+    if (iterator != _map.end()) {
+      _register_hit(key, iterator->second.value);
+      _move_to_front(iterator->second.order);
+      _last_accessed = iterator;
+    } else {
+      _register_miss(key);
+    }
+
+    return {*this, iterator};
+  }
+
+  /// \returns The most-recently inserted element.
+  const Key& front() const noexcept {
+    if (is_empty()) {
+      throw LRU::Error::EmptyCache("front");
+    } else {
+      // The queue is reversed for natural order of iteration.
+      return _order.back();
+    }
+  }
+
+  /// \returns The least-recently inserted element.
+  const Key& back() const noexcept {
+    if (is_empty()) {
+      throw LRU::Error::EmptyCache("back");
+    } else {
+      // The queue is reversed for natural order of iteration.
+      return _order.front();
+    }
+  }
+};
+
+namespace Lowercase {
+template <typename... Ts>
+using cache = Cache<Ts...>;
+}  // namespace Lowercase
+
+}  // namespace LRU
+
+#endif  // LRU_CACHE_HPP
diff --git a/include/lru/entry.hpp b/include/lru/entry.hpp
new file mode 100644
index 0000000..425d7eb
--- /dev/null
+++ b/include/lru/entry.hpp
@@ -0,0 +1,134 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_PAIR_HPP
+#define LRU_PAIR_HPP
+
+#include <algorithm>
+#include <type_traits>
+#include <utility>
+
+namespace LRU {
+
+/// A entry of references to the key and value of an entry in a cache.
+///
+/// Instances of this class are usually the result of dereferencing an iterator.
+///
+/// \tparam Key The key type of the pair.
+/// \tparam Value The value type of the pair.
+template <typename Key, typename Value>
+struct Entry final {
+  using KeyType = Key;
+  using ValueType = Value;
+  using first_type = Key;
+  using second_type = Value;
+
+  /// Constructor.
+  ///
+  /// \param key The key of the entry.
+  /// \param value The value of the entry.
+  Entry(const Key& key, Value& value) : first(key), second(value) {
+  }
+
+  /// Generalized copy constructor.
+  ///
+  /// Mainly for conversion from non-const values to const values.
+  ///
+  /// \param other The entry to construct from.
+  template <typename AnyKey,
+            typename AnyValue,
+            typename =
+                std::enable_if_t<(std::is_convertible<AnyKey, Key>::value &&
+                                  std::is_convertible<AnyValue, Value>::value)>>
+  Entry(const Entry<AnyKey, AnyValue>& other)
+  : first(other.first), second(other.second) {
+  }
+
+  /// Compares two entrys for equality.
+  ///
+  /// \param first The first entry to compare.
+  /// \param second The second entry to compare.
+  /// \returns True if the firest entry equals the second, else false.
+  template <typename Pair, typename = typename Pair::first_type>
+  friend bool operator==(const Entry& first, const Pair& second) noexcept {
+    return first.first == second.first && first.second == second.second;
+  }
+
+  /// Compares two entrys for equality.
+  ///
+  /// \param first The first entry to compare.
+  /// \param second The second entry to compare.
+  /// \returns True if the first entry equals the second, else false.
+  template <typename Pair, typename = typename Pair::first_type>
+  friend bool operator==(const Pair& first, const Entry& second) noexcept {
+    return second == first;
+  }
+
+  /// Compares two entrys for inequality.
+  ///
+  /// \param first The first entry to compare.
+  /// \param second The second entry to compare.
+  /// \returns True if the first entry does not equal the second, else false.
+  template <typename Pair, typename = typename Pair::first_type>
+  friend bool operator!=(const Entry& first, const Pair& second) noexcept {
+    return !(first == second);
+  }
+
+  /// Compares two entrys for inequality.
+  ///
+  /// \param first The first entry to compare.
+  /// \param second The second entry to compare.fdas
+  /// \returns True if the first entry does not equal the second, else false.
+  template <typename Pair, typename = typename Pair::first_type>
+  friend bool operator!=(const Pair& first, const Entry& second) noexcept {
+    return second != first;
+  }
+
+  /// \returns A `std::pair` instance with the key and value of this entry.
+  operator std::pair<const Key&, Value&>() noexcept {
+    return {first, second};
+  }
+
+  /// \returns The key of the entry (`first`).
+  const Key& key() const noexcept {
+    return first;
+  }
+
+  /// \returns The value of the entry (`second`).
+  Value& value() noexcept {
+    return second;
+  }
+
+  /// \returns The value of the entry (`second`).
+  const Value& value() const noexcept {
+    return second;
+  }
+
+  /// The key of the entry.
+  const Key& first;
+
+  /// The value of the entry.
+  Value& second;
+};
+}  // namespace LRU
+
+
+#endif  // LRU_PAIR_HPP
diff --git a/include/lru/error.hpp b/include/lru/error.hpp
new file mode 100644
index 0000000..9d1c865
--- /dev/null
+++ b/include/lru/error.hpp
@@ -0,0 +1,107 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_ERRORS_HPP
+#define LRU_INTERNAL_ERRORS_HPP
+
+#include <stdexcept>
+#include <string>
+
+namespace LRU {
+namespace Error {
+
+/// Exception thrown when the value of an invalid key was requested.
+struct KeyNotFound : public std::runtime_error {
+  using super = std::runtime_error;
+
+  KeyNotFound() : super("Failed to find key") {
+  }
+
+  explicit KeyNotFound(const std::string& key)
+  : super("Failed to find key: " + key) {
+  }
+};
+
+/// Exception thrown when the value of an expired key was requested.
+struct KeyExpired : public std::runtime_error {
+  using super = std::runtime_error;
+
+  explicit KeyExpired(const std::string& key)
+  : super("Key found, but expired: " + key) {
+  }
+
+  KeyExpired() : super("Key found, but expired") {
+  }
+};
+
+/// Exception thrown when requesting the front or end key of an empty cache.
+struct EmptyCache : public std::runtime_error {
+  using super = std::runtime_error;
+  explicit EmptyCache(const std::string& what_was_expected)
+  : super("Requested " + what_was_expected + " of empty cache") {
+  }
+};
+
+/// Exception thrown when attempting to convert an invalid unordered iterator to
+/// an ordered iterator.
+struct InvalidIteratorConversion : public std::runtime_error {
+  using super = std::runtime_error;
+  InvalidIteratorConversion()
+  : super("Cannot convert past-the-end unordered to ordered iterator") {
+  }
+};
+
+/// Exception thrown when attempting to erase the past-the-end iterator.
+struct InvalidIterator : public std::runtime_error {
+  using super = std::runtime_error;
+  InvalidIterator() : super("Past-the-end iterator is invalid here") {
+  }
+};
+
+/// Exception thrown when requesting statistics about an unmonitored key.
+struct UnmonitoredKey : public std::runtime_error {
+  using super = std::runtime_error;
+  UnmonitoredKey() : super("Requested statistics for unmonitored key") {
+  }
+};
+
+/// Exception thrown when requesting the statistics object of a cache when none
+/// was registered.
+struct NotMonitoring : public std::runtime_error {
+  using super = std::runtime_error;
+  NotMonitoring() : super("Statistics monitoring not enabled for this cache") {
+  }
+};
+
+namespace Lowercase {
+using key_not_found = KeyNotFound;
+using key_expired = KeyExpired;
+using empty_cache = EmptyCache;
+using invalid_iterator_conversion = InvalidIteratorConversion;
+using invalid_iterator = InvalidIterator;
+using unmonitored_key = UnmonitoredKey;
+using not_monitoring = NotMonitoring;
+}  // namespace Lowercase
+
+}  // namespace Error
+}  // namespace LRU
+
+#endif  // LRU_INTERNAL_ERRORS_HPP
diff --git a/include/lru/insertion-result.hpp b/include/lru/insertion-result.hpp
new file mode 100644
index 0000000..846bc08
--- /dev/null
+++ b/include/lru/insertion-result.hpp
@@ -0,0 +1,76 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INSERTION_RESULT_HPP
+#define LRU_INSERTION_RESULT_HPP
+
+#include <algorithm>
+#include <type_traits>
+#include <utility>
+
+namespace LRU {
+
+/// The result of an insertion into a cache.
+///
+/// This is a semantically nicer alternative to a generic `std::pair`, as is
+/// returned by `std::unordered_map` or so. It still has the same static
+/// interface as the `std::pair` (with `first` and `second` members), but adds
+/// nicer `was_inserted()` and `iterator()` accessors.
+///
+/// \tparam Iterator The class of the iterator contained in the result.
+template <typename Iterator>
+struct InsertionResult final {
+  using IteratorType = Iterator;
+
+  /// Constructor.
+  ///
+  /// \param result Whether the result was successful.
+  /// \param iterator The iterator pointing to the inserted or updated key.
+  InsertionResult(bool result, Iterator iterator)
+  : first(result), second(iterator) {
+  }
+
+  /// \returns True if the key was newly inserted, false if it was only updated.
+  bool was_inserted() const noexcept {
+    return first;
+  }
+
+  /// \returns The iterator pointing to the inserted or updated key.
+  Iterator iterator() const noexcept {
+    return second;
+  }
+
+  /// \copydoc was_inserted
+  explicit operator bool() const noexcept {
+    return was_inserted();
+  }
+
+  /// Whether the result was successful.
+  bool first;
+
+  /// The iterator pointing to the inserted or updated key.
+  Iterator second;
+};
+
+}  // namespace LRU
+
+
+#endif  // LRU_INSERTION_RESULT_HPP
diff --git a/include/lru/internal/base-cache.hpp b/include/lru/internal/base-cache.hpp
new file mode 100644
index 0000000..fe49a72
--- /dev/null
+++ b/include/lru/internal/base-cache.hpp
@@ -0,0 +1,1588 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_BASE_CACHE_HPP
+#define LRU_INTERNAL_BASE_CACHE_HPP
+
+#include <algorithm>
+#include <cmath>
+#include <cstddef>
+#include <initializer_list>
+#include <iterator>
+#include <list>
+#include <memory>
+#include <tuple>
+#include <unordered_map>
+#include <utility>
+
+#include <lru/insertion-result.hpp>
+#include <lru/internal/base-ordered-iterator.hpp>
+#include <lru/internal/base-unordered-iterator.hpp>
+#include <lru/internal/callback-manager.hpp>
+#include <lru/internal/definitions.hpp>
+#include <lru/internal/last-accessed.hpp>
+#include <lru/internal/optional.hpp>
+#include <lru/internal/statistics-mutator.hpp>
+#include <lru/internal/utility.hpp>
+#include <lru/statistics.hpp>
+
+namespace LRU {
+namespace Internal {
+
+// Macros are bad, but also more readable sometimes:
+// Without this macro, it becomes a pain to have a `using` directive for every
+// new member we add to the `BaseCache` and rename or remove every such
+// directive when we make a change to the `BaseCache`.
+// With this macro, you can simply do:
+// using super = BaseCache<Key, Value, Information>;
+// using BASE_CACHE_MEMBERS;
+#define PUBLIC_BASE_CACHE_MEMBERS               \
+  super::is_full;                               \
+  using super::is_empty;                        \
+  using super::clear;                           \
+  using super::end;                             \
+  using super::cend;                            \
+  using super::operator=;                       \
+  using typename super::Information;            \
+  using typename super::UnorderedIterator;      \
+  using typename super::UnorderedConstIterator; \
+  using typename super::OrderedIterator;        \
+  using typename super::OrderedConstIterator;   \
+  using typename super::InitializerList;
+
+#define PRIVATE_BASE_CACHE_MEMBERS        \
+  super::_map;                            \
+  using typename super::Map;              \
+  using typename super::MapIterator;      \
+  using typename super::MapConstIterator; \
+  using typename super::Queue;            \
+  using typename super::QueueIterator;    \
+  using super::_order;                    \
+  using super::_last_accessed;            \
+  using super::_capacity;                 \
+  using super::_erase;                    \
+  using super::_erase_lru;                \
+  using super::_move_to_front;            \
+  using super::_value_from_result;        \
+  using super::_last_accessed_is_ok;      \
+  using super::_register_miss;            \
+  using super::_register_hit;
+
+/// The base class for the LRU::Cache and LRU::TimedCache.
+///
+/// This base class (base as opposed to abstract, because it is not intended to
+/// be used polymorphically) provides the great bulk of the implementation of
+/// both the LRU::Cache and the timed version. For example, it builds the
+/// `contains()`, `lookup()` and `operator[]()` functions on top of the pure
+/// virtual `find()` methods, making the final implementation of the LRU::Cache
+/// much less strenuous.
+///
+/// This class also defines all concrete iterator classes and provides the main
+/// iterator interface of all caches via ordered and unordered iterators and
+/// appropriate `begin()`, `end()` and similar methods.
+///
+/// Lastly, the `BaseCache` provides a statistics interface to register and
+/// access shared or owned statistics.
+///
+/// \tparam Key The key type of the cache.
+/// \tparam Value The value type of the cache.
+/// \tparam InformationType The internal information class to be used.
+/// \tparam HashFunction The hash function type for the internal map.
+/// \tparam KeyEqual The type of the key equality function for the internal map.
+/// \tparam TagType The cache tag type of the concrete derived class.
+template <typename Key,
+          typename Value,
+          template <typename, typename> class InformationType,
+          typename HashFunction,
+          typename KeyEqual,
+          typename TagType>
+class BaseCache {
+ protected:
+  using Information = InformationType<Key, Value>;
+  using Queue = Internal::Queue<const Key>;
+  using QueueIterator = typename Queue::const_iterator;
+
+  using Map = Internal::Map<Key, Information, HashFunction, KeyEqual>;
+  using MapIterator = typename Map::iterator;
+  using MapConstIterator = typename Map::const_iterator;
+
+  using CallbackManagerType = CallbackManager<Key, Value>;
+  using HitCallback = typename CallbackManagerType::HitCallback;
+  using MissCallback = typename CallbackManagerType::MissCallback;
+  using AccessCallback = typename CallbackManagerType::AccessCallback;
+  using HitCallbackContainer =
+      typename CallbackManagerType::HitCallbackContainer;
+  using MissCallbackContainer =
+      typename CallbackManagerType::MissCallbackContainer;
+  using AccessCallbackContainer =
+      typename CallbackManagerType::AccessCallbackContainer;
+
+ public:
+  using Tag = TagType;
+  using InitializerList = std::initializer_list<std::pair<Key, Value>>;
+  using StatisticsPointer = std::shared_ptr<Statistics<Key>>;
+  using size_t = std::size_t;
+
+  static constexpr Tag tag() noexcept {
+    return {};
+  }
+
+  /////////////////////////////////////////////////////////////////////////////
+  // ITERATORS CLASSES
+  /////////////////////////////////////////////////////////////////////////////
+
+  /// A non-const unordered iterator.
+  ///
+  /// Unordered iterators provide faster lookup than ordered iterators because
+  /// they have direct access to the underlying map. Also, they can convert to
+  /// ordered iterators cheaply.
+  struct UnorderedIterator
+      : public BaseUnorderedIterator<BaseCache, MapIterator> {
+    using super = BaseUnorderedIterator<BaseCache, MapIterator>;
+    friend BaseCache;
+
+    /// Default constructor.
+    UnorderedIterator() = default;
+
+    /// Constructs a new UnorderedIterator from an unordered base iterator.
+    ///
+    /// \param iterator The iterator to initialize this one from.
+    UnorderedIterator(BaseUnorderedIterator<BaseCache, MapIterator>
+                          iterator)  // NOLINT(runtime/explicit)
+        : super(std::move(iterator)) {
+      // Note that this only works because these derived iterator
+      // classes dont' have any members of their own.
+      // It is necessary because the increment operators return base iterators.
+    }
+
+    /// Constructs a new UnorderedIterator.
+    ///
+    /// \param cache The cache this iterator references.
+    /// \param iterator The underlying map iterator.
+    UnorderedIterator(BaseCache& cache,
+                      MapIterator iterator)  // NOLINT(runtime/explicit)
+        : super(cache, iterator) {
+    }
+  };
+
+  /// A const unordered iterator.
+  ///
+  /// Unordered iterators provide faster lookup than ordered iterators because
+  /// they have direct access to the underlying map. Also, they can convert to
+  /// ordered iterators cheaply.
+  struct UnorderedConstIterator
+      : public BaseUnorderedIterator<const BaseCache, MapConstIterator> {
+    using super = BaseUnorderedIterator<const BaseCache, MapConstIterator>;
+    friend BaseCache;
+
+    /// Default constructor.
+    UnorderedConstIterator() = default;
+
+    /// Constructs a new UnorderedConstIterator from any unordered base
+    /// iterator.
+    ///
+    /// \param iterator The iterator to initialize this one from.
+    template <typename AnyCache, typename AnyUnderlyingIterator>
+    UnorderedConstIterator(
+        BaseUnorderedIterator<AnyCache, AnyUnderlyingIterator> iterator)
+    : super(std::move(iterator)) {
+      // Note that this only works because these derived iterator
+      // classes dont' have any members of their own.
+    }
+
+    /// Constructs a new UnorderedConstIterator from a non-const iterator.
+    ///
+    /// \param iterator The non-const iterator to initialize this one from.
+    UnorderedConstIterator(
+        UnorderedIterator iterator)  // NOLINT(runtime/explicit)
+        : super(std::move(iterator)) {
+    }
+
+    /// Constructs a new UnorderedConstIterator.
+    ///
+    /// \param cache The cache this iterator references.
+    /// \param iterator The underlying map iterator.
+    UnorderedConstIterator(
+        const BaseCache& cache,
+        MapConstIterator iterator)  // NOLINT(runtime/explicit)
+        : super(cache, iterator) {
+    }
+  };
+
+  /// An ordered iterator.
+  ///
+  /// Ordered iterators have a performance disadvantage compared to unordered
+  /// iterators the first time they are dereferenced. However, they may be
+  /// constructed or assigned from unordered iterators (of compatible
+  /// qualifiers).
+  struct OrderedIterator
+      : public BaseOrderedIterator<const Key, Value, BaseCache> {
+    using super = BaseOrderedIterator<const Key, Value, BaseCache>;
+    using UnderlyingIterator = typename super::UnderlyingIterator;
+    friend BaseCache;
+
+    /// Default constructor.
+    OrderedIterator() = default;
+
+    /// Constructs an ordered iterator from an unordered iterator.
+    ///
+    /// \param unordered_iterator The unordered iterator to construct from.
+    explicit OrderedIterator(UnorderedIterator unordered_iterator)
+    : super(std::move(unordered_iterator)) {
+    }
+
+    /// Constructs a new OrderedIterator from an unordered base iterator.
+    ///
+    /// \param iterator The iterator to initialize this one from.
+    OrderedIterator(BaseOrderedIterator<Key, Value, BaseCache>
+                        iterator)  // NOLINT(runtime/explicit)
+        : super(std::move(iterator)) {
+      // Note that this only works because these derived iterator
+      // classes dont' have any members of their own.
+      // It is necessary because the increment operators return base iterators.
+    }
+
+    /// Constructs a new ordered iterator.
+    ///
+    /// \param cache The cache this iterator references.
+    /// \param iterator The underlying iterator.
+    OrderedIterator(BaseCache& cache, UnderlyingIterator iterator)
+    : super(cache, iterator) {
+    }
+  };
+
+  /// A const ordered iterator.
+  ///
+  /// Ordered iterators have a performance disadvantage compared to unordered
+  /// iterators the first time they are dereferenced. However, they may be
+  /// constructed or assigned from unordered iterators (of compatible
+  /// qualifiers).
+  struct OrderedConstIterator
+      : public BaseOrderedIterator<const Key, const Value, const BaseCache> {
+    using super = BaseOrderedIterator<const Key, const Value, const BaseCache>;
+    using UnderlyingIterator = typename super::UnderlyingIterator;
+
+    friend BaseCache;
+
+    /// Default constructor.
+    OrderedConstIterator() = default;
+
+    /// Constructs a new OrderedConstIterator from a compatible ordered
+    /// iterator.
+    ///
+    /// \param iterator The iterator to initialize this one from.
+    template <typename AnyKey, typename AnyValue, typename AnyCache>
+    OrderedConstIterator(BaseOrderedIterator<AnyKey, AnyValue, AnyCache>
+                             iterator)  // NOLINT(runtime/explicit)
+        : super(iterator) {
+      // Note that this only works because these derived iterator
+      // classes dont' have any members of their own.
+    }
+
+    /// Constructs a new const ordered iterator from a non-const one.
+    ///
+    /// \param iterator The non-const ordered iterator to construct from.
+    OrderedConstIterator(OrderedIterator iterator)  // NOLINT(runtime/explicit)
+        : super(std::move(iterator)) {
+    }
+
+    /// Constructs a new const ordered iterator from an unordered iterator.
+    ///
+    /// \param unordered_iterator The unordered iterator to construct from.
+    explicit OrderedConstIterator(UnorderedIterator unordered_iterator)
+    : super(std::move(unordered_iterator)) {
+    }
+
+    /// Constructs a new const ordered iterator from a const unordered iterator.
+    ///
+    /// \param unordered_iterator The unordered iterator to construct from.
+    explicit OrderedConstIterator(
+        UnorderedConstIterator unordered_iterator)  // NOLINT(runtime/explicit)
+        : super(std::move(unordered_iterator)) {
+    }
+
+    /// Constructs a new const ordered iterator.
+    ///
+    /// \param cache The cache this iterator references.
+    /// \param iterator The underlying iterator.
+    OrderedConstIterator(const BaseCache& cache, UnderlyingIterator iterator)
+    : super(cache, iterator) {
+    }
+  };
+
+  using InsertionResultType = InsertionResult<UnorderedIterator>;
+
+  // Can't put these in LRU::Lowercase because they are nested, unfortunately
+  using ordered_iterator = OrderedIterator;
+  using ordered_const_iterator = OrderedConstIterator;
+  using unordered_iterator = UnorderedIterator;
+  using unordered_const_iterator = UnorderedConstIterator;
+
+  /////////////////////////////////////////////////////////////////////////////
+  // SPECIAL MEMBER FUNCTIONS
+  /////////////////////////////////////////////////////////////////////////////
+
+  /// Constructor.
+  ///
+  /// \param capacity The capacity of the cache.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  BaseCache(size_t capacity,
+            const HashFunction& hash,
+            const KeyEqual& key_equal)
+  : _map(0, hash, key_equal), _capacity(capacity), _last_accessed(key_equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param capacity The capacity of the cache.
+  /// \param begin The start of a range to construct the cache with.
+  /// \param end The end of a range to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  template <typename Iterator>
+  BaseCache(size_t capacity,
+            Iterator begin,
+            Iterator end,
+            const HashFunction& hash,
+            const KeyEqual& key_equal)
+  : BaseCache(capacity, hash, key_equal) {
+    insert(begin, end);
+  }
+
+  /// Constructor.
+  ///
+  /// The capacity is inferred from the distance between the two iterators and
+  /// lower-bounded by an internal constant $c_0$, usually 128 (i.e. the actual
+  /// capacity will be $\max(\text{distance}, c_0)$).
+  /// This may be expensive for iterators that are not random-access.
+  ///
+  /// \param begin The start of a range to construct the cache with.
+  /// \param end The end of a range to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  template <typename Iterator>
+  BaseCache(Iterator begin,
+            Iterator end,
+            const HashFunction& hash,
+            const KeyEqual& key_equal)
+      // This may be expensive
+      : BaseCache(std::max<size_t>(std::distance(begin, end),
+                                   Internal::DEFAULT_CAPACITY),
+                  begin,
+                  end,
+                  hash,
+                  key_equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param capacity The capacity of the cache.
+  /// \param range A range to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  BaseCache(size_t capacity,
+            Range& range,
+            const HashFunction& hash,
+            const KeyEqual& key_equal)
+  : BaseCache(capacity, hash, key_equal) {
+    insert(range);
+  }
+
+  /// Constructor.
+  ///
+  /// The capacity is inferred from the distance between the beginning and end
+  /// of the range. This may be expensive for iterators that are not
+  /// random-access.
+  ///
+  /// \param range A range to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  explicit BaseCache(Range& range,
+                     const HashFunction& hash,
+                     const KeyEqual& key_equal)
+  : BaseCache(std::begin(range), std::end(range), hash, key_equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// Elements of the range will be moved into the cache.
+  ///
+  /// \param capacity The capacity of the cache.
+  /// \param range A range to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  BaseCache(size_t capacity,
+            Range&& range,
+            const HashFunction& hash,
+            const KeyEqual& key_equal)
+  : BaseCache(capacity, hash, key_equal) {
+    insert(std::move(range));
+  }
+
+  /// Constructor.
+  ///
+  /// The capacity is inferred from the distance between the beginning and end
+  /// of the range. This may be expensive for iterators that are not
+  /// random-access.
+  ///
+  /// Elements of the range will be moved into the cache.
+  ///
+  /// \param range A range to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  explicit BaseCache(Range&& range,
+                     const HashFunction& hash,
+                     const KeyEqual& key_equal)
+  : BaseCache(std::distance(std::begin(range), std::end(range)),
+              std::move(range),
+              hash,
+              key_equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param capacity The capacity of the cache.
+  /// \param list The initializer list to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  BaseCache(size_t capacity,
+            InitializerList list,
+            const HashFunction& hash,
+            const KeyEqual& key_equal)
+  : BaseCache(capacity, list.begin(), list.end(), hash, key_equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param list The initializer list to construct the cache with.
+  /// \param hash The hash function to use for the internal map.
+  /// \param key_equal The key equality function to use for the internal map.
+  BaseCache(InitializerList list,
+            const HashFunction& hash,
+            const KeyEqual& key_equal)  // NOLINT(runtime/explicit)
+      : BaseCache(list.size(), list.begin(), list.end(), hash, key_equal) {
+  }
+
+  /// Copy constructor.
+  BaseCache(const BaseCache& other)
+  : _map(other._map)
+  , _order(other._order)
+  , _stats(other._stats)
+  , _last_accessed(other._last_accessed)
+  , _callback_manager(other._callback_manager)
+  , _capacity(other._capacity) {
+    _reassign_references();
+  }
+
+  /// Move constructor.
+  BaseCache(BaseCache&& other) {
+    // Following the copy-swap idiom.
+    swap(other);
+  }
+
+  /// Copy assignment operator.
+  BaseCache& operator=(const BaseCache& other) noexcept {
+    if (this != &other) {
+      _map = other._map;
+      _order = other._order;
+      _stats = other._stats;
+      _last_accessed = other._last_accessed;
+      _callback_manager = other._callback_manager;
+      _capacity = other._capacity;
+      _reassign_references();
+    }
+
+    return *this;
+  }
+
+  /// Move assignment operator.
+  BaseCache& operator=(BaseCache&& other) noexcept {
+    // Following the copy-swap idiom.
+    swap(other);
+    return *this;
+  }
+
+  /// Destructor.
+  virtual ~BaseCache() = default;
+
+  /// Sets the contents of the cache to a range.
+  ///
+  /// If the size of the range is greater than the current capacity,
+  /// the capacity is increased to match the range's size. If the size of
+  /// the range is less than the current capacity, the cache's capacity is *not*
+  /// changed.
+  ///
+  /// \param range A range of pairs to assign to the cache.
+  /// \returns The cache instance.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  BaseCache& operator=(const Range& range) {
+    _clear_and_increase_capacity(range);
+    insert(range);
+    return *this;
+  }
+
+  /// Sets the contents of the cache to an rvalue range.
+  ///
+  /// Pairs of the range are moved into the cache.
+  ///
+  /// \param range A range of pairs to assign to the cache.
+  /// \returns The cache instance.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  BaseCache& operator=(Range&& range) {
+    _clear_and_increase_capacity(range);
+    insert(std::move(range));
+    return *this;
+  }
+
+  /// Sets the contents of the cache to pairs from a list.
+  ///
+  /// \param list The list to assign to the cache.
+  /// \returns The cache instance.
+  BaseCache& operator=(InitializerList list) {
+    return operator=<InitializerList>(list);
+  }
+
+  /// Swaps the contents of the cache with another cache.
+  ///
+  /// \param other The other cache to swap with.
+  virtual void swap(BaseCache& other) noexcept {
+    using std::swap;
+
+    swap(_order, other._order);
+    swap(_map, other._map);
+    swap(_last_accessed, other._last_accessed);
+    swap(_capacity, other._capacity);
+  }
+
+  /// Swaps the contents of one cache with another cache.
+  ///
+  /// \param first The first cache to swap.
+  /// \param second The second cache to swap.
+  friend void swap(BaseCache& first, BaseCache& second) noexcept {
+    first.swap(second);
+  }
+
+  /// Compares the cache for equality with another cache.
+  ///
+  /// \complexity O(N)
+  /// \param other The other cache to compare with.
+  /// \returns True if the keys __and values__ of the cache are identical to the
+  ///         other, else false.
+  bool operator==(const BaseCache& other) const noexcept {
+    if (this == &other) return true;
+    if (this->_map != other._map) return false;
+    // clang-format off
+    return std::equal(
+      this->_order.begin(),
+      this->_order.end(),
+      other._order.begin(),
+      other._order.end(),
+      [](const auto& first, const auto& second) {
+        return first.get() == second.get();
+    });
+    // clang-format on
+  }
+
+  /// Compares the cache for inequality with another cache.
+  ///
+  /// \complexity O(N)
+  /// \param other The other cache to compare with.
+  /// \returns True if there is any mismatch in keys __or their values__
+  /// betweent
+  /// the two caches, else false.
+  bool operator!=(const BaseCache& other) const noexcept {
+    return !(*this == other);
+  }
+
+  /////////////////////////////////////////////////////////////////////////////
+  // ITERATOR INTERFACE
+  /////////////////////////////////////////////////////////////////////////////
+
+  /// \returns An unordered iterator to the beginning of the cache (this need
+  /// not be the first key inserted).
+  UnorderedIterator unordered_begin() noexcept {
+    return {*this, _map.begin()};
+  }
+
+  /// \returns A const unordered iterator to the beginning of the cache (this
+  /// need not be the key least recently inserted).
+  UnorderedConstIterator unordered_begin() const noexcept {
+    return unordered_cbegin();
+  }
+
+  /// \returns A const unordered iterator to the beginning of the cache (this
+  /// need not be the key least recently inserted).
+  UnorderedConstIterator unordered_cbegin() const noexcept {
+    return {*this, _map.cbegin()};
+  }
+
+  /// \returns An unordered iterator to the end of the cache (this
+  /// need not be one past the key most recently inserted).
+  UnorderedIterator unordered_end() noexcept {
+    return {*this, _map.end()};
+  }
+
+  /// \returns A const unordered iterator to the end of the cache (this
+  /// need not be one past the key most recently inserted).
+  UnorderedConstIterator unordered_end() const noexcept {
+    return unordered_cend();
+  }
+
+  /// \returns A const unordered iterator to the end of the cache (this
+  /// need not be one past the key most recently inserted).
+  UnorderedConstIterator unordered_cend() const noexcept {
+    return {*this, _map.cend()};
+  }
+
+  /// \returns An ordered iterator to the beginning of the cache (the key least
+  /// recently inserted).
+  OrderedIterator ordered_begin() noexcept {
+    return {*this, _order.begin()};
+  }
+
+  /// \returns A const ordered iterator to the beginning of the cache (the key
+  /// least recently inserted).
+  OrderedConstIterator ordered_begin() const noexcept {
+    return ordered_cbegin();
+  }
+
+  /// \returns A const ordered iterator to the beginning of the cache (the key
+  /// least recently inserted).
+  OrderedConstIterator ordered_cbegin() const noexcept {
+    return {*this, _order.cbegin()};
+  }
+
+  /// \returns An ordered iterator to the end of the cache (one past the key
+  /// most recently inserted).
+  OrderedIterator ordered_end() noexcept {
+    return {*this, _order.end()};
+  }
+
+  /// \returns A const ordered iterator to the end of the cache (one past the
+  /// key least recently inserted).
+  OrderedConstIterator ordered_end() const noexcept {
+    return ordered_cend();
+  }
+
+  /// \returns A const ordered iterator to the end of the cache (one past the
+  /// key least recently inserted).
+  OrderedConstIterator ordered_cend() const noexcept {
+    return {*this, _order.cend()};
+  }
+
+  /// \copydoc unordered_begin()
+  UnorderedIterator begin() noexcept {
+    return unordered_begin();
+  }
+
+  /// \copydoc unordered_cbegin()
+  UnorderedConstIterator begin() const noexcept {
+    return cbegin();
+  }
+
+  /// \copydoc unordered_cbegin()
+  UnorderedConstIterator cbegin() const noexcept {
+    return unordered_begin();
+  }
+
+  /// \copydoc unordered_end() const
+  UnorderedIterator end() noexcept {
+    return unordered_end();
+  }
+
+  /// \copydoc unordered_cend() const
+  UnorderedConstIterator end() const noexcept {
+    return cend();
+  }
+
+  /// \copydoc unordered_cend() const
+  UnorderedConstIterator cend() const noexcept {
+    return unordered_cend();
+  }
+
+  /// \returns True if the given iterator may be safely dereferenced, else
+  /// false.
+  /// \details Behavior is undefined if the iterator does not point into this
+  /// cache.
+  /// \param unordered_iterator The iterator to check.
+  virtual bool is_valid(UnorderedConstIterator unordered_iterator) const
+      noexcept {
+    return unordered_iterator != unordered_end();
+  }
+
+  /// \returns True if the given iterator may be safely dereferenced, else
+  /// false.
+  /// \details Behavior is undefined if the iterator does not point into this
+  /// cache.
+  /// \param ordered_iterator The iterator to check.
+  virtual bool is_valid(OrderedConstIterator ordered_iterator) const noexcept {
+    return ordered_iterator != ordered_end();
+  }
+
+  /// Checks if the given iterator may be dereferencend and throws an exception
+  /// if not.
+  ///
+  /// The exception thrown, if any, depends on the state of the iterator.
+  ///
+  /// \param unordered_iterator The iterator to check.
+  /// \throws LRU::Error::InvalidIterator if the iterator is the end iterator.
+  virtual void
+  throw_if_invalid(UnorderedConstIterator unordered_iterator) const {
+    if (unordered_iterator == unordered_end()) {
+      throw LRU::Error::InvalidIterator();
+    }
+  }
+
+  /// Checks if the given iterator may be dereferencend and throws an exception
+  /// if not.
+  ///
+  /// The exception thrown, if any, depends on the state of the iterator.
+  ///
+  /// \param ordered_iterator The iterator to check.
+  /// \throws LRU::Error::InvalidIterator if the iterator is the end iterator.
+  virtual void throw_if_invalid(OrderedConstIterator ordered_iterator) const {
+    if (ordered_iterator == ordered_end()) {
+      throw LRU::Error::InvalidIterator();
+    }
+  }
+
+  /////////////////////////////////////////////////////////////////////////////
+  // CACHE INTERFACE
+  /////////////////////////////////////////////////////////////////////////////
+
+  /// Tests if the given key is contained in the cache.
+  ///
+  /// This function may return false even if the key is actually currently
+  /// stored in the cache, but the concrete cache class places some additional
+  /// constraint as to when a key may be accessed (such as a time limit).
+  ///
+  /// \complexity O(1) expected and amortized.
+  /// \param key The key to check for.
+  /// \returns True if the key's value may be accessed via `lookup()` without an
+  /// error, else false.
+  virtual bool contains(const Key& key) const {
+    if (key == _last_accessed) {
+      if (_last_accessed_is_ok(key)) {
+        _register_hit(key, _last_accessed.value());
+        // If this is the last accessed key, it's at the front anyway
+        return true;
+      } else {
+        return false;
+      }
+    }
+
+    return find(key) != end();
+  }
+
+  /// Looks up the value for the given key.
+  ///
+  /// If the key is found in the cache, it is moved to the front. Any iterators
+  /// pointing to that key are still valid, but the subsequent order of
+  /// iteration may be different from what it was before.
+  ///
+  /// \complexity O(1) expected and amortized.
+  /// \param key The key whose value to look for.
+  /// \throws LRU::Error::KeyNotFound if the key's value may not be accessed.
+  /// \returns The value stored in the cache for the given key.
+  /// \see contains()
+  virtual const Value& lookup(const Key& key) const {
+    if (key == _last_accessed) {
+      auto& value = _value_for_last_accessed();
+      _register_hit(key, value);
+      // If this is the last accessed key, it's at the front anyway
+      return value;
+    }
+
+    auto iterator = find(key);
+    if (iterator == end()) {
+      throw LRU::Error::KeyNotFound();
+    } else {
+      return iterator.value();
+    }
+  }
+
+  /// Looks up the value for the given key.
+  ///
+  /// If the key is found in the cache, it is moved to the front. Any iterators
+  /// pointing to that key are still valid, but the subsequent order of
+  /// iteration may be different from what it was before.
+  ///
+  /// \complexity O(1) expected and amortized.
+  /// \param key The key whose value to look for.
+  /// \throws LRU::Error::KeyNotFound if the key's value may not be accessed.
+  /// \returns The value stored in the cache for the given key.
+  /// \see contains()
+  virtual Value& lookup(const Key& key) {
+    if (key == _last_accessed) {
+      auto& value = _value_for_last_accessed();
+      _register_hit(key, value);
+      // If this is the last accessed key, it's at the front anyway
+      return value;
+    }
+
+    auto iterator = find(key);
+    if (iterator == end()) {
+      throw LRU::Error::KeyNotFound();
+    } else {
+      return iterator.value();
+    }
+  }
+
+  /// Attempts to return an iterator to the given key in the cache.
+  ///
+  /// If the key is found in the cache, it is moved to the front. Any iterators
+  /// pointing to that key are still valid, but the subsequent order of
+  /// iteration may be different from what it was before.
+  ///
+  /// \complexity O(1) expected and amortized.
+  /// \param key The key whose value to look for.
+  /// \returns An iterator pointing to the entry with the given key, if one
+  /// exists, else the end iterator.
+  virtual UnorderedIterator find(const Key& key) = 0;
+
+  /// Attempts to return a const iterator to the given key in the cache.
+  ///
+  /// If the key is found in the cache, it is moved to the front. Any iterators
+  /// pointing to that key are still valid, but the subsequent order of
+  /// iteration may be different from what it was before.
+  ///
+  /// \complexity O(1) expected and amortized.
+  /// \param key The key whose value to look for.
+  /// \returns A const iterator pointing to the entry with the given key, if one
+  /// exists, else the end iterator.
+  virtual UnorderedConstIterator find(const Key& key) const = 0;
+
+  /// \copydoc lookup(const Key&)
+  virtual Value& operator[](const Key& key) {
+    return lookup(key);
+  }
+
+  /// \copydoc lookup(const Key&) const
+  virtual const Value& operator[](const Key& key) const {
+    return lookup(key);
+  }
+
+  /// Inserts the given `(key, value)` pair into the cache.
+  ///
+  /// If the cache's capacity is reached, the most recently used element will be
+  /// evicted. Any iterators pointing to that element will be invalidated.
+  /// Iterators pointing to other elements are not affected.
+  ///
+  /// \complexity O(1) expected and amortized.
+  /// \param key The key to insert.
+  /// \param value The value to insert with the key.
+  /// \returns An `InsertionResult`, holding a boolean indicating whether the
+  /// key was newly inserted (true) or only updated (false) as well as an
+  /// iterator pointing to the entry for the key.
+  virtual InsertionResultType insert(const Key& key, const Value& value) {
+    if (_capacity == 0) return {false, end()};
+
+    auto iterator = _map.find(key);
+
+    // To insert, we first check if the key is already present in the cache
+    // and if so, update its value and move its order iterator to the front
+    // of the queue. Else, we insert the key at the end of the queue and
+    // possibly pop the front if the cache has reached its capacity.
+
+    if (iterator == _map.end()) {
+      auto result = _map.emplace(key, Information(value));
+      assert(result.second);
+      auto order = _insert_new_key(result.first->first);
+      result.first->second.order = order;
+
+      _last_accessed = result.first;
+      return {true, {*this, result.first}};
+    } else {
+      _move_to_front(iterator, value);
+      _last_accessed = iterator;
+      return {false, {*this, iterator}};
+    }
+  }
+
+  /// Inserts a range of `(key, value)` pairs.
+  ///
+  /// If, at any point, the cache's capacity is reached, the most recently used
+  /// element will be evicted. Any iterators pointing to that element will
+  /// be invalidated. Iterators pointing to other elements are not affected.
+  ///
+  /// Note: This operation has no performance benefits over
+  /// element-wise insertion via `insert()`.
+  ///
+  /// \param begin An iterator for the start of the range to insert.
+  /// \param end An iterator for the end of the range to insert.
+  /// \returns The number of elements newly inserted (as opposed to only
+  /// updated).
+  template <typename Iterator,
+            typename = Internal::enable_if_iterator_over_pair<Iterator>>
+  size_t insert(Iterator begin, Iterator end) {
+    size_t newly_inserted = 0;
+    for (; begin != end; ++begin) {
+      const auto result = insert(begin->first, begin->second);
+      newly_inserted += result.was_inserted();
+    }
+
+    return newly_inserted;
+  }
+
+  /// Inserts a range of `(key, value)` pairs.
+  ///
+  /// If, at any point, the cache's capacity is reached, the most recently used
+  /// element will be evicted. Any iterators pointing to that element will
+  /// be invalidated. Iterators pointing to other elements are not affected.
+  ///
+  /// This operation has no performance benefits over
+  /// element-wise insertion via `insert()`.
+  ///
+  /// \param range The range of `(key, value)` pairs to insert.
+  /// \returns The number of elements newly inserted (as opposed to only
+  /// updated).
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  size_t insert(Range& range) {
+    using std::begin;
+    using std::end;
+
+    return insert(begin(range), end(range));
+  }
+
+  /// Moves the elements of the range into the cache.
+  ///
+  /// If, at any point, the cache's capacity is reached, the most recently used
+  /// element will be evicted. Any iterators pointing to that element will
+  /// be invalidated. Iterators pointing to other elements are not affected.
+  ///
+  /// \param range The range of `(key, value)` pairs to move into the cache.
+  /// \returns The number of elements newly inserted (as opposed to only
+  /// updated).
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  size_t insert(Range&& range) {
+    size_t newly_inserted = 0;
+    for (auto& pair : range) {
+      const auto result =
+          emplace(std::move(pair.first), std::move(pair.second));
+      newly_inserted += result.was_inserted();
+    }
+
+    return newly_inserted;
+  }
+
+  /// Inserts a list `(key, value)` pairs.
+  ///
+  /// If the cache's capacity is reached, the most recently used element will be
+  /// evicted (one or more times). Any iterators pointing to that element will
+  /// be invalidated. Iterators pointing to other elements are not affected.
+  ///
+  /// This operation has no performance benefits over
+  /// element-wise insertion via `insert()`.
+  ///
+  /// \param list The list of `(key, value)` pairs to insert.
+  /// \returns The number of elements newly inserted (as opposed to only
+  /// updated).
+  virtual size_t insert(InitializerList list) {
+    return insert(list.begin(), list.end());
+  }
+
+  /// Emplaces a new `(key, value)` pair into the cache.
+  ///
+  /// This emplacement function allows perfectly forwarding an arbitrary number
+  /// of arguments to the constructor of both the key and value type, via
+  /// appropriate tuples. The intended usage is with `std::forward_as_tuple`,
+  /// for example:
+  /// \code{.cpp}
+  /// struct A { A(int, const std::string&) { } };
+  /// struct B { B(double) {} };
+  ///
+  /// LRU::Cache<A> cache;
+  ///
+  /// cache.emplace(
+  ///   std::piecewise_construct,
+  ///   std::forward_as_tuple(1, "hello"),
+  ///   std::forward_as_tuple(5.0),
+  ///  );
+  /// \endcode
+  ///
+  /// There is a convenience overload that requires much less overhead, if both
+  /// constructors expect only a single argument.
+  ///
+  /// If the cache's capacity is reached, the most recently used element will be
+  /// evicted. Any iterators pointing to that element will be invalidated.
+  /// Iterators pointing to other elements are not affected.
+  ///
+  /// \complexity O(1) expected and amortized.
+  /// \param _ A dummy parameter to work around overload resolution.
+  /// \param key_arguments A tuple of arguments to construct a key object with.
+  /// \param value_arguments A tuple of arguments to construct a value object
+  ///                        with.
+  /// \returns An `InsertionResult`, holding a boolean indicating whether the
+  /// key was newly inserted (true) or only updated (false) as well as an
+  /// iterator pointing to the entry for the key.
+  template <typename... Ks, typename... Vs>
+  InsertionResultType emplace(std::piecewise_construct_t _,
+                              const std::tuple<Ks...>& key_arguments,
+                              const std::tuple<Vs...>& value_arguments) {
+    if (_capacity == 0) return {false, end()};
+
+    auto key = Internal::construct_from_tuple<Key>(key_arguments);
+    auto iterator = _map.find(key);
+
+    if (iterator == _map.end()) {
+      auto result = _map.emplace(std::move(key), Information(value_arguments));
+      auto order = _insert_new_key(result.first->first);
+      result.first->second.order = order;
+      assert(result.second);
+
+      _last_accessed = result.first;
+      return {true, {*this, result.first}};
+    } else {
+      auto value = Internal::construct_from_tuple<Value>(value_arguments);
+      _move_to_front(iterator, value);
+      _last_accessed = iterator;
+      return {false, {*this, iterator}};
+    }
+  }
+
+  /// Emplaces a `(key, value)` pair.
+  ///
+  /// This is a convenience overload removing the necessity for
+  /// `std::piecewise_construct` and `std::forward_as_tuple` that may be used in
+  /// the case that both the key and value have constructors expecting only a
+  /// single argument.
+  ///
+  /// If the cache's capacity is reached, the most recently used element will be
+  /// evicted. Any iterators pointing to that element will be invalidated.
+  /// Iterators pointing to other elements are not affected.
+  ///
+  /// \param key_argument The argument to construct a key object with.
+  /// \param value_argument The argument to construct a value object with.
+  /// \returns An `InsertionResult`, holding a boolean indicating whether the
+  /// key was newly inserted (true) or only updated (false) as well as an
+  /// iterator pointing to the entry for the key.
+  template <typename K, typename V>
+  InsertionResultType emplace(K&& key_argument, V&& value_argument) {
+    auto key_tuple = std::forward_as_tuple(std::forward<K>(key_argument));
+    auto value_tuple = std::forward_as_tuple(std::forward<V>(value_argument));
+    return emplace(std::piecewise_construct, key_tuple, value_tuple);
+  }
+
+  /// Erases the given key from the cache, if it is present.
+  ///
+  /// If the key is not present in the cache, this is a no-op.
+  /// All iterators pointing to the given key are invalidated.
+  /// Other iterators are not affected.
+  ///
+  /// \param key The key to erase.
+  /// \returns True if the key was erased, else false.
+  virtual bool erase(const Key& key) {
+    // No need to use _last_accessed_is_ok here, because even
+    // if it has expired, it's no problem to erase it anyway
+    if (_last_accessed == key) {
+      _erase(_last_accessed.key(), _last_accessed.information());
+      return true;
+    }
+
+    auto iterator = _map.find(key);
+    if (iterator != _map.end()) {
+      _erase(iterator);
+      return true;
+    }
+
+    return false;
+  }
+
+  /// Erases the key pointed to by the given iterator.
+  ///
+  /// \param iterator The iterator whose key to erase.
+  /// \throws LRU::Error::InvalidIterator if the iterator is the end iterator.
+  virtual void erase(UnorderedConstIterator iterator) {
+    /// We have this overload to avoid the extra conversion-construction from
+    /// unordered to ordered iterator (and renewed hash lookup)
+    if (iterator == unordered_cend()) {
+      throw LRU::Error::InvalidIterator();
+    } else {
+      _erase(iterator._iterator);
+    }
+  }
+
+
+  /// Erases the key pointed to by the given iterator.
+  ///
+  /// \param iterator The iterator whose key to erase.
+  /// \throws LRU::Error::InvalidIterator if the iterator is the end iterator.
+  virtual void erase(OrderedConstIterator iterator) {
+    if (iterator == ordered_cend()) {
+      throw LRU::Error::InvalidIterator();
+    } else {
+      _erase(_map.find(iterator.key()));
+    }
+  }
+
+  /// Clears the cache entirely.
+  virtual void clear() {
+    _map.clear();
+    _order.clear();
+    _last_accessed.invalidate();
+  }
+
+  /// Requests shrinkage of the cache to the given size.
+  ///
+  /// If the passed size is 0, this operation is equivalent to `clear()`. If the
+  /// size is greater than the current size, it is a no-op. Otherwise, the size
+  /// of the cache is reduzed to the given size by repeatedly removing the least
+  /// recent element.
+  ///
+  /// \param new_size The size to (maybe) shrink to.
+  virtual void shrink(size_t new_size) {
+    if (new_size >= size()) return;
+    if (new_size == 0) {
+      clear();
+      return;
+    }
+
+    while (size() > new_size) {
+      _erase_lru();
+    }
+  }
+
+  /////////////////////////////////////////////////////////////////////////////
+  // SIZE AND CAPACITY INTERFACE
+  /////////////////////////////////////////////////////////////////////////////
+
+  /// \returns The number of keys present in the cache.
+  virtual size_t size() const noexcept {
+    return _map.size();
+  }
+
+  /// Sets the capacity of the cache to the given value.
+  ///
+  /// If the given capacity is less than the current capacity of the cache,
+  /// the least-recently inserted element is removed repeatedly until the
+  /// capacity is equal to the given value.
+  ///
+  /// \param new_capacity The capacity to shrink or grow to.
+  virtual void capacity(size_t new_capacity) {
+    // Pop the front of the cache if we have to resize
+    while (size() > new_capacity) {
+      _erase_lru();
+    }
+    _capacity = new_capacity;
+  }
+
+  /// Returns the current capacity of the cache.
+  virtual size_t capacity() const noexcept {
+    return _capacity;
+  }
+
+  /// \returns the number of slots left in the cache.
+  ///
+  /// \details After this number of elements have been inserted, the next one
+  /// insertion is preceded by an erasure of the least-recently inserted
+  /// element.
+  virtual size_t space_left() const noexcept {
+    return _capacity - size();
+  }
+
+  /// \returns True if the cache contains no elements, else false.
+  virtual bool is_empty() const noexcept {
+    return size() == 0;
+  }
+
+  /// \returns True if the cache's size equals its capacity, else false.
+  ///
+  /// \details If `is_full()` returns `true`, the next insertion is preceded by
+  /// an erasure of the least-recently inserted element.
+  virtual bool is_full() const noexcept {
+    return size() == _capacity;
+  }
+
+  /// \returns The function used to hash keys.
+  virtual HashFunction hash_function() const {
+    return _map.hash_function();
+  }
+
+  /// \returns The function used to compare keys.
+  virtual KeyEqual key_equal() const {
+    return _map.key_eq();
+  }
+
+  /////////////////////////////////////////////////////////////////////////////
+  // STATISTICS INTERFACE
+  /////////////////////////////////////////////////////////////////////////////
+
+  /// Registers the given statistics object for monitoring.
+  ///
+  /// This method is useful if the statistics object is to
+  /// be shared between caches.
+  ///
+  /// Ownership of the statistics object remains with the user and __not__ with
+  /// the cache object. Also, behavior is undefined if the lifetime of the cache
+  /// exceeds that of the registered statistics object.
+  ///
+  /// \param statistics The statistics object to register.
+  virtual void monitor(const StatisticsPointer& statistics) {
+    _stats = statistics;
+  }
+
+  /// Registers the given statistics object for monitoring.
+  ///
+  /// Ownership of the statistics object is transferred to the cache.
+  ///
+  /// \param statistics The statistics object to register.
+  virtual void monitor(StatisticsPointer&& statistics) {
+    _stats = std::move(statistics);
+  }
+
+  /// Constructs a new statistics in-place in the cache.
+  ///
+  /// This method is useful if the cache is to have exclusive ownership of the
+  /// statistics and out-of-place construction and move is inconvenient.
+  ///
+  /// \param args Arguments to be forwarded to the constructor of the statistics
+  ///             object.
+  template <typename... Args,
+            typename = std::enable_if_t<
+                Internal::none_of_type<StatisticsPointer, Args...>>>
+  void monitor(Args&&... args) {
+    _stats = std::make_shared<Statistics<Key>>(std::forward<Args>(args)...);
+  }
+
+  /// Stops any monitoring being performed with a statistics object.
+  ///
+  /// If the cache is not currently monitoring at all, this is a no-op.
+  virtual void stop_monitoring() {
+    _stats.reset();
+  }
+
+  /// \returns True if the cache is currently monitoring statistics, else
+  /// false.
+  bool is_monitoring() const noexcept {
+    return _stats.has_stats();
+  }
+
+  /// \returns The statistics object currently in use by the cache.
+  /// \throws LRU::Error::NotMonitoring if the cache is currently not
+  /// monitoring.
+  virtual Statistics<Key>& stats() {
+    if (!is_monitoring()) {
+      throw LRU::Error::NotMonitoring();
+    }
+    return _stats.get();
+  }
+
+  /// \returns The statistics object currently in use by the cache.
+  /// \throws LRU::Error::NotMonitoring if the cache is currently not
+  /// monitoring.
+  virtual const Statistics<Key>& stats() const {
+    if (!is_monitoring()) {
+      throw LRU::Error::NotMonitoring();
+    }
+    return _stats.get();
+  }
+
+  /// \returns A `shared_ptr` to the statistics currently in use by the cache.
+  virtual StatisticsPointer& shared_stats() {
+    return _stats.shared();
+  }
+
+  /// \returns A `shared_ptr` to the statistics currently in use by the cache.
+  virtual const StatisticsPointer& shared_stats() const {
+    return _stats.shared();
+  }
+
+  /////////////////////////////////////////////////////////////////////////////
+  // CALLBACK INTERFACE
+  /////////////////////////////////////////////////////////////////////////////
+
+  /// Registers a new hit callback.
+  ///
+  /// \param hit_callback The hit callback function to register with the cache.
+  template <typename Callback,
+            typename = Internal::enable_if_same<HitCallback, Callback>>
+  void hit_callback(Callback&& hit_callback) {
+    _callback_manager.hit_callback(std::forward<Callback>(hit_callback));
+  }
+
+  /// Registers a new miss callback.
+  ///
+  /// \param miss_callback The miss callback function to register with the
+  ///                       cache.
+  template <typename Callback,
+            typename = Internal::enable_if_same<MissCallback, Callback>>
+  void miss_callback(Callback&& miss_callback) {
+    _callback_manager.miss_callback(std::forward<Callback>(miss_callback));
+  }
+
+  /// Registers a new access callback.
+  ///
+  /// \param access_callback The access callback function to register with the
+  ///                        cache.
+  template <typename Callback,
+            typename = Internal::enable_if_same<AccessCallback, Callback>>
+  void access_callback(Callback&& access_callback) {
+    _callback_manager.access_callback(std::forward<Callback>(access_callback));
+  }
+
+  /// Clears all hit callbacks.
+  void clear_hit_callbacks() {
+    _callback_manager.clear_hit_callbacks();
+  }
+
+  /// Clears all miss callbacks.
+  void clear_miss_callbacks() {
+    _callback_manager.clear_miss_callbacks();
+  }
+
+  /// Clears all access callbacks.
+  void clear_access_callbacks() {
+    _callback_manager.clear_access_callbacks();
+  }
+
+  /// Clears all callbacks.
+  void clear_all_callbacks() {
+    _callback_manager.clear();
+  }
+
+  /// \returns All hit callbacks.
+  const HitCallbackContainer& hit_callbacks() const noexcept {
+    return _callback_manager.hit_callbacks();
+  }
+
+  /// \returns All miss callbacks.
+  const MissCallbackContainer& miss_callbacks() const noexcept {
+    return _callback_manager.miss_callbacks();
+  }
+
+  /// \returns All access callbacks.
+  const AccessCallbackContainer& access_callbacks() const noexcept {
+    return _callback_manager.access_callbacks();
+  }
+
+ protected:
+  // The ordered iterators need to perform lookups without changing
+  // the order of elements or affecting statistics.
+  template <typename, typename, typename>
+  friend class BaseOrderedIterator;
+
+  using MapInsertionResult = decltype(Map().emplace());
+  using LastAccessed =
+      typename Internal::LastAccessed<Key, Information, KeyEqual>;
+
+  /// Moves the key pointed to by the iterator to the front of the order.
+  ///
+  /// \param iterator The iterator pointing to the key to move.
+  virtual void _move_to_front(QueueIterator iterator) const {
+    if (size() == 1) return;
+    // Extract the current linked-list node and insert (splice it) at the end
+    // The original iterator is not invalidated and now points to the new
+    // position (which is still the same node).
+    _order.splice(_order.end(), _order, iterator);
+  }
+
+  /// Moves the key pointed to by the iterator to the front of the order and
+  /// assigns a new value.
+  ///
+  /// \param iterator The iterator pointing to the key to move.
+  /// \param new_value The updated value to move the key with.
+  virtual void _move_to_front(MapIterator iterator, const Value& new_value) {
+    // Extract the current linked-list node and insert (splice it) at the end
+    // The original iterator is not invalidated and now points to the new
+    // position (which is still the same node).
+    _move_to_front(iterator->second.order);
+    iterator->second.value = new_value;
+  }
+
+  /// Erases the element most recently inserted into the cache.
+  virtual void _erase_lru() {
+    _erase(_map.find(_order.front()));
+  }
+
+  /// Erases the element pointed to by the iterator.
+  ///
+  /// \param iterator The iterator pointing to the key to erase.
+  virtual void _erase(MapConstIterator iterator) {
+    if (_last_accessed == iterator) {
+      _last_accessed.invalidate();
+    }
+
+    _order.erase(iterator->second.order);
+    _map.erase(iterator);
+  }
+
+  /// Erases the given key.
+  ///
+  /// This method is useful if the key and information are already present, to
+  /// avoid an additional hash lookup to get an iterator to the corresponding
+  /// map entry.
+  ///
+  /// \param key The key to erase.
+  /// \param information The information associated with the key to erase.
+  virtual void _erase(const Key& key, const Information& information) {
+    if (key == _last_accessed) {
+      _last_accessed.invalidate();
+    }
+
+    // To be sure, we should do this first, since the order stores a reference
+    // to the key in the map.
+    _order.erase(information.order);
+
+    // Requires an additional hash-lookup, whereas erase(iterator) doesn't
+    _map.erase(key);
+  }
+
+  /// Convenience methhod to get the value for an insertion result into a map.
+  /// \returns The value for the given result.
+  virtual Value& _value_from_result(MapInsertionResult& result) noexcept {
+    // `result.first` is the map iterator (to a pair), whose `second` member
+    // is
+    // the information object, whose `value` member is the value stored.
+    return result.first->second.value;
+  }
+
+  /// The main use of this method is that it may be override by a base class
+  /// if
+  /// there are any stronger constraints (such as time expiration) as to when
+  /// the last-accessed object may be used to access a key.
+  ///
+  /// \param key The key to compare the last accessed object against.
+  /// \returns True if the last-accessed object is valid.
+  virtual bool _last_accessed_is_ok(const Key& key) const noexcept {
+    return true;
+  }
+
+  /// \copydoc _value_for_last_accessed() const
+  virtual Value& _value_for_last_accessed() {
+    return _last_accessed.value();
+  }
+
+  /// Attempts to access the last accessed key's value.
+  /// \returns The value of the last accessed object.
+  /// \details This method exists so that derived classes may perform
+  /// additional
+  /// checks (and possibly throw exceptions) or perform other operations to
+  /// retrieve the value.
+  virtual const Value& _value_for_last_accessed() const {
+    return _last_accessed.value();
+  }
+
+  /// Registers a hit for the key and performs appropriate actions.
+  /// \param key The key to register a hit for.
+  /// \param value The value that was found for the key.
+  virtual void _register_hit(const Key& key, const Value& value) const {
+    if (is_monitoring()) {
+      _stats.register_hit(key);
+    }
+
+    _callback_manager.hit(key, value);
+  }
+
+  /// Registers a miss for the key and performs appropriate actions.
+  /// \param key The key to register a miss for.
+  virtual void _register_miss(const Key& key) const {
+    if (is_monitoring()) {
+      _stats.register_miss(key);
+    }
+
+    _callback_manager.miss(key);
+  }
+
+  /// The common part of both range assignment operators.
+  ///
+  /// \param range The range to assign to.
+  template <typename Range>
+  void _clear_and_increase_capacity(const Range& range) {
+    using std::begin;
+    using std::end;
+
+    clear();
+
+    auto distance = std::distance(begin(range), end(range));
+    if (distance > _capacity) {
+      _capacity = distance;
+    }
+  }
+
+  /// Looks up each key in the queue and re-assigns it to the proper key in the
+  /// map.
+  ///
+  /// After a copy, the reference (wrappers) in the order queue point
+  /// to the keys of the other cache's map. Thus we need to re-assign them.
+  void _reassign_references() noexcept {
+    for (auto& key_reference : _order) {
+      key_reference = std::ref(_map.find(key_reference)->first);
+    }
+  }
+
+  /// Inserts a new key into the queue.
+  ///
+  /// If the cache is full, the LRU node is re-used.
+  /// Else a node is inserted at the order.
+  ///
+  /// \returns The resulting iterator.
+  QueueIterator _insert_new_key(const Key& key) {
+    if (_is_too_full()) {
+      _evict_lru_for(key);
+    } else {
+      _order.emplace_back(key);
+    }
+
+    return std::prev(_order.end());
+  }
+
+  /// Evicts the LRU element for the given new key.
+  ///
+  /// \param key The new key to insert into the queue.
+  void _evict_lru_for(const Key& key) {
+    _map.erase(_order.front());
+    _order.front() = std::ref(key);
+    _move_to_front(_order.begin());
+  }
+
+  /// \returns True if the cache is too full and an element must be evicted,
+  /// else false.
+  bool _is_too_full() const noexcept {
+    return size() > _capacity;
+  }
+
+  /// The map from keys to information objects.
+  Map _map;
+
+  /// The queue keeping track of the insertion order of elements.
+  mutable Queue _order;
+
+  /// The object to mutate statistics if any are registered.
+  mutable StatisticsMutator<Key> _stats;
+
+  /// The last-accessed cache object.
+  mutable LastAccessed _last_accessed;
+
+  /// The callback manager to store any callbacks.
+  mutable CallbackManagerType _callback_manager;
+
+  /// The current capacity of the cache.
+  size_t _capacity;
+};
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // LRU_INTERNAL_BASE_CACHE_HPP
diff --git a/include/lru/internal/base-iterator.hpp b/include/lru/internal/base-iterator.hpp
new file mode 100644
index 0000000..b695a72
--- /dev/null
+++ b/include/lru/internal/base-iterator.hpp
@@ -0,0 +1,216 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_BASE_ITERATOR_HPP
+#define LRU_INTERNAL_BASE_ITERATOR_HPP
+
+#include <algorithm>
+#include <iterator>
+
+#include <lru/entry.hpp>
+#include <lru/internal/optional.hpp>
+
+#define PUBLIC_BASE_ITERATOR_MEMBERS \
+  typename super::Entry;             \
+  using typename super::KeyType;     \
+  using typename super::ValueType;
+
+#define PRIVATE_BASE_ITERATOR_MEMBERS \
+  super::_iterator;                   \
+  using super::_entry;                \
+  using super::_cache;
+
+
+namespace LRU {
+namespace Internal {
+
+/// The base class for all (ordered and unordered) iterators.
+///
+/// All iterators over our LRU caches store a reference to the cache they point
+/// into, an underlying iterator they adapt (e.g. a map iterator or list
+/// iterator) as well as a entry, a reference to which is returned when
+/// dereferencing the iterator.
+///
+/// \tparam IteratorTag A standard iterator category tag.
+/// \tparam Key The key type over which instances of the iterator iterate.
+/// \tparam Value The value type over which instances of the iterator iterate.
+/// \tparam Cache The type of the cache instances of the iterator point into.
+/// \tparam UnderlyingIterator The underlying iterator class used to implement
+///                            the iterator.
+template <typename IteratorTag,
+          typename Key,
+          typename Value,
+          typename Cache,
+          typename UnderlyingIterator>
+class BaseIterator : public std::iterator<IteratorTag, LRU::Entry<Key, Value>> {
+ public:
+  using KeyType = Key;
+  using ValueType =
+      std::conditional_t<std::is_const<Cache>::value, const Value, Value>;
+  using Entry = LRU::Entry<KeyType, ValueType>;
+
+  /// Default constructor.
+  BaseIterator() noexcept : _cache(nullptr) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param cache The cache this iterator points into.
+  /// \param iterator The underlying iterator to adapt.
+  BaseIterator(Cache& cache, const UnderlyingIterator& iterator) noexcept
+  : _iterator(iterator), _cache(&cache) {
+  }
+
+  /// Copy constructor.
+  ///
+  /// Differs from the default copy constructor in that it does not copy the
+  /// entry.
+  ///
+  /// \param other The base iterator to copy.
+  BaseIterator(const BaseIterator& other) noexcept
+  : _iterator(other._iterator), _cache(other._cache) {
+    // Note: we do not copy the entry, as it would require a new allocation.
+    // Since iterators are often taken by value, this may incur a high cost.
+    // As such we delay the retrieval of the entry to the first call to entry().
+  }
+
+  /// Copy assignment operator.
+  ///
+  /// Differs from the default copy assignment
+  /// operator in that it does not copy the entry.
+  ///
+  /// \param other The base iterator to copy.
+  /// \return The base iterator instance.
+  BaseIterator& operator=(const BaseIterator& other) noexcept {
+    if (this != &other) {
+      _iterator = other._iterator;
+      _cache = other._cache;
+      _entry.reset();
+    }
+    return *this;
+  }
+
+  /// Move constructor.
+  BaseIterator(BaseIterator&& other) noexcept = default;
+
+  /// Move assignment operator.
+  BaseIterator& operator=(BaseIterator&& other) noexcept = default;
+
+  /// Generalized copy constructor.
+  ///
+  /// Mainly necessary for non-const to const conversion.
+  ///
+  /// \param other The base iterator to copy from.
+  template <typename AnyIteratorTag,
+            typename AnyKeyType,
+            typename AnyValueType,
+            typename AnyCacheType,
+            typename AnyUnderlyingIteratorType>
+  BaseIterator(const BaseIterator<AnyIteratorTag,
+                                  AnyKeyType,
+                                  AnyValueType,
+                                  AnyCacheType,
+                                  AnyUnderlyingIteratorType>& other)
+  : _iterator(other._iterator), _entry(other._entry), _cache(other._cache) {
+  }
+
+  /// Generalized move constructor.
+  ///
+  /// Mainly necessary for non-const to const conversion.
+  ///
+  /// \param other The base iterator to move into this one.
+  template <typename AnyIteratorTag,
+            typename AnyKeyType,
+            typename AnyValueType,
+            typename AnyCacheType,
+            typename AnyUnderlyingIteratorType>
+  BaseIterator(BaseIterator<AnyIteratorTag,
+                            AnyKeyType,
+                            AnyValueType,
+                            AnyCacheType,
+                            AnyUnderlyingIteratorType>&& other) noexcept
+  : _iterator(std::move(other._iterator))
+  , _entry(std::move(other._entry))
+  , _cache(std::move(other._cache)) {
+  }
+
+  /// Destructor.
+  virtual ~BaseIterator() = default;
+
+  /// Swaps this base iterator with another one.
+  ///
+  /// \param other The other iterator to swap with.
+  void swap(BaseIterator& other) noexcept {
+    // Enable ADL
+    using std::swap;
+
+    swap(_iterator, other._iterator);
+    swap(_entry, other._entry);
+    swap(_cache, other._cache);
+  }
+
+  /// Swaps two base iterator.
+  ///
+  /// \param first The first iterator to swap.
+  /// \param second The second iterator to swap.
+  friend void swap(BaseIterator& first, BaseIterator& second) noexcept {
+    first.swap(second);
+  }
+
+  /// \returns A reference to the current entry pointed to by the iterator.
+  virtual Entry& operator*() noexcept = 0;
+
+  /// \returns A pointer to the current entry pointed to by the iterator.
+  Entry* operator->() noexcept {
+    return &(**this);
+  }
+
+  /// \copydoc operator*()
+  virtual Entry& entry() = 0;
+
+  /// \returns A reference to the value of the entry currently pointed to by the
+  /// iterator.
+  virtual ValueType& value() = 0;
+
+  /// \returns A reference to the key of the entry currently pointed to by the
+  /// iterator.
+  virtual const Key& key() = 0;
+
+ protected:
+  template <typename, typename, typename, typename, typename>
+  friend class BaseIterator;
+
+  /// The underlying iterator this iterator class adapts.
+  UnderlyingIterator _iterator;
+
+  /// The entry optionally being stored.
+  Optional<Entry> _entry;
+
+  /// A pointer to the cache this iterator points into.
+  /// Pointer and not reference because it's cheap to copy.
+  /// Pointer and not `std::reference_wrapper` because the class needs to be
+  /// default-constructible.
+  Cache* _cache;
+};
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // LRU_INTERNAL_BASE_ITERATOR_HPP
diff --git a/include/lru/internal/base-ordered-iterator.hpp b/include/lru/internal/base-ordered-iterator.hpp
new file mode 100644
index 0000000..a0ed951
--- /dev/null
+++ b/include/lru/internal/base-ordered-iterator.hpp
@@ -0,0 +1,338 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef BASE_ORDERED_ITERATOR_HPP
+#define BASE_ORDERED_ITERATOR_HPP
+
+#include <algorithm>
+#include <functional>
+#include <iterator>
+#include <type_traits>
+
+#include <lru/entry.hpp>
+#include <lru/error.hpp>
+#include <lru/internal/base-iterator.hpp>
+#include <lru/internal/base-unordered-iterator.hpp>
+#include <lru/internal/definitions.hpp>
+#include <lru/internal/optional.hpp>
+#include <lru/iterator-tags.hpp>
+
+namespace LRU {
+namespace Internal {
+
+template <typename Key, typename Value, typename Cache>
+using BaseForBaseOrderedIterator =
+    BaseIterator<std::bidirectional_iterator_tag,
+                 Key,
+                 Value,
+                 Cache,
+                 typename Queue<Key>::const_iterator>;
+
+/// The base class for all const and non-const ordered iterators.
+///
+/// Ordered iterators are bidirectional iterators that iterate over the keys of
+/// a cache in the order in which they were inserted into the cache. As they
+/// only iterate over the keys, they must perform hash lookups to retrieve the
+/// value the first time they are dereferenced. This makes them slightly less
+/// efficient than unordered iterators. However, they also have the additional
+/// property that they may be constructed from unordered iterators, and that
+/// they can be decremented.
+///
+/// \tparam Key The key type over which instances of the iterator iterate.
+/// \tparam Value The value type over which instances of the iterator iterate.
+/// \tparam Cache The type of the cache instances of the iterator point into.
+template <typename Key, typename Value, typename Cache>
+class BaseOrderedIterator
+    : public BaseForBaseOrderedIterator<Key, Value, Cache> {
+ protected:
+  using super = BaseForBaseOrderedIterator<Key, Value, Cache>;
+  using PRIVATE_BASE_ITERATOR_MEMBERS;
+  using UnderlyingIterator = typename Queue<Key>::const_iterator;
+
+ public:
+  using Tag = LRU::Tag::OrderedIterator;
+  using PUBLIC_BASE_ITERATOR_MEMBERS;
+
+  /// Constructor.
+  BaseOrderedIterator() noexcept = default;
+
+  /// \copydoc BaseIterator::BaseIterator(Cache,UnderlyingIterator)
+  BaseOrderedIterator(Cache& cache, UnderlyingIterator iterator)
+  : super(cache, iterator) {
+  }
+
+  /// Generalized copy constructor.
+  ///
+  /// \param other The ordered iterator to contruct from.
+  template <typename AnyKey, typename AnyValue, typename AnyCache>
+  BaseOrderedIterator(
+      const BaseOrderedIterator<AnyKey, AnyValue, AnyCache>& other)
+  : super(other) {
+  }
+
+  /// Generalized move constructor.
+  ///
+  /// \param other The ordered iterator to move into this one.
+  template <typename AnyKey, typename AnyValue, typename AnyCache>
+  BaseOrderedIterator(BaseOrderedIterator<AnyKey, AnyValue, AnyCache>&& other)
+  : super(std::move(other)) {
+  }
+
+  /// Generalized conversion copy constructor.
+  ///
+  /// \param unordered_iterator The unordered iterator to construct from.
+  template <
+      typename AnyCache,
+      typename UnderlyingIterator,
+      typename = std::enable_if_t<
+          std::is_same<std::decay_t<AnyCache>, std::decay_t<Cache>>::value>>
+  BaseOrderedIterator(const BaseUnorderedIterator<AnyCache, UnderlyingIterator>&
+                          unordered_iterator) {
+    // Atomicity
+    _throw_if_at_invalid(unordered_iterator);
+    _cache = unordered_iterator._cache;
+    _iterator = unordered_iterator._iterator->second.order;
+  }
+
+  /// Generalized conversion move constructor.
+  ///
+  /// \param unordered_iterator The unordered iterator to move-construct from.
+  template <
+      typename AnyCache,
+      typename UnderlyingIterator,
+      typename = std::enable_if_t<
+          std::is_same<std::decay_t<AnyCache>, std::decay_t<Cache>>::value>>
+  BaseOrderedIterator(BaseUnorderedIterator<AnyCache, UnderlyingIterator>&&
+                          unordered_iterator) {
+    // Atomicity
+    _throw_if_at_invalid(unordered_iterator);
+    _cache = std::move(unordered_iterator._cache);
+    _entry = std::move(unordered_iterator._entry);
+    _iterator = std::move(unordered_iterator._iterator->second.order);
+  }
+
+  /// Copy constructor.
+  BaseOrderedIterator(const BaseOrderedIterator& other) = default;
+
+  /// Move constructor.
+  BaseOrderedIterator(BaseOrderedIterator&& other) = default;
+
+  /// Copy assignment operator.
+  BaseOrderedIterator& operator=(const BaseOrderedIterator& other) = default;
+
+  /// Move assignment operator.
+  BaseOrderedIterator& operator=(BaseOrderedIterator&& other) = default;
+
+  /// Destructor.
+  virtual ~BaseOrderedIterator() = default;
+
+  /// Checks for equality between this iterator and another ordered iterator.
+  ///
+  /// \param other The other ordered iterator.
+  /// \returns True if both iterators point to the same entry, else false.
+  bool operator==(const BaseOrderedIterator& other) const noexcept {
+    return this->_iterator == other._iterator;
+  }
+
+  /// Checks for inequality between this iterator another ordered iterator.
+  ///
+  /// \param other The other ordered iterator.
+  /// \returns True if the iterators point to different entries, else false.
+  bool operator!=(const BaseOrderedIterator& other) const noexcept {
+    return !(*this == other);
+  }
+
+  /// Checks for inequality between this iterator and another unordered
+  /// iterator.
+  ///
+  /// \param other The other unordered iterator.
+  /// \returns True if both iterators point to the end of the same cache, else
+  /// the result of comparing with the unordered iterator, converted to an
+  /// ordered iterator.
+  template <typename AnyCache, typename AnyUnderlyingIterator>
+  bool operator==(
+      const BaseUnorderedIterator<AnyCache, AnyUnderlyingIterator>& other) const
+      noexcept {
+    if (this->_cache != other._cache) return false;
+
+    // The past-the-end iterators of the same cache should compare equal.
+    // This is an exceptional guarantee we make. This is also the reason
+    // why we can't rely on the conversion from unordered to ordered iterators
+    // because construction of an ordered iterator from the past-the-end
+    // unordered iterator will fail (with an InvalidIteratorConversion error)
+    if (other == other._cache->unordered_end()) {
+      return *this == this->_cache->ordered_end();
+    }
+
+    // Will call the other overload
+    return *this == static_cast<BaseOrderedIterator>(other);
+  }
+
+  /// Checks for equality between an unordered iterator and an ordered iterator.
+  ///
+  /// \param first The unordered iterator.
+  /// \param second The ordered iterator.
+  /// \returns True if both iterators point to the end of the same cache, else
+  /// the result of comparing with the unordered iterator, converted to an
+  /// ordered iterator.
+  template <typename AnyCache, typename AnyUnderlyingIterator>
+  friend bool operator==(
+      const BaseUnorderedIterator<AnyCache, AnyUnderlyingIterator>& first,
+      const BaseOrderedIterator& second) noexcept {
+    return second == first;
+  }
+
+  /// Checks for inequality between an unordered
+  /// iterator and an ordered iterator.
+  ///
+  /// \param first The ordered iterator.
+  /// \param second The unordered iterator.
+  /// \returns True if the iterators point to different entries, else false.
+  template <typename AnyCache, typename AnyUnderlyingIterator>
+  friend bool
+  operator!=(const BaseOrderedIterator& first,
+             const BaseUnorderedIterator<AnyCache, AnyUnderlyingIterator>&
+                 second) noexcept {
+    return !(first == second);
+  }
+
+  /// Checks for inequality between an unordered
+  /// iterator and an ordered iterator.
+  ///
+  /// \param first The unordered iterator.
+  /// \param second The ordered iterator.
+  /// \returns True if the iterators point to different entries, else false.
+  template <typename AnyCache, typename AnyUnderlyingIterator>
+  friend bool operator!=(
+      const BaseUnorderedIterator<AnyCache, AnyUnderlyingIterator>& first,
+      const BaseOrderedIterator& second) noexcept {
+    return second != first;
+  }
+
+  /// Increments the iterator to the next entry.
+  ///
+  /// If the iterator already pointed to the end any number of increments
+  /// before, behavior is undefined.
+  ///
+  /// \returns The resulting iterator.
+  BaseOrderedIterator& operator++() {
+    ++_iterator;
+    _entry.reset();
+    return *this;
+  }
+
+  /// Increments the iterator and returns a copy of the previous one.
+  ///
+  /// If the iterator already pointed to the end any number of increments
+  /// before, behavior is undefined.
+  ///
+  /// \returns A copy of the previous iterator.
+  BaseOrderedIterator operator++(int) {
+    auto previous = *this;
+    ++*this;
+    return previous;
+  }
+
+  /// Decrements the iterator to the previous entry.
+  ///
+  /// \returns The resulting iterator.
+  BaseOrderedIterator& operator--() {
+    --_iterator;
+    _entry.reset();
+    return *this;
+  }
+
+  /// Decrements the iterator and returns a copy of the  previous entry.
+  ///
+  /// \returns The previous iterator.
+  BaseOrderedIterator operator--(int) {
+    auto previous = *this;
+    --*this;
+    return previous;
+  }
+
+  Entry& operator*() noexcept override {
+    return _maybe_lookup();
+  }
+
+  /// \returns A reference to the entry the iterator points to.
+  /// \details If the iterator is invalid, behavior is undefined.
+  Entry& entry() override {
+    _cache->throw_if_invalid(*this);
+    return _maybe_lookup();
+  }
+
+  /// \returns A reference to the value the iterator points to.
+  /// \details If the iterator is invalid, behavior is undefined.
+  Value& value() override {
+    return entry().value();
+  }
+
+  /// \returns A reference to the key the iterator points to.
+  /// \details If the iterator is invalid, behavior is undefined.
+  const Key& key() override {
+    // No lookup required
+    _cache->throw_if_invalid(*this);
+    return *_iterator;
+  }
+
+ protected:
+  template <typename, typename, typename>
+  friend class BaseOrderedIterator;
+
+  /// Looks up the entry for a key if this was not done already.
+  ///
+  /// \returns The entry, which was possibly newly looked up.
+  Entry& _maybe_lookup() {
+    if (!_entry.has_value()) {
+      _lookup();
+    }
+
+    return *_entry;
+  }
+
+  /// Looks up the entry for a key and sets the internal entry member.
+  void _lookup() {
+    auto iterator = _cache->_map.find(*_iterator);
+    _entry.emplace(iterator->first, iterator->second.value);
+  }
+
+ private:
+  /// Throws an exception if the given unordered iterator is invalid.
+  ///
+  /// \param unordered_iterator The iterator to check.
+  /// \throws LRU::Error::InvalidIteratorConversion if the iterator is invalid.
+  template <typename UnorderedIterator>
+  void _throw_if_at_invalid(const UnorderedIterator& unordered_iterator) {
+    // For atomicity of the copy assignment, we assign the cache pointer only
+    // after this check in the copy/move constructor and use the iterator's
+    // cache. If an exception is thrown, the state of the ordered iterator is
+    // unchanged compared to before the assignment.
+    if (unordered_iterator == unordered_iterator._cache->unordered_end()) {
+      throw LRU::Error::InvalidIteratorConversion();
+    }
+  }
+};
+
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // BASE_ORDERED_ITERATOR_HPP
diff --git a/include/lru/internal/base-unordered-iterator.hpp b/include/lru/internal/base-unordered-iterator.hpp
new file mode 100644
index 0000000..f294b13
--- /dev/null
+++ b/include/lru/internal/base-unordered-iterator.hpp
@@ -0,0 +1,216 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef BASE_UNORDERED_ITERATOR_HPP
+#define BASE_UNORDERED_ITERATOR_HPP
+
+#include <algorithm>
+#include <iterator>
+#include <type_traits>
+
+#include <lru/entry.hpp>
+#include <lru/internal/base-iterator.hpp>
+#include <lru/internal/definitions.hpp>
+#include <lru/internal/optional.hpp>
+#include <lru/iterator-tags.hpp>
+
+
+namespace LRU {
+
+// Forward declaration.
+template <typename, typename, typename, typename, typename>
+class TimedCache;
+
+namespace Internal {
+template <typename Cache, typename UnderlyingIterator>
+using BaseForBaseUnorderedIterator =
+    BaseIterator<std::forward_iterator_tag,
+                 decltype(UnderlyingIterator()->first),
+                 decltype(UnderlyingIterator()->second.value),
+                 Cache,
+                 UnderlyingIterator>;
+
+/// The base class for all const and non-const unordered iterators.
+///
+/// An unordered iterator is a wrapper around an `unordered_map` iterator with
+/// ForwardIterator category. As such, it is (nearly) as fast to access the pair
+/// as through the unordered iterator as through the map iterator directly.
+/// However, the order of keys is unspecified. For this reason, unordered
+/// iterators have the special property that they may be used to construct
+/// ordered iterators, after which the order of insertion is respected.
+///
+/// \tparam Cache The type of the cache instances of the iterator point into.
+/// \tparam UnderlyingIterator The underlying iterator class used to implement
+///                            the iterator.
+template <typename Cache, typename UnderlyingIterator>
+class BaseUnorderedIterator
+    : public BaseForBaseUnorderedIterator<Cache, UnderlyingIterator> {
+ protected:
+  using super = BaseForBaseUnorderedIterator<Cache, UnderlyingIterator>;
+  using PRIVATE_BASE_ITERATOR_MEMBERS;
+  // These are the key and value types the BaseIterator extracts
+  using Key = typename super::KeyType;
+  using Value = typename super::ValueType;
+
+ public:
+  using Tag = LRU::Tag::UnorderedIterator;
+  using PUBLIC_BASE_ITERATOR_MEMBERS;
+
+  /// Constructor.
+  BaseUnorderedIterator() noexcept = default;
+
+  /// \copydoc BaseIterator::BaseIterator(Cache,UnderlyingIterator)
+  explicit BaseUnorderedIterator(Cache& cache,
+                                 const UnderlyingIterator& iterator) noexcept
+  : super(cache, iterator) {
+  }
+
+  /// Generalized copy constructor.
+  ///
+  /// Useful mainly for non-const to const conversion.
+  ///
+  /// \param other The iterator to copy from.
+  template <typename AnyCache, typename AnyUnderlyingIterator>
+  BaseUnorderedIterator(
+      const BaseUnorderedIterator<AnyCache, AnyUnderlyingIterator>&
+          other) noexcept
+  : super(other) {
+  }
+
+  /// Copy constructor.
+  BaseUnorderedIterator(const BaseUnorderedIterator& other) noexcept = default;
+
+  /// Move constructor.
+  BaseUnorderedIterator(BaseUnorderedIterator&& other) noexcept = default;
+
+  /// Copy assignment operator.
+  BaseUnorderedIterator&
+  operator=(const BaseUnorderedIterator& other) noexcept = default;
+
+  /// Move assignment operator.
+  template <typename AnyCache, typename AnyUnderlyingIterator>
+  BaseUnorderedIterator&
+  operator=(BaseUnorderedIterator<AnyCache, AnyUnderlyingIterator>
+                unordered_iterator) noexcept {
+    swap(unordered_iterator);
+    return *this;
+  }
+
+  /// Destructor.
+  virtual ~BaseUnorderedIterator() = default;
+
+  /// Compares this iterator for equality with another unordered iterator.
+  ///
+  /// \param other Another unordered iterator.
+  /// \returns True if both iterators point to the same entry, else false.
+  template <typename AnyCache, typename AnyIterator>
+  bool
+  operator==(const BaseUnorderedIterator<AnyCache, AnyIterator>& other) const
+      noexcept {
+    return this->_iterator == other._iterator;
+  }
+
+  /// Compares this iterator for inequality with another unordered iterator.
+  ///
+  /// \param other Another unordered iterator.
+  /// \returns True if the iterators point to different entries, else false.
+  template <typename AnyCache, typename AnyIterator>
+  bool
+  operator!=(const BaseUnorderedIterator<AnyCache, AnyIterator>& other) const
+      noexcept {
+    return !(*this == other);
+  }
+
+  /// Increments the iterator to the next entry.
+  ///
+  /// If the iterator already pointed to the end any number of increments
+  /// before, behavior is undefined.
+  ///
+  /// \returns The resulting iterator.
+  BaseUnorderedIterator& operator++() {
+    ++_iterator;
+    _entry.reset();
+    return *this;
+  }
+
+  /// Increments the iterator and returns a copy of the previous one.
+  ///
+  /// If the iterator already pointed to the end any number of increments
+  /// before, behavior is undefined.
+  ///
+  /// \returns A copy of the previous iterator.
+  BaseUnorderedIterator operator++(int) {
+    auto previous = *this;
+    ++*this;
+    return previous;
+  }
+
+  /// \copydoc BaseIterator::operator*
+  /// \details If the iterator is invalid, behavior is undefined. No exception
+  /// handling is performed.
+  Entry& operator*() noexcept override {
+    if (!_entry.has_value()) {
+      _entry.emplace(_iterator->first, _iterator->second.value);
+    }
+
+    return *_entry;
+  }
+
+  /// \returns A reference to the entry the iterator points to.
+  /// \throws LRU::Error::InvalidIterator if the iterator is the end iterator.
+  /// \throws LRU::Error::KeyExpired if the key pointed to by the iterator has
+  /// expired.
+  Entry& entry() override {
+    if (!_entry.has_value()) {
+      _entry.emplace(_iterator->first, _iterator->second.value);
+    }
+
+    _cache->throw_if_invalid(*this);
+    return *_entry;
+  }
+
+  /// \returns A reference to the key the iterator points to.
+  /// \throws LRU::Error::InvalidIterator if the iterator is the end iterator.
+  /// \throws LRU::Error::KeyExpired if the key pointed to by the iterator has
+  /// expired.
+  const Key& key() override {
+    return entry().key();
+  }
+
+  /// \returns A reference to the value the iterator points to.
+  /// \throws LRU::Error::InvalidIterator if the iterator is the end iterator.
+  /// \throws LRU::Error::KeyExpired if the key pointed to by the iterator has
+  /// expired.
+  Value& value() override {
+    return entry().value();
+  }
+
+ protected:
+  template <typename, typename, typename>
+  friend class BaseOrderedIterator;
+
+  template <typename, typename, typename, typename, typename>
+  friend class LRU::TimedCache;
+};
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // BASE_UNORDERED_ITERATOR_HPP
diff --git a/include/lru/internal/callback-manager.hpp b/include/lru/internal/callback-manager.hpp
new file mode 100644
index 0000000..c1fc889
--- /dev/null
+++ b/include/lru/internal/callback-manager.hpp
@@ -0,0 +1,159 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_CALLBACK_MANAGER_HPP
+#define LRU_INTERNAL_CALLBACK_MANAGER_HPP
+
+#include <functional>
+#include <vector>
+
+#include <lru/entry.hpp>
+#include <lru/internal/optional.hpp>
+
+namespace LRU {
+namespace Internal {
+
+/// Manages hit, miss and access callbacks for a cache.
+///
+/// The callback manager implements the "publisher" of the observer pattern we
+/// implement. It stores and calls three kinds of callbacks:
+/// 1. Hit callbacks, taking a key and value after a cache hit.
+/// 2. Miss callbacks, taking only a key, that was not found in a cache.
+/// 3. Access callbacks, taking a key and a boolean indicating a hit or a miss.
+///
+/// Callbacks can be added, accessed and cleared.
+template <typename Key, typename Value>
+class CallbackManager {
+ public:
+  using HitCallback = std::function<void(const Key&, const Value&)>;
+  using MissCallback = std::function<void(const Key&)>;
+  using AccessCallback = std::function<void(const Key&, bool)>;
+
+  using HitCallbackContainer = std::vector<HitCallback>;
+  using MissCallbackContainer = std::vector<MissCallback>;
+  using AccessCallbackContainer = std::vector<AccessCallback>;
+
+  /// Calls all callbacks registered for a hit, with the given key and value.
+  ///
+  /// \param key The key for which a cache hit ocurred.
+  /// \param value The value that was found for the key.
+  void hit(const Key& key, const Value& value) {
+    _call_each(_hit_callbacks, key, value);
+    _call_each(_access_callbacks, key, true);
+  }
+
+  /// Calls all callbacks registered for a miss, with the given key.
+  ///
+  /// \param key The key for which a cache miss ocurred.
+  void miss(const Key& key) {
+    _call_each(_miss_callbacks, key);
+    _call_each(_access_callbacks, key, false);
+  }
+
+  /// Registers a new hit callback.
+  ///
+  /// \param hit_callback The hit callback function to register with the
+  ///                     manager.
+  template <typename Callback>
+  void hit_callback(Callback&& hit_callback) {
+    _hit_callbacks.emplace_back(std::forward<Callback>(hit_callback));
+  }
+
+  /// Registers a new miss callback.
+  ///
+  /// \param miss_callback The miss callback function to register with the
+  ///                      manager.
+  template <typename Callback>
+  void miss_callback(Callback&& miss_callback) {
+    _miss_callbacks.emplace_back(std::forward<Callback>(miss_callback));
+  }
+
+  /// Registers a new access callback.
+  ///
+  /// \param access_callback The access callback function to register with the
+  ///                        manager.
+  template <typename Callback>
+  void access_callback(Callback&& access_callback) {
+    _access_callbacks.emplace_back(std::forward<Callback>(access_callback));
+  }
+
+  /// Clears all hit callbacks.
+  void clear_hit_callbacks() {
+    _hit_callbacks.clear();
+  }
+
+  /// Clears all miss callbacks.
+  void clear_miss_callbacks() {
+    _miss_callbacks.clear();
+  }
+
+  /// Clears all access callbacks.
+  void clear_access_callbacks() {
+    _access_callbacks.clear();
+  }
+
+  /// Clears all callbacks.
+  void clear() {
+    clear_hit_callbacks();
+    clear_miss_callbacks();
+    clear_access_callbacks();
+  }
+
+  /// \returns All hit callbacks.
+  const HitCallbackContainer& hit_callbacks() const noexcept {
+    return _hit_callbacks;
+  }
+
+  /// \returns All miss callbacks.
+  const MissCallbackContainer& miss_callbacks() const noexcept {
+    return _miss_callbacks;
+  }
+
+  /// \returns All access callbacks.
+  const AccessCallbackContainer& access_callbacks() const noexcept {
+    return _access_callbacks;
+  }
+
+ private:
+  /// Calls each function in the given container with the given arguments.
+  ///
+  /// \param callbacks The container of callbacks to call.
+  /// \param args The arguments to call the callbacks with.
+  template <typename CallbackContainer, typename... Args>
+  void _call_each(const CallbackContainer& callbacks, Args&&... args) {
+    for (const auto& callback : callbacks) {
+      callback(std::forward<Args>(args)...);
+    }
+  }
+
+  /// The container of hit callbacks registered.
+  HitCallbackContainer _hit_callbacks;
+
+  /// The container of miss callbacks registered.
+  MissCallbackContainer _miss_callbacks;
+
+  /// The container of access callbacks registered.
+  AccessCallbackContainer _access_callbacks;
+};
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // LRU_INTERNAL_CALLBACK_MANAGER_HPP
diff --git a/include/lru/internal/definitions.hpp b/include/lru/internal/definitions.hpp
new file mode 100644
index 0000000..cf0d1c7
--- /dev/null
+++ b/include/lru/internal/definitions.hpp
@@ -0,0 +1,88 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_DEFINITIONS_HPP
+#define LRU_INTERNAL_DEFINITIONS_HPP
+
+#include <chrono>
+#include <cstddef>
+#include <functional>
+#include <list>
+#include <tuple>
+#include <unordered_map>
+
+namespace LRU {
+namespace Internal {
+
+/// The default capacity for all caches.
+const std::size_t DEFAULT_CAPACITY = 128;
+
+/// The reference type use to store keys in the order queue.
+template <typename T>
+using Reference = std::reference_wrapper<T>;
+
+/// Compares two References for equality.
+///
+/// This is necessary because `std::reference_wrapper` does not define any
+/// operator overloads. We do need them, however (e.g. for container
+/// comparison).
+///
+/// \param first The first reference to compare.
+/// \param second The second reference to compare.
+template <typename T, typename U>
+bool operator==(const Reference<T>& first, const Reference<U>& second) {
+  return first.get() == second.get();
+}
+
+/// Compares two References for inequality.
+///
+/// This is necessary because `std::reference_wrapper` does not define any
+/// operator overloads. We do need them, however (e.g. for container
+/// comparison).
+///
+/// \param first The first reference to compare.
+/// \param second The second reference to compare.
+template <typename T, typename U>
+bool operator!=(const Reference<T>& first, const Reference<U>& second) {
+  return !(first == second);
+}
+
+/// The default queue type used internally.
+template <typename T>
+using Queue = std::list<Reference<T>>;
+
+/// The default map type used internally.
+template <typename Key,
+          typename Information,
+          typename HashFunction,
+          typename KeyEqual>
+using Map = std::unordered_map<Key, Information, HashFunction, KeyEqual>;
+
+/// The default clock used internally.
+using Clock = std::chrono::steady_clock;
+
+/// The default timestamp (time point) used internally.
+using Timestamp = Clock::time_point;
+}  // namespace Internal
+}  // namespace LRU
+
+
+#endif  // LRU_INTERNAL_DEFINITIONS_HPP
diff --git a/include/lru/internal/hash.hpp b/include/lru/internal/hash.hpp
new file mode 100644
index 0000000..49dcc0f
--- /dev/null
+++ b/include/lru/internal/hash.hpp
@@ -0,0 +1,62 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_HASH_HPP
+#define LRU_INTERNAL_HASH_HPP
+
+#include <cstddef>
+#include <functional>
+#include <tuple>
+
+/// `std::hash` specialization to allow storing tuples as keys
+/// in `std::unordered_map`.
+///
+/// Essentially hashes all tuple elements and jumbles the
+/// individual hashes together.
+namespace std {
+template <typename... Ts>
+struct hash<std::tuple<Ts...>> {
+  using argument_type = std::tuple<Ts...>;
+  using result_type = std::size_t;
+
+  result_type operator()(const argument_type& argument) const {
+    return hash_tuple(argument, std::make_index_sequence<sizeof...(Ts)>());
+  }
+
+ private:
+  template <std::size_t I, std::size_t... Is>
+  result_type
+  hash_tuple(const argument_type& tuple, std::index_sequence<I, Is...>) const {
+    auto value = std::get<I>(tuple);
+    auto current = std::hash<decltype(value)>{}(value);
+    auto seed = hash_tuple(tuple, std::index_sequence<Is...>());
+
+    // http://www.boost.org/doc/libs/1_35_0/doc/html/boost/hash_combine_id241013.html
+    return current + 0x9e3779b9 + (seed << 6) + (seed >> 2);
+  }
+
+  result_type hash_tuple(const argument_type&, std::index_sequence<>) const {
+    return 0;
+  }
+};
+}  // namespace std
+
+#endif  // LRU_INTERNAL_HASH_HPP
diff --git a/include/lru/internal/information.hpp b/include/lru/internal/information.hpp
new file mode 100644
index 0000000..4a28a98
--- /dev/null
+++ b/include/lru/internal/information.hpp
@@ -0,0 +1,145 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_INFORMATION_HPP
+#define LRU_INTERNAL_INFORMATION_HPP
+
+#include <cstddef>
+#include <tuple>
+#include <utility>
+
+#include <lru/internal/definitions.hpp>
+#include <lru/internal/utility.hpp>
+
+namespace LRU {
+namespace Internal {
+
+/// The value type of internal maps, used to store a value and iterator.
+///
+/// This information object is the basis of an LRU cache, which must associated
+/// a value and such an order iterator with a key, such that the iterator may be
+/// moved to the front of the order when the key is updated with a new value.
+///
+/// \tparam Key The key type of the information.
+/// \tparam Value The value type of the information.
+template <typename Key, typename Value>
+struct Information {
+  using KeyType = Key;
+  using ValueType = Value;
+  using QueueIterator = typename Internal::Queue<const Key>::const_iterator;
+
+  /// Constructor.
+  ///
+  /// \param value_ The value for the information.
+  /// \param order_ The order iterator for the information.
+  explicit Information(const Value& value_,
+                       QueueIterator order_ = QueueIterator())
+  : value(value_), order(order_) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param order_ The order iterator for the information.
+  /// \param value_arguments Any number of arguments to perfectly forward to the
+  ///                        value type's constructor.
+  // template <typename... ValueArguments>
+  // Information(QueueIterator order_, ValueArguments&&... value_arguments)
+  // : value(std::forward<ValueArguments>(value_arguments)...), order(order_) {
+  // }
+
+  /// Constructor.
+  ///
+  /// \param order_ The order iterator for the information.
+  /// \param value_arguments A tuple of arguments to perfectly forward to the
+  ///                        value type's constructor.
+  ///
+  template <typename... ValueArguments>
+  explicit Information(const std::tuple<ValueArguments...>& value_arguments,
+                       QueueIterator order_ = QueueIterator())
+  : Information(
+        order_, value_arguments, Internal::tuple_indices(value_arguments)) {
+  }
+
+  /// Copy constructor.
+  Information(const Information& other) = default;
+
+  /// Move constructor.
+  Information(Information&& other) = default;
+
+  /// Copy assignment operator.
+  Information& operator=(const Information& other) = default;
+
+  /// Move assignment operator.
+  Information& operator=(Information&& other) = default;
+
+  /// Destructor.
+  virtual ~Information() = default;
+
+  /// Compares the information for equality with another information object.
+  ///
+  /// \param other The other information object to compare to.
+  /// \returns True if key and value (not the iterator itself) of the two
+  /// information objects are equal, else false.
+  virtual bool operator==(const Information& other) const noexcept {
+    if (this == &other) return true;
+    if (this->value != other.value) return false;
+    // We do not compare the iterator (because otherwise two containers
+    // holding information would never be equal). We also do not compare
+    // the key stored in the iterator, because keys will always have been
+    // compared before this operator is called.
+    return true;
+  }
+
+  /// Compares the information for inequality with another information object.
+  ///
+  /// \param other The other information object to compare for.
+  /// \returns True if key and value (not the iterator itself) of the two
+  /// information objects are unequal, else false.
+  virtual bool operator!=(const Information& other) const noexcept {
+    return !(*this == other);
+  }
+
+  /// The value of the information.
+  Value value;
+
+  /// The order iterator of the information.
+  QueueIterator order;
+
+ private:
+  /// Implementation for the constructor taking a tuple of arguments for the
+  /// value.
+  ///
+  /// \param order_ The order iterator for the information.
+  /// \param value_argument The tuple of arguments to perfectly forward to the
+  ///                       value type's constructor.
+  /// \param _ An index sequence to access the elements of the tuple
+  template <typename... ValueArguments, std::size_t... Indices>
+  Information(const QueueIterator& order_,
+              const std::tuple<ValueArguments...>& value_argument,
+              std::index_sequence<Indices...> _)
+  : value(std::forward<ValueArguments>(std::get<Indices>(value_argument))...)
+  , order(order_) {
+  }
+};
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // LRU_INTERNAL_INFORMATION_HPP
diff --git a/include/lru/internal/last-accessed.hpp b/include/lru/internal/last-accessed.hpp
new file mode 100644
index 0000000..c6bfb25
--- /dev/null
+++ b/include/lru/internal/last-accessed.hpp
@@ -0,0 +1,254 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_LAST_ACCESSED_HPP
+#define LRU_INTERNAL_LAST_ACCESSED_HPP
+
+#include <algorithm>
+#include <functional>
+#include <iterator>
+
+#include <lru/internal/utility.hpp>
+
+namespace LRU {
+namespace Internal {
+
+/// Provides a simple iterator-compatible pointer object for a key and
+/// information.
+///
+/// The easisest idea for this class, theoretically, would be to just store an s
+/// iterator to the internal cache map (i.e. template the class on the iterator
+/// type). However, the major trouble with that approach is that this class
+/// should be 100% *mutable*, as in "always non-const", so that  keys and
+/// informations
+/// we store for fast access can be (quickly) retrieved as either const or
+/// non-const (iterators for example). This is not possible, since the
+/// const-ness of `const_iterators` are not the usual idea of const in C++,
+/// meaning especially it cannot be cast away with a `const_cast` as is required
+/// for the mutability. As such, we *must* store the plain keys and
+/// informations.
+/// This, however, means that iterators cannot be stored efficiently, since a
+/// new hash table lookup would be required to go from a key to its iterator.
+/// However, since the main use case of this class is to avoid a second lookup
+/// in the usual `if (cache.contains(key)) return cache.lookup(key)`, which is
+/// not an issue for iterators since they can be compared to the `end` iterator
+/// in constant time (equivalent to the call to `contains()`).
+///
+/// WARNING: This class stores *pointers* to keys and informations. As such
+/// lifetime
+/// of the pointed-to objects must be cared for by the user of this class.
+///
+/// \tparam Key The type of key being accessed.
+/// \tparam InformationType The type of information being accessed.
+/// \tparam KeyEqual The type of the key comparison function.
+template <typename Key,
+          typename InformationType,
+          typename KeyEqual = std::equal_to<Key>>
+class LastAccessed {
+ public:
+  /// Constructor.
+  ///
+  /// \param key_equal The function to compare keys with.
+  explicit LastAccessed(const KeyEqual& key_equal = KeyEqual())
+  : _key(nullptr)
+  , _information(nullptr)
+  , _is_valid(false)
+  , _key_equal(key_equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param key The key to store a reference to.
+  /// \param information The information to store a reference to.
+  /// \param key_equal The function to compare keys with.
+  LastAccessed(const Key& key,
+               const InformationType& information,
+               const KeyEqual& key_equal = KeyEqual())
+  : _key(const_cast<Key*>(&key))
+  , _information(const_cast<InformationType*>(&information))
+  , _is_valid(true)
+  , _key_equal(key_equal) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param iterator An iterator pointing to a key and information to use for
+  ///                constructing the instance.
+  /// \param key_equal The function to compare keys with.
+  template <typename Iterator>
+  explicit LastAccessed(Iterator iterator,
+                        const KeyEqual& key_equal = KeyEqual())
+  : LastAccessed(iterator->first, iterator->second, key_equal) {
+  }
+
+  /// Copy assignment operator for iterators.
+  ///
+  /// \param iterator An iterator pointing to a key and value to use for the
+  ///                 `LastAccessed` instance.
+  /// \return The resulting `LastAccessed` instance.
+  template <typename Iterator>
+  LastAccessed& operator=(Iterator iterator) {
+    _key = const_cast<Key*>(&(iterator->first));
+    _information = const_cast<InformationType*>(&(iterator->second));
+    _is_valid = true;
+
+    return *this;
+  }
+
+  /// Compares a `LastAccessed` object for equality with a key.
+  ///
+  /// \param last_accessed The `LastAccessed` instance to compare.
+  /// \param key The key instance to compare.
+  /// \returns True if the key of the `LastAccessed` object's key equals the
+  /// given key, else false.
+  friend bool
+  operator==(const LastAccessed& last_accessed, const Key& key) noexcept {
+    if (!last_accessed._is_valid) return false;
+    return last_accessed._key_equal(key, last_accessed.key());
+  }
+
+  /// \copydoc operator==(const LastAccessed&,const Key&)
+  friend bool
+  operator==(const Key& key, const LastAccessed& last_accessed) noexcept {
+    return last_accessed == key;
+  }
+
+  /// Compares a `LastAccessed` object  for equality with an iterator.
+  ///
+  /// \param last_accessed The `LastAccessed` instance to compare.
+  /// \param iterator The iterator to compare with.
+  /// \returns True if the `LastAccessed` object's key equals that of the
+  /// iterator, else false.
+  template <typename Iterator, typename = enable_if_iterator<Iterator>>
+  friend bool
+  operator==(const LastAccessed& last_accessed, Iterator iterator) noexcept {
+    /// Fast comparisons to an iterator (not relying on implicit conversion)
+    return last_accessed == iterator->first;
+  }
+
+  /// \copydoc operator==(const LastAccessed&,Iterator)
+  template <typename Iterator, typename = enable_if_iterator<Iterator>>
+  friend bool
+  operator==(Iterator iterator, const LastAccessed& last_accessed) noexcept {
+    return last_accessed == iterator;
+  }
+
+  /// Compares a `LastAccessed` object for inequality with something.
+  ///
+  /// \param last_accessed The `LastAccessed` instance to compare.
+  /// \param other Something else to compare to.
+  /// \returns True if the key of the `LastAccessed` object's key does not equal
+  /// the given other object's key, else false.
+  template <typename T>
+  friend bool
+  operator!=(const LastAccessed& last_accessed, const T& other) noexcept {
+    return !(last_accessed == other);
+  }
+
+  /// \copydoc operator!=(const LastAccessed&,const T&)
+  template <typename T>
+  friend bool
+  operator!=(const T& other, const LastAccessed& last_accessed) noexcept {
+    return !(other == last_accessed);
+  }
+
+  /// \returns The last accessed key.
+  Key& key() noexcept {
+    assert(is_valid());
+    return *_key;
+  }
+
+  /// \returns The last accessed key.
+  const Key& key() const noexcept {
+    assert(is_valid());
+    return *_key;
+  }
+
+  /// \returns The last accessed information.
+  InformationType& information() noexcept {
+    assert(is_valid());
+    return *_information;
+  }
+
+  /// \returns The last accessed information.
+  const InformationType& information() const noexcept {
+    assert(is_valid());
+    return *_information;
+  }
+
+  /// \returns The last accessed information.
+  auto& iterator() noexcept {
+    assert(is_valid());
+    return _information->order;
+  }
+
+  /// \returns The last accessed value.
+  auto& value() noexcept {
+    assert(is_valid());
+    return _information->value;
+  }
+
+  /// \returns The last accessed value.
+  const auto& value() const noexcept {
+    assert(is_valid());
+    return _information->value;
+  }
+
+  /// \returns True if the key and information of the instance may be accessed,
+  /// else false.
+  bool is_valid() const noexcept {
+    return _is_valid;
+  }
+
+  /// \copydoc is_valid()
+  explicit operator bool() const noexcept {
+    return is_valid();
+  }
+
+  /// Invalidates the instance.
+  void invalidate() noexcept {
+    _is_valid = false;
+    _key = nullptr;
+    _information = nullptr;
+  }
+
+  /// \returns The key comparison function used.
+  const KeyEqual& key_equal() const noexcept {
+    return _key_equal;
+  }
+
+ private:
+  /// A pointer to the key that was last accessed (if any).
+  Key* _key;
+
+  /// A pointer to the information that was last accessed (if any).
+  InformationType* _information;
+
+  /// True if the key and information pointers are valid, else false.
+  bool _is_valid;
+
+  /// The function used to compare keys.
+  KeyEqual _key_equal;
+};
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // LRU_INTERNAL_LAST_ACCESSED_HPP
diff --git a/include/lru/internal/optional.hpp b/include/lru/internal/optional.hpp
new file mode 100644
index 0000000..8336d3b
--- /dev/null
+++ b/include/lru/internal/optional.hpp
@@ -0,0 +1,207 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_OPTIONAL_HPP
+#define LRU_INTERNAL_OPTIONAL_HPP
+
+#ifndef __has_include
+#define USE_LRU_OPTIONAL
+#elif __has_include(<optional>)
+
+#include <optional>
+
+namespace LRU {
+namespace Internal {
+template <typename T>
+using Optional = std::optional<T>;
+}  // namespace Internal
+}  // namespace LRU
+
+#else
+#define USE_LRU_OPTIONAL
+#endif
+
+#ifdef USE_LRU_OPTIONAL
+#include <memory>
+#include <stdexcept>
+
+namespace LRU {
+namespace Internal {
+
+// A roll-your-own replacement of `std::optional`.
+//
+// This class is only to be used if `std::optional` is unavailable. It
+// implements an optional type simply on top of a `unique_ptr`. It is
+// API-compatible with `std::optional`, as required for our purposes.
+template <typename T>
+class Optional {
+ public:
+  /// Constructor.
+  Optional() = default;
+
+  /// Copy constructor.
+  ///
+  /// \param other The other optional object to copy from.
+  Optional(const Optional& other) {
+    if (other) emplace(*other);
+  }
+
+  /// Generalized copy constructor.
+  ///
+  /// \param other The other optional object to copy from.
+  template <typename U,
+            typename = std::enable_if_t<std::is_convertible<T, U>::value>>
+  Optional(const Optional<U>& other) {
+    if (other) emplace(*other);
+  }
+
+  /// Move constructor.
+  ///
+  /// \param other The other optional object to move into this one.
+  Optional(Optional&& other) noexcept {
+    swap(other);
+  }
+
+  /// Generalized move constructor.
+  ///
+  /// \param other The other optional object to move into this one.
+  template <typename U,
+            typename = std::enable_if_t<std::is_convertible<T, U>::value>>
+  Optional(Optional<U>&& other) noexcept {
+    if (other) {
+      _value = std::make_unique<T>(std::move(*other));
+    }
+  }
+
+  /// Assignment operator.
+  ///
+  /// \param other The other object to assign from.
+  /// \returns The resulting optional instance.
+  Optional& operator=(Optional other) noexcept {
+    swap(other);
+    return *this;
+  }
+
+  /// Swaps the contents of this optional with another one.
+  ///
+  /// \param other The other optional to swap with.
+  void swap(Optional& other) {
+    _value.swap(other._value);
+  }
+
+  /// Swaps the contents of two optionals.
+  ///
+  /// \param first The first optional to swap.
+  /// \param second The second optional to swap.
+  friend void swap(Optional& first, Optional& second) /* NOLINT */ {
+    first.swap(second);
+  }
+
+  /// \returns True if the `Optional` has a value, else false.
+  bool has_value() const noexcept {
+    return static_cast<bool>(_value);
+  }
+
+  /// \copydoc has_value()
+  explicit operator bool() const noexcept {
+    return has_value();
+  }
+
+  /// \returns A pointer to the current value. Behavior is undefined if the
+  /// optional has no value.
+  T* operator->() {
+    return _value.get();
+  }
+
+  /// \returns A const pointer to the current value. Behavior is undefined if
+  /// the `Optional` has no value.
+  const T* operator->() const {
+    return _value.get();
+  }
+
+  /// \returns A const reference to the current value. Behavior is undefined if
+  /// the `Optional` has no value.
+  const T& operator*() const {
+    return *_value;
+  }
+
+  /// \returns A reference to the current value. Behavior is undefined if
+  /// the `Optional` has no value.
+  T& operator*() {
+    return *_value;
+  }
+
+  /// \returns A reference to the current value.
+  /// \throws std::runtime_error If the `Optional` currently has no value.
+  T& value() {
+    if (!has_value()) {
+      // Actually std::bad_optional_access
+      throw std::runtime_error("optional has no value");
+    }
+
+    return *_value;
+  }
+
+  /// \returns A const reference to the current value.
+  /// \throws std::runtime_error If the `Optional` currently has no value.
+  const T& value() const {
+    if (!has_value()) {
+      // Actually std::bad_optional_access
+      throw std::runtime_error("optional has no value");
+    }
+
+    return *_value;
+  }
+
+  /// \returns The current value, or the given argument if there is no value.
+  /// \param default_value The value to return if this `Optional` currently has
+  ///                      no value.
+  template <class U>
+  T value_or(U&& default_value) const {
+    return *this ? **this : static_cast<T>(std::forward<U>(default_value));
+  }
+
+  /// Resets the `Optional` to have no value.
+  void reset() noexcept {
+    _value.reset();
+  }
+
+  /// Constructs the `Optional`'s value with the given arguments.
+  ///
+  /// \param args Arguments to perfeclty forward to the value's constructor.
+  template <typename... Args>
+  void emplace(Args&&... args) {
+    _value = std::make_unique<T>(std::forward<Args>(args)...);
+  }
+
+ private:
+  template <typename>
+  friend class Optional;
+
+  /// The value, as we implement it.
+  std::unique_ptr<T> _value;
+};
+}  // namespace Internal
+}  // namespace LRU
+
+#endif
+
+#endif  // LRU_INTERNAL_OPTIONAL_HPP
diff --git a/include/lru/internal/statistics-mutator.hpp b/include/lru/internal/statistics-mutator.hpp
new file mode 100644
index 0000000..4dfd52a
--- /dev/null
+++ b/include/lru/internal/statistics-mutator.hpp
@@ -0,0 +1,150 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_STATISTICS_MUTATOR_HPP
+#define LRU_STATISTICS_MUTATOR_HPP
+
+#include <cassert>
+#include <cstddef>
+#include <memory>
+#include <utility>
+
+#include <lru/internal/optional.hpp>
+#include <lru/statistics.hpp>
+
+namespace LRU {
+namespace Internal {
+
+/// A mutable proxy interface to a statistics object.
+///
+/// The `StatisticsMutator` allows modification of the members of a statistics
+/// object via a narrow interface, available only to internal classes. The point
+/// of this is that while we don't want the user to be able to modify the hit or
+/// miss count on a statistics object (it is "getter-only" in that sense), it's
+/// also not ideal, from an encapsulation standpoint, to make the cache classes
+/// (which do need to access and modify the hit and miss counts) friends of the
+/// statistics. This is especially true since the caches should only need to
+/// register hits or misses and not have to increment the count of total
+/// accesses. As such, we really require a "package-level" interface that is not
+/// visible to the end user, while at the same time providing an interface to
+/// internal classes. The `StatisticsMutator` is a proxy/adapter class that
+/// serves exactly this purpose. It is friends with the `Statistics` and can
+/// thus access its members. At the same time the interface it defines is narrow
+/// and provides only the necessary interface for the cache classes to register
+/// hits and misses.
+template <typename Key>
+class StatisticsMutator {
+ public:
+  using StatisticsPointer = std::shared_ptr<Statistics<Key>>;
+
+  /// Constructor.
+  StatisticsMutator() noexcept = default;
+
+  /// Constructor.
+  ///
+  /// \param stats A shared pointer lvalue reference.
+  StatisticsMutator(const StatisticsPointer& stats)  // NOLINT(runtime/explicit)
+      : _stats(stats) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param stats A shared pointer rvalue reference to move into the
+  ///                   mutator.
+  StatisticsMutator(StatisticsPointer&& stats)  // NOLINT(runtime/explicit)
+      : _stats(std::move(stats)) {
+  }
+
+  /// Registers a hit for the given key with the internal statistics.
+  ///
+  /// \param key The key to register a hit for.
+  void register_hit(const Key& key) {
+    assert(has_stats());
+
+    _stats->_total_accesses += 1;
+    _stats->_total_hits += 1;
+
+    auto iterator = _stats->_key_map.find(key);
+    if (iterator != _stats->_key_map.end()) {
+      iterator->second.hits += 1;
+    }
+  }
+
+  /// Registers a miss for the given key with the internal statistics.
+  ///
+  /// \param key The key to register a miss for.
+  void register_miss(const Key& key) {
+    assert(has_stats());
+
+    _stats->_total_accesses += 1;
+
+    auto iterator = _stats->_key_map.find(key);
+    if (iterator != _stats->_key_map.end()) {
+      iterator->second.misses += 1;
+    }
+  }
+
+  /// \returns A reference to the statistics object.
+  Statistics<Key>& get() noexcept {
+    assert(has_stats());
+    return *_stats;
+  }
+
+  /// \returns A const reference to the statistics object.
+  const Statistics<Key>& get() const noexcept {
+    assert(has_stats());
+    return *_stats;
+  }
+
+  /// \returns A `shared_ptr` to the statistics object.
+  StatisticsPointer& shared() noexcept {
+    return _stats;
+  }
+
+  /// \returns A const `shared_ptr` to the statistics object.
+  const StatisticsPointer& shared() const noexcept {
+    return _stats;
+  }
+
+  /// \returns True if the mutator has a statistics object, else false.
+  bool has_stats() const noexcept {
+    return _stats != nullptr;
+  }
+
+  /// \copydoc has_stats()
+  explicit operator bool() const noexcept {
+    return has_stats();
+  }
+
+  /// Resets the internal statistics pointer.
+  void reset() {
+    _stats.reset();
+  }
+
+ private:
+  /// A shared pointer to a statistics object.
+  std::shared_ptr<Statistics<Key>> _stats;
+};
+
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // LRU_STATISTICS_MUTATOR_HPP
diff --git a/include/lru/internal/timed-information.hpp b/include/lru/internal/timed-information.hpp
new file mode 100644
index 0000000..72865a6
--- /dev/null
+++ b/include/lru/internal/timed-information.hpp
@@ -0,0 +1,116 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_INTERNAL_TIMED_INFORMATION_HPP
+#define LRU_INTERNAL_TIMED_INFORMATION_HPP
+
+#include <cstddef>
+#include <tuple>
+#include <utility>
+
+#include <lru/internal/definitions.hpp>
+#include <lru/internal/information.hpp>
+#include <lru/internal/utility.hpp>
+
+namespace LRU {
+namespace Internal {
+
+/// The information object for timed caches.
+///
+/// TimedInformation differs from plain information only in that it stores the
+/// creation time, to know when a key has expired.
+///
+/// \tparam Key The key type of the information.
+/// \tparam Value The value type of the information.
+template <typename Key, typename Value>
+struct TimedInformation : public Information<Key, Value> {
+  using super = Information<Key, Value>;
+  using typename super::QueueIterator;
+  using Timestamp = Internal::Timestamp;
+
+  /// Constructor.
+  ///
+  /// \param value_ The value for the information.
+  /// \param insertion_time_ The insertion timestamp of the key.
+  /// \param order_ The order iterator for the information.
+  TimedInformation(const Value& value_,
+                   const Timestamp& insertion_time_,
+                   QueueIterator order_ = QueueIterator())
+  : super(value_, order_), insertion_time(insertion_time_) {
+  }
+
+  /// Constructor.
+  ///
+  /// Uses the current time as the insertion timestamp.
+  ///
+  /// \param value_ The value for the information.
+  /// \param order_ The order iterator for the information.
+  explicit TimedInformation(const Value& value_,
+                            QueueIterator order_ = QueueIterator())
+  : TimedInformation(value_, Internal::Clock::now(), order_) {
+  }
+
+  /// \copydoc Information::Information(QueueIterator,ValueArguments&&)
+  template <typename... ValueArguments>
+  TimedInformation(QueueIterator order_, ValueArguments&&... value_argument)
+  : super(std::forward<ValueArguments>(value_argument)..., order_)
+  , insertion_time(Internal::Clock::now()) {
+  }
+
+  /// \copydoc Information::Information(QueueIterator,const
+  /// std::tuple<ValueArguments...>&)
+  template <typename... ValueArguments>
+  explicit TimedInformation(
+      const std::tuple<ValueArguments...>& value_arguments,
+      QueueIterator order_ = QueueIterator())
+  : super(value_arguments, order_), insertion_time(Internal::Clock::now()) {
+  }
+
+  /// Compares this timed information for equality with another one.
+  ///
+  /// Additionally to key and value equality, the timed information requires
+  /// that the insertion timestamps be equal.
+  ///
+  /// \param other The other timed information.
+  /// \returns True if this information equals the other one, else false.
+  bool operator==(const TimedInformation& other) const noexcept {
+    if (super::operator!=(other)) return false;
+    return this->insertion_time == other.insertion_time;
+  }
+
+  /// Compares this timed information for inequality with another one.
+  ///
+  /// \param other The other timed information.
+  /// \returns True if this information does not equal the other one, else
+  /// false.
+  /// \see operator==()
+  bool operator!=(const TimedInformation& other) const noexcept {
+    return !(*this == other);
+  }
+
+  /// The time at which the key of the information was insterted into a cache.
+  const Timestamp insertion_time;
+};
+
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // LRU_INTERNAL_TIMED_INFORMATION_HPP
diff --git a/include/lru/internal/utility.hpp b/include/lru/internal/utility.hpp
new file mode 100644
index 0000000..2be5a8d
--- /dev/null
+++ b/include/lru/internal/utility.hpp
@@ -0,0 +1,178 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_UTILITY_HPP
+#define LRU_UTILITY_HPP
+
+#include <cstddef>
+#include <iterator>
+#include <tuple>
+#include <utility>
+
+namespace LRU {
+namespace Internal {
+
+/// Generates an index sequence for a tuple.
+///
+/// \tparam Ts The types of the tuple (to deduce the size).
+template <typename... Ts>
+constexpr auto tuple_indices(const std::tuple<Ts...>&) {
+  return std::make_index_sequence<sizeof...(Ts)>();
+}
+
+/// Applies (in the functional sense) a tuple to the constructor of a class.
+///
+/// \tparam T The type to construct.
+/// \tparam Indices The indices into the tuple (generated from an index
+///                 sequence).
+/// \param args The tuple of arguments to construct the object with.
+template <typename T, typename... Args, std::size_t... Indices>
+constexpr T construct_from_tuple(const std::tuple<Args...>& arguments,
+                                 std::index_sequence<Indices...>) {
+  return T(std::forward<Args>(std::get<Indices>(arguments))...);
+}
+
+/// Applies (in the functional sense) a tuple to the constructor of a class.
+///
+/// \tparam T The type to construct.
+/// \param args The tuple of arguments to construct the object with.
+template <typename T, typename... Args>
+constexpr T construct_from_tuple(const std::tuple<Args...>& args) {
+  return construct_from_tuple<T>(args, tuple_indices(args));
+}
+
+/// Applies (in the functional sense) a tuple to the constructor of a class.
+///
+/// \tparam T The type to construct.
+/// \param args The tuple of arguments to construct the object with.
+template <typename T, typename... Args>
+constexpr T construct_from_tuple(std::tuple<Args...>&& args) {
+  return construct_from_tuple<T>(std::move(args), tuple_indices(args));
+}
+
+/// A type trait that disables a template overload if a type is not an iterator.
+///
+/// \tparam T the type to check.
+template <typename T>
+using enable_if_iterator = typename std::iterator_traits<T>::value_type;
+
+/// A type trait that disables a template overload if a type is not a range.
+///
+/// \tparam T the type to check.
+template <typename T>
+using enable_if_range = std::pair<decltype(std::declval<T>().begin()),
+                                  decltype(std::declval<T>().end())>;
+
+/// A type trait that disables a template overload if a type is not an iterator
+/// over a pair.
+///
+/// \tparam T the type to check.
+template <typename T>
+using enable_if_iterator_over_pair =
+    std::pair<typename std::iterator_traits<T>::value_type::first_type,
+              typename std::iterator_traits<T>::value_type::first_type>;
+
+
+/// A type trait that disables a template overload if a type is not convertible
+/// to a target type.
+///
+/// \tparam Target The type one wants to check against.
+/// \tparam T The type to check.
+template <typename Target, typename T>
+using enable_if_same = std::enable_if_t<std::is_convertible<T, Target>::value>;
+
+/// Base case for `static_all_of` (the neutral element of AND is true).
+constexpr bool static_all_of() noexcept {
+  return true;
+}
+
+/// Checks if all the given parameters evaluate to true.
+///
+/// \param head The first expression to check.
+/// \param tail The remaining expression to check.
+template <typename Head, typename... Tail>
+constexpr bool static_all_of(Head&& head, Tail&&... tail) {
+  // Replace with (ts && ...) when the time is right
+  return std::forward<Head>(head) && static_all_of(std::forward<Tail>(tail)...);
+}
+
+/// Base case for `static_any_of` (the neutral element of OR is false).
+constexpr bool static_any_of() noexcept {
+  return false;
+}
+
+/// Checks if any the given parameters evaluate to true.
+///
+/// \param head The first expression to check.
+/// \param tail The remaining expression to check.
+/// \returns True if any of the given parameters evaluate to true.
+template <typename Head, typename... Tail>
+constexpr bool static_any_of(Head&& head, Tail&&... tail) {
+  // Replace with (ts || ...) when the time is right
+  return std::forward<Head>(head) || static_any_of(std::forward<Tail>(tail)...);
+}
+
+/// Checks if none the given parameters evaluate to true.
+///
+/// \param ts The expressions to check.
+/// \returns True if any of the given parameters evaluate to true.
+template <typename... Ts>
+constexpr bool static_none_of(Ts&&... ts) {
+  // Replace with (!ts && ...) when the time is right
+  return !static_any_of(std::forward<Ts>(ts)...);
+}
+
+/// Checks if all the given types are convertible to the first type.
+///
+/// \tparam T the first type.
+/// \tparam Ts The types to check against the first.
+template <typename T, typename... Ts>
+constexpr bool
+    all_of_type = static_all_of(std::is_convertible<Ts, T>::value...);
+
+/// Checks if none of the given types are convertible to the first type.
+///
+/// \tparam T the first type.
+/// \tparam Ts The types to check against the first.
+template <typename T, typename... Ts>
+constexpr bool
+    none_of_type = static_none_of(std::is_convertible<Ts, T>::value...);
+
+/// Base case for `for_each`.
+template <typename Function>
+void for_each(Function) noexcept {
+}
+
+/// Calls a function for each of the given variadic arguments.
+///
+/// \param function The function to call for each argument.
+/// \param head The first value to call the function with.
+/// \param tail The remaining values to call the function with.
+template <typename Function, typename Head, typename... Tail>
+void for_each(Function function, Head&& head, Tail&&... tail) {
+  function(std::forward<Head>(head));
+  for_each(function, std::forward<Tail>(tail)...);
+}
+
+}  // namespace Internal
+}  // namespace LRU
+
+#endif  // LRU_UTILITY_HPP
diff --git a/include/lru/iterator-tags.hpp b/include/lru/iterator-tags.hpp
new file mode 100644
index 0000000..d4115ce
--- /dev/null
+++ b/include/lru/iterator-tags.hpp
@@ -0,0 +1,40 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_ITERATOR_TAGS_HPP
+#define LRU_ITERATOR_TAGS_HPP
+
+namespace LRU {
+namespace Tag {
+struct OrderedIterator {};
+struct UnorderedIterator {};
+}  // namespace Tag
+
+namespace Lowercase {
+namespace tag {
+using ordered_iterator = ::LRU::Tag::OrderedIterator;
+using unordered_iterator = ::LRU::Tag::UnorderedIterator;
+}  // namespace tag
+}  // namespace Lowercase
+
+}  // namespace LRU
+
+#endif  // LRU_ITERATOR_TAGS_HPP
diff --git a/include/lru/key-statistics.hpp b/include/lru/key-statistics.hpp
new file mode 100644
index 0000000..6989db0
--- /dev/null
+++ b/include/lru/key-statistics.hpp
@@ -0,0 +1,67 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+
+#ifndef LRU_KEY_STATISTICS_HPP
+#define LRU_KEY_STATISTICS_HPP
+
+#include <cstddef>
+
+namespace LRU {
+
+/// Stores statistics for a single key.
+///
+/// The statistics stored are the total number of hits and the total number of
+/// misses. The total number of acccesses (the sum of hits and misses) may be
+/// accessed as well.
+struct KeyStatistics {
+  using size_t = std::size_t;
+
+  /// Constructor.
+  ///
+  /// \param hits_ The initial number of hits for the key.
+  /// \param misses_ The initial number of misses for the key.
+  explicit KeyStatistics(size_t hits_ = 0, size_t misses_ = 0)
+  : hits(hits_), misses(misses_) {
+  }
+
+  /// \returns The total number of accesses made for the key.
+  /// \details This is the sum of the hits and misses.
+  size_t accesses() const noexcept {
+    return hits + misses;
+  }
+
+  /// Resets the statistics for a key (sets them to zero).
+  void reset() {
+    hits = 0;
+    misses = 0;
+  }
+
+  /// The number of hits for the key.
+  size_t hits;
+
+  /// The number of misses for the key.
+  size_t misses;
+};
+
+}  // namespace LRU
+
+#endif  // LRU_KEY_STATISTICS_HPP
diff --git a/include/lru/lowercase.hpp b/include/lru/lowercase.hpp
new file mode 100644
index 0000000..1f0c996
--- /dev/null
+++ b/include/lru/lowercase.hpp
@@ -0,0 +1,34 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_LOWERCASE_HPP
+#define LRU_LOWERCASE_HPP
+
+#include <lru/lru.hpp>
+
+namespace LRU {
+using namespace Lowercase;  // NOLINT(build/namespaces)
+}  // namespace LRU
+
+namespace lru = LRU;
+
+
+#endif  // LRU_LOWERCASE_HPP
diff --git a/include/lru/lru.hpp b/include/lru/lru.hpp
new file mode 100644
index 0000000..f3acae0
--- /dev/null
+++ b/include/lru/lru.hpp
@@ -0,0 +1,33 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_HPP
+#define LRU_HPP
+
+#include <lru/cache-tags.hpp>
+#include <lru/cache.hpp>
+#include <lru/error.hpp>
+#include <lru/iterator-tags.hpp>
+#include <lru/statistics.hpp>
+#include <lru/timed-cache.hpp>
+#include <lru/wrap.hpp>
+
+#endif  // LRU_HPP
diff --git a/include/lru/statistics.hpp b/include/lru/statistics.hpp
new file mode 100644
index 0000000..0c97016
--- /dev/null
+++ b/include/lru/statistics.hpp
@@ -0,0 +1,256 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+
+#ifndef LRU_STATISTICS_HPP
+#define LRU_STATISTICS_HPP
+
+#include <cstddef>
+#include <initializer_list>
+#include <iterator>
+#include <type_traits>
+#include <unordered_map>
+#include <utility>
+
+#include <lru/error.hpp>
+#include <lru/internal/utility.hpp>
+#include <lru/key-statistics.hpp>
+
+namespace LRU {
+namespace Internal {
+template <typename>
+class StatisticsMutator;
+}
+
+/// Stores statistics about LRU cache utilization and efficiency.
+///
+/// The statistics object stores the number of misses and hits were recorded for
+/// a cache in total. Furthemore, it is possibly to register a number of keys
+/// for *monitoring*. For each of these keys, an additional hit and miss count
+/// is maintained, that can keep insight into the utiliization of a particular
+/// cache. Note that accesses only mean lookups -- insertions or erasures will
+/// never signify an "access".
+///
+/// \tparam Key The type of the keys being monitored.
+template <typename Key>
+class Statistics {
+ public:
+  using size_t = std::size_t;
+  using InitializerList = std::initializer_list<Key>;
+
+  /// Constructor.
+  Statistics() noexcept : _total_accesses(0), _total_hits(0) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param keys Any number of keys to monitor.
+  template <typename... Keys,
+            typename = std::enable_if_t<Internal::all_of_type<Key, Keys...>>>
+  explicit Statistics(Keys&&... keys) : Statistics() {
+    // clang-format off
+    Internal::for_each([this](auto&& key) {
+      this->monitor(std::forward<decltype(key)>(key));
+    }, std::forward<Keys>(keys)...);
+    // clang-format on
+  }
+
+  /// Constructor.
+  ///
+  /// \param range A range of keys to monitor.
+  template <typename Range, typename = Internal::enable_if_range<Range>>
+  explicit Statistics(const Range& range)
+  : Statistics(std::begin(range), std::end(range)) {
+  }
+
+  /// Constructor.
+  ///
+  /// \param begin The start iterator of a range of keys to monitor.
+  /// \param end The end iterator of a range of keys to monitor.
+  template <typename Iterator,
+            typename = Internal::enable_if_iterator<Iterator>>
+  Statistics(Iterator begin, Iterator end) : Statistics() {
+    for (; begin != end; ++begin) {
+      monitor(*begin);
+    }
+  }
+
+  /// Constructor.
+  ///
+  /// \param list A list of keys to monitor.
+  Statistics(InitializerList list)  // NOLINT(runtime/explicit)
+      : Statistics(list.begin(), list.end()) {
+  }
+
+  /// \returns The total number of accesses (hits + misses) made to the cache.
+  size_t total_accesses() const noexcept {
+    return _total_accesses;
+  }
+
+  /// \returns The total number of hits made to the cache.
+  size_t total_hits() const noexcept {
+    return _total_hits;
+  }
+
+  /// \returns The total number of misses made to the cache.
+  size_t total_misses() const noexcept {
+    return total_accesses() - total_hits();
+  }
+
+  /// \returns The ratio of hits ($\in [0, 1]$) relative to all accesses.
+  double hit_rate() const noexcept {
+    return static_cast<double>(total_hits()) / total_accesses();
+  }
+
+  /// \returns The ratio of misses ($\in [0, 1]$) relative to all accesses.
+  double miss_rate() const noexcept {
+    return 1 - hit_rate();
+  }
+
+  /// \returns The number of hits for the given key.
+  /// \param key The key to retrieve the hits for.
+  /// \throws LRU::UnmonitoredKey if the key was not registered for monitoring.
+  size_t hits_for(const Key& key) const {
+    return stats_for(key).hits;
+  }
+
+  /// \returns The number of misses for the given key.
+  /// \param key The key to retrieve the misses for.
+  /// \throws LRU::UnmonitoredKey if the key was not registered for monitoring.
+  size_t misses_for(const Key& key) const {
+    return stats_for(key).misses;
+  }
+
+  /// \returns The number of accesses (hits + misses) for the given key.
+  /// \param key The key to retrieve the accesses for.
+  /// \throws LRU::UnmonitoredKey if the key was not registered for monitoring.
+  size_t accesses_for(const Key& key) const {
+    return stats_for(key).accesses();
+  }
+
+  /// \returns A `KeyStatistics` object for the given key.
+  /// \param key The key to retrieve the stats for.
+  /// \throws LRU::UnmonitoredKey if the key was not registered for monitoring.
+  const KeyStatistics& stats_for(const Key& key) const {
+    auto iterator = _key_map.find(key);
+    if (iterator == _key_map.end()) {
+      throw LRU::Error::UnmonitoredKey();
+    }
+
+    return iterator->second;
+  }
+
+  /// \copydoc stats_for()
+  const KeyStatistics& operator[](const Key& key) const {
+    return stats_for(key);
+  }
+
+  /// Registers the key for monitoring.
+  ///
+  /// If the key was already registered, this is a no-op (most importantly, the
+  /// old statistics are __not__ wiped).
+  ///
+  /// \param key The key to register.
+  void monitor(const Key& key) {
+    // emplace does nothing if the key is already present
+    _key_map.emplace(key, KeyStatistics());
+  }
+
+  /// Unregisters the given key from monitoring.
+  ///
+  /// \param key The key to unregister.
+  /// \throws LRU::Error::UnmonitoredKey if the key was never registered for
+  /// monitoring.
+  void unmonitor(const Key& key) {
+    auto iterator = _key_map.find(key);
+    if (iterator == _key_map.end()) {
+      throw LRU::Error::UnmonitoredKey();
+    } else {
+      _key_map.erase(iterator);
+    }
+  }
+
+  /// Unregisters all keys from monitoring.
+  void unmonitor_all() {
+    _key_map.clear();
+  }
+
+  /// Clears all statistics for the given key, but keeps on monitoring it.
+  ///
+  /// \param key The key to reset.
+  void reset_key(const Key& key) {
+    auto iterator = _key_map.find(key);
+    if (iterator == _key_map.end()) {
+      throw LRU::Error::UnmonitoredKey();
+    } else {
+      iterator->second.reset();
+    }
+  }
+
+  /// Clears the statistics of all keys, but keeps on monitoring it them.
+  void reset_all() {
+    for (auto& pair : _key_map) {
+      _key_map.second.reset();
+    }
+  }
+
+  /// \returns True if the given key is currently registered for monitoring,
+  /// else false.
+  /// \param key The key to check for.
+  bool is_monitoring(const Key& key) const noexcept {
+    return _key_map.count(key);
+  }
+
+  /// \returns The number of keys currnetly being monitored.
+  size_t number_of_monitored_keys() const noexcept {
+    return _key_map.size();
+  }
+
+  /// \returns True if currently any keys at all are being monitored, else
+  /// false.
+  bool is_monitoring_keys() const noexcept {
+    return !_key_map.empty();
+  }
+
+ private:
+  template <typename>
+  friend class Internal::StatisticsMutator;
+
+  using HitMap = std::unordered_map<Key, KeyStatistics>;
+
+  /// The total number of accesses made for any key.
+  size_t _total_accesses;
+
+  /// The total number of htis made for any key.
+  size_t _total_hits;
+
+  /// The map to keep track of statistics for monitored keys.
+  HitMap _key_map;
+};
+
+namespace Lowercase {
+template <typename... Ts>
+using statistics = Statistics<Ts...>;
+}  // namespace Lowercase
+
+}  // namespace LRU
+
+#endif  // LRU_STATISTICS_HPP
diff --git a/include/lru/timed-cache.hpp b/include/lru/timed-cache.hpp
new file mode 100644
index 0000000..0038932
--- /dev/null
+++ b/include/lru/timed-cache.hpp
@@ -0,0 +1,391 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_TIMED_CACHE_HPP
+#define LRU_TIMED_CACHE_HPP
+
+#include <algorithm>
+#include <cassert>
+#include <chrono>
+#include <cstddef>
+#include <functional>
+#include <iterator>
+#include <list>
+#include <stdexcept>
+#include <unordered_map>
+#include <utility>
+
+#include <lru/error.hpp>
+#include <lru/internal/base-cache.hpp>
+#include <lru/internal/last-accessed.hpp>
+#include <lru/internal/timed-information.hpp>
+
+namespace LRU {
+namespace Internal {
+template <typename Key,
+          typename Value,
+          typename HashFunction,
+          typename KeyEqual>
+using TimedCacheBase = BaseCache<Key,
+                                 Value,
+                                 Internal::TimedInformation,
+                                 HashFunction,
+                                 KeyEqual,
+                                 Tag::TimedCache>;
+}  // namespace Internal
+
+
+/// A timed LRU cache.
+///
+/// A timed LRU cache behaves like a regular LRU cache, but adds the concept of
+/// "expiration". The cache now not only remembers the order of insertion, but
+/// also the point in time at which each element was inserted into the cache.
+/// The cache then has an additional "time to live" property, which designates
+/// the time after which a key in the cache is said to be "expired". Once a key
+/// has expired, the cache will behave as if the key were not present in the
+/// cache at all and, for example, return false on calls to `contains()` or
+/// throw on calls to `lookup()`.
+///
+/// \see LRU::Cache
+template <typename Key,
+          typename Value,
+          typename Duration = std::chrono::duration<double, std::milli>,
+          typename HashFunction = std::hash<Key>,
+          typename KeyEqual = std::equal_to<Key>>
+class TimedCache
+    : public Internal::TimedCacheBase<Key, Value, HashFunction, KeyEqual> {
+ private:
+  using super = Internal::TimedCacheBase<Key, Value, HashFunction, KeyEqual>;
+  using PRIVATE_BASE_CACHE_MEMBERS;
+
+ public:
+  using Tag = LRU::Tag::TimedCache;
+  using PUBLIC_BASE_CACHE_MEMBERS;
+  using super::ordered_end;
+  using super::unordered_end;
+  using typename super::size_t;
+
+  /// \param time_to_live The time to live for keys in the cache.
+  /// \copydoc BaseCache::BaseCache(size_t,const HashFunction&,const KeyEqual&)
+  template <typename AnyDurationType = Duration>
+  explicit TimedCache(const AnyDurationType& time_to_live,
+                      size_t capacity = Internal::DEFAULT_CAPACITY,
+                      const HashFunction& hash = HashFunction(),
+                      const KeyEqual& equal = KeyEqual())
+  : super(capacity, hash, equal)
+  , _time_to_live(std::chrono::duration_cast<Duration>(time_to_live)) {
+  }
+
+  /// \param time_to_live The time to live for keys in the cache.
+  /// \copydoc BaseCache::BaseCache(size_t,Iterator,Iterator,const
+  /// HashFunction&,const
+  /// KeyEqual&)
+  template <typename Iterator, typename AnyDurationType = Duration>
+  TimedCache(const AnyDurationType& time_to_live,
+             size_t capacity,
+             Iterator begin,
+             Iterator end,
+             const HashFunction& hash = HashFunction(),
+             const KeyEqual& equal = KeyEqual())
+  : super(capacity, begin, end, hash, equal)
+  , _time_to_live(std::chrono::duration_cast<Duration>(time_to_live)) {
+  }
+
+  /// \param time_to_live The time to live for keys in the cache.
+  /// \copydoc BaseCache::BaseCache(Iterator,Iterator,const HashFunction&,const
+  /// KeyEqual&)
+  template <typename Iterator, typename AnyDurationType = Duration>
+  TimedCache(const AnyDurationType& time_to_live,
+             Iterator begin,
+             Iterator end,
+             const HashFunction& hash = HashFunction(),
+             const KeyEqual& equal = KeyEqual())
+  : super(begin, end, hash, equal)
+  , _time_to_live(std::chrono::duration_cast<Duration>(time_to_live)) {
+  }
+
+  /// \param time_to_live The time to live for keys in the cache.
+  /// \copydoc BaseCache::BaseCache(Range,size_t,const HashFunction&,const
+  /// KeyEqual&)
+  template <typename Range,
+            typename AnyDurationType = Duration,
+            typename = Internal::enable_if_range<Range>>
+  TimedCache(const AnyDurationType& time_to_live,
+             size_t capacity,
+             Range&& range,
+             const HashFunction& hash = HashFunction(),
+             const KeyEqual& equal = KeyEqual())
+  : super(capacity, std::forward<Range>(range), hash, equal)
+  , _time_to_live(std::chrono::duration_cast<Duration>(time_to_live)) {
+  }
+
+  /// \param time_to_live The time to live for keys in the cache.
+  /// \copydoc BaseCache::BaseCache(Range,const HashFunction&,const
+  /// KeyEqual&)
+  template <typename Range,
+            typename AnyDurationType = Duration,
+            typename = Internal::enable_if_range<Range>>
+  explicit TimedCache(const AnyDurationType& time_to_live,
+                      Range&& range,
+                      const HashFunction& hash = HashFunction(),
+                      const KeyEqual& equal = KeyEqual())
+  : super(std::forward<Range>(range), hash, equal)
+  , _time_to_live(std::chrono::duration_cast<Duration>(time_to_live)) {
+  }
+
+  /// \param time_to_live The time to live for keys in the cache.
+  /// \copydoc BaseCache::BaseCache(InitializerList,const HashFunction&,const
+  /// KeyEqual&)
+  template <typename AnyDurationType = Duration>
+  TimedCache(const AnyDurationType& time_to_live,
+             InitializerList list,
+             const HashFunction& hash = HashFunction(),
+             const KeyEqual& equal = KeyEqual())  // NOLINT(runtime/explicit)
+      : super(list, hash, equal),
+        _time_to_live(std::chrono::duration_cast<Duration>(time_to_live)) {
+  }
+
+  /// \param time_to_live The time to live for keys in the cache.
+  /// \copydoc BaseCache::BaseCache(InitializerList,size_t,const
+  /// HashFunction&,const
+  /// KeyEqual&)
+  template <typename AnyDurationType = Duration>
+  TimedCache(const AnyDurationType& time_to_live,
+             size_t capacity,
+             InitializerList list,
+             const HashFunction& hash = HashFunction(),
+             const KeyEqual& equal = KeyEqual())  // NOLINT(runtime/explicit)
+      : super(capacity, list, hash, equal),
+        _time_to_live(std::chrono::duration_cast<Duration>(time_to_live)) {
+  }
+
+  /// \copydoc BaseCache::swap
+  void swap(TimedCache& other) noexcept {
+    using std::swap;
+
+    super::swap(other);
+    swap(_time_to_live, other._time_to_live);
+  }
+
+  /// Swaps the contents of one cache with another cache.
+  ///
+  /// \param first The first cache to swap.
+  /// \param second The second cache to swap.
+  friend void swap(TimedCache& first, TimedCache& second) noexcept {
+    first.swap(second);
+  }
+
+  /// \copydoc BaseCache::find(const Key&)
+  UnorderedIterator find(const Key& key) override {
+    auto iterator = _map.find(key);
+    if (iterator != _map.end()) {
+      if (!_has_expired(iterator->second)) {
+        _register_hit(key, iterator->second.value);
+        _move_to_front(iterator->second.order);
+        _last_accessed = iterator;
+        return {*this, iterator};
+      }
+    }
+
+    _register_miss(key);
+
+    return end();
+  }
+
+  /// \copydoc BaseCache::find(const Key&) const
+  UnorderedConstIterator find(const Key& key) const override {
+    auto iterator = _map.find(key);
+    if (iterator != _map.end()) {
+      if (!_has_expired(iterator->second)) {
+        _register_hit(key, iterator->second.value);
+        _move_to_front(iterator->second.order);
+        _last_accessed = iterator;
+        return {*this, iterator};
+      }
+    }
+
+    _register_miss(key);
+
+    return cend();
+  }
+
+  // no front() because we may have to erase the
+  // entire cache if everything happens to be expired
+
+  /// \returns True if all keys in the cache have expired, else false.
+  bool all_expired() const {
+    // By the laws of predicate logic, any statement about any empty set is true
+    if (is_empty()) return true;
+
+    /// If the most-recently inserted key has expired, all others must have too.
+    auto latest = _map.find(_order.back());
+    return _has_expired(latest->second);
+  }
+
+  /// Erases all expired elements from the cache.
+  ///
+  /// \complexity O(N)
+  /// \returns The number of elements erased.
+  size_t clear_expired() {
+    // We have to do a linear search here because linked lists do not
+    // support O(log N) binary searches given their node-based nature.
+    // Either way, in the worst case the entire cache has expired and
+    // we would have to do O(N) erasures.
+
+    if (is_empty()) return 0;
+
+    auto iterator = _order.begin();
+    size_t number_of_erasures = 0;
+
+    while (iterator != _order.end()) {
+      auto map_iterator = _map.find(*iterator);
+
+      // If the current element hasn't expired, also all elements inserted
+      // after will not have, so we can stop.
+      if (!_has_expired(map_iterator->second)) break;
+
+      _erase(map_iterator);
+
+      iterator = _order.begin();
+      number_of_erasures += 1;
+    }
+
+    return number_of_erasures;
+  }
+
+  /// \returns True if the given key is contained in the cache and has expired.
+  /// \param key The key to test expiration for.
+  bool has_expired(const Key& key) const noexcept {
+    auto iterator = _map.find(key);
+    return iterator != _map.end() && _has_expired(iterator->second);
+  }
+
+  /// \returns True if the key pointed to by the iterator has expired.
+  /// \param ordered_iterator The ordered iterator to check.
+  /// \details If this is the end iterator, this method returns false.
+  bool has_expired(OrderedConstIterator ordered_iterator) const noexcept {
+    if (ordered_iterator == ordered_end()) return false;
+    auto iterator = _map.find(ordered_iterator->key());
+    assert(iterator != _map.end());
+
+    return _has_expired(iterator->second);
+  }
+
+  /// \returns True if the key pointed to by the iterator has expired.
+  /// \param unordered_iterator The unordered iterator to check.
+  /// \details If this is the end iterator, this method returns false.
+  bool has_expired(UnorderedConstIterator unordered_iterator) const noexcept {
+    if (unordered_iterator == unordered_end()) return false;
+    assert(unordered_iterator._iterator != _map.end());
+
+    return _has_expired(unordered_iterator._iterator->second);
+  }
+
+  /// \copydoc BaseCache::is_valid(UnorderedConstIterator)
+  bool is_valid(UnorderedConstIterator unordered_iterator) const
+      noexcept override {
+    if (!super::is_valid(unordered_iterator)) return false;
+    if (has_expired(unordered_iterator)) return false;
+    return true;
+  }
+
+  /// \copydoc BaseCache::is_valid(OrderedConstIterator)
+  bool is_valid(OrderedConstIterator ordered_iterator) const noexcept override {
+    if (!super::is_valid(ordered_iterator)) return false;
+    if (has_expired(ordered_iterator)) return false;
+    return true;
+  }
+
+  /// \copydoc BaseCache::is_valid(UnorderedConstIterator)
+  /// \throws LRU::Error::KeyExpired if the key pointed to by the iterator has
+  /// expired.
+  void
+  throw_if_invalid(UnorderedConstIterator unordered_iterator) const override {
+    super::throw_if_invalid(unordered_iterator);
+    if (has_expired(unordered_iterator)) {
+      throw LRU::Error::KeyExpired();
+    }
+  }
+
+  /// \copydoc BaseCache::is_valid(OrderedConstIterator)
+  /// \throws LRU::Error::KeyExpired if the key pointed to by the iterator has
+  /// expired.
+  void throw_if_invalid(OrderedConstIterator ordered_iterator) const override {
+    super::throw_if_invalid(ordered_iterator);
+    if (has_expired(ordered_iterator)) {
+      throw LRU::Error::KeyExpired();
+    }
+  }
+
+ private:
+  using Clock = Internal::Clock;
+
+  /// \returns True if the last accessed object is valid.
+  /// \details Next to performing the base cache's action, this method also
+  /// checks for expiration of the last accessed key.
+  bool _last_accessed_is_ok(const Key& key) const noexcept override {
+    if (!super::_last_accessed_is_ok(key)) return false;
+    return !_has_expired(_last_accessed.information());
+  }
+
+  /// \copydoc _value_for_last_accessed() const
+  Value& _value_for_last_accessed() override {
+    auto& information = _last_accessed.information();
+    if (_has_expired(information)) {
+      throw LRU::Error::KeyExpired();
+    } else {
+      return information.value;
+    }
+  }
+
+  /// Attempts to access the last accessed key's value.
+  /// \throws LRU::Error::KeyExpired if the key has expired.
+  /// \returns The value of the last accessed key.
+  const Value& _value_for_last_accessed() const override {
+    const auto& information = _last_accessed.information();
+    if (_has_expired(information)) {
+      throw LRU::Error::KeyExpired();
+    } else {
+      return information.value;
+    }
+  }
+
+  /// Checks if a key has expired, given its information.
+  ///
+  /// \param information The information to check expiration with.
+  /// \returns True if the key has expired, else false.
+  bool _has_expired(const Information& information) const noexcept {
+    auto elapsed = Clock::now() - information.insertion_time;
+    return std::chrono::duration_cast<Duration>(elapsed) > _time_to_live;
+  }
+
+  /// The duration after which a key is said to be expired.
+  Duration _time_to_live;
+};
+
+namespace Lowercase {
+template <typename... Ts>
+using timed_cache = TimedCache<Ts...>;
+}  // namespace Lowercase
+
+}  // namespace LRU
+
+#endif  // LRU_TIMED_CACHE_HPP
diff --git a/include/lru/wrap.hpp b/include/lru/wrap.hpp
new file mode 100644
index 0000000..e384968
--- /dev/null
+++ b/include/lru/wrap.hpp
@@ -0,0 +1,99 @@
+/// The MIT License (MIT)
+/// Copyright (c) 2016 Peter Goldsborough
+///
+/// Permission is hereby granted, free of charge, to any person obtaining a copy
+/// of this software and associated documentation files (the "Software"), to
+/// deal in the Software without restriction, including without limitation the
+/// rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+/// sell copies of the Software, and to permit persons to whom the Software is
+/// furnished to do so, subject to the following conditions:
+///
+/// The above copyright notice and this permission notice shall be included in
+/// all copies or substantial portions of the Software.
+///
+/// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+/// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+/// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+/// IN THE SOFTWARE.
+
+#ifndef LRU_WRAP_HPP
+#define LRU_WRAP_HPP
+
+#include <cstddef>
+#include <tuple>
+#include <type_traits>
+#include <utility>
+
+#include <lru/cache.hpp>
+#include <lru/internal/hash.hpp>
+#include <lru/internal/utility.hpp>
+
+namespace LRU {
+
+/// Wraps a function with a "shallow" LRU cache.
+///
+/// Given a function, this function will return a new function, where
+/// "top-level" calls are cached. With "top-level" or "shallow", we mean
+/// that recursive calls to the same function are not cached, since those
+/// will call the original function symbol, not the wrapped one.
+///
+/// \tparam CacheType The cache template class to use.
+/// \param original_function The function to wrap.
+/// \param args Any arguments to forward to the cache.
+/// \returns A new function with a shallow LRU cache.
+template <typename Function,
+          template <typename...> class CacheType = Cache,
+          typename... Args>
+auto wrap(Function original_function, Args&&... args) {
+  return [
+    original_function,
+    cache_args = std::forward_as_tuple(std::forward<Args>(args)...)
+  ](auto&&... arguments) mutable {
+    using Arguments = std::tuple<std::decay_t<decltype(arguments)>...>;
+    using ReturnType = decltype(
+        original_function(std::forward<decltype(arguments)>(arguments)...));
+
+    static_assert(!std::is_void<ReturnType>::value,
+                  "Return type of wrapped function must not be void");
+
+    static auto cache =
+        Internal::construct_from_tuple<CacheType<Arguments, ReturnType>>(
+            cache_args);
+
+    auto key = std::make_tuple(arguments...);
+    auto iterator = cache.find(key);
+
+    if (iterator != cache.end()) {
+      return iterator->second;
+    }
+
+    auto value =
+        original_function(std::forward<decltype(arguments)>(arguments)...);
+    cache.emplace(key, value);
+
+    return value;
+  };
+}
+
+/// Wraps a function with a "shallow" LRU timed cache.
+///
+/// Given a function, this function will return a new function, where
+/// "top-level" calls are cached. With "top-level" or "shallow", we mean
+/// that recursive calls to the same function are not cached, since those
+/// will call the original function symbol, not the wrapped one.
+///
+/// \param original_function The function to wrap.
+/// \param args Any arguments to forward to the cache.
+/// \returns A new function with a shallow LRU cache.
+template <typename Function, typename Duration, typename... Args>
+auto timed_wrap(Function original_function, Duration duration, Args&&... args) {
+  return wrap<Function, TimedCache>(
+      original_function, duration, std::forward<Args>(args)...);
+}
+
+}  //  namespace LRU
+
+#endif  // LRU_WRAP_HPP
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 9cb5c7d..ab14018 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -13,6 +13,7 @@
 #include "kmer.h"
 #include "lrucache.hpp"
 #include "hashutil.h"
+#include "lru/lru.hpp"
 
 struct QueryStats {
     uint32_t cnt = 0, cacheCntr = 0, noCacheCntr{0};
@@ -40,7 +41,7 @@ namespace mantis{
   }
 }
 
-using LRUCacheMap =  cache::lru_cache <uint64_t, std::vector<uint64_t>, mantis::util::int_hasher>;
+using LRUCacheMap =  LRU::Cache<uint64_t, std::vector<uint64_t>>;// cache::lru_cache <uint64_t, std::vector<uint64_t>, mantis::util::int_hasher>;
 
 class RankScores {
 public:
@@ -114,8 +115,8 @@ class MSFQuery {
         bool foundCache = false;
         uint32_t iparent = parentbv[i];
         while (iparent != i) {
-            if (lru_cache and lru_cache->exists(i)) {
-                const auto &vs = lru_cache->get(i);
+            if (lru_cache and lru_cache->contains(i)) {
+                const auto &vs = (*lru_cache)[i];//->get(i);
                 for (auto v : vs) {
                     xorflips[v] = 1;
                 }
@@ -239,12 +240,12 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
         auto count = it->second;
 
         std::vector<uint64_t> setbits;
-        if (lru_cache.exists(eqclass_id)) {
-            setbits = lru_cache.get(eqclass_id);
+        if (lru_cache.contains(eqclass_id)) {
+            setbits = lru_cache[eqclass_id];//.get(eqclass_id);
             queryStats.cacheCntr++;
         } else {
             setbits = msfQuery.buildColor(eqclass_id, queryStats, &lru_cache, rs, false);
-            lru_cache.put(eqclass_id, setbits);
+            lru_cache.emplace(eqclass_id, setbits);
             queryStats.noCacheCntr++;
         }
         for (auto sb : setbits) {

From a5cff36985dd74373a731f3840c2ca6ef90b5cc4 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Wed, 25 Jul 2018 23:25:25 -0400
Subject: [PATCH 052/122] remove some instrumentation

---
 src/validateMSF.cc | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index ab14018..0d23e8b 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -111,7 +111,7 @@ class MSFQuery {
         //froms.reserve(12000);
         //parents.reserve(12000);
         queryStats.totEqcls++;
-        auto sstart = std::chrono::system_clock::now();
+        //auto sstart = std::chrono::system_clock::now();
         bool foundCache = false;
         uint32_t iparent = parentbv[i];
         while (iparent != i) {
@@ -157,8 +157,8 @@ class MSFQuery {
         }
         */
 
-        queryStats.selectTime += std::chrono::system_clock::now() - sstart;
-        auto fstart = std::chrono::system_clock::now();
+        //queryStats.selectTime += std::chrono::system_clock::now() - sstart;
+        //auto fstart = std::chrono::system_clock::now();
         for (auto f : froms) {
             bool found = false;
             uint64_t wrd{0};
@@ -182,7 +182,7 @@ class MSFQuery {
               start += 64;
             } while (!found/*bbv[j - 1] != 1*/);
         }
-        queryStats.flipTime += std::chrono::system_clock::now() - fstart;
+        //queryStats.flipTime += std::chrono::system_clock::now() - fstart;
         /*while (parentbv[i] != i) {
             if (i > 0)
                 from = sbbv(i) + 1;
@@ -441,10 +441,10 @@ int main(int argc, char *argv[]) {
             }*/
         }
         std::cerr << "cache was used " << queryStats.cacheCntr << " times " << queryStats.noCacheCntr << "\n";
-        std::cerr << "select time was " << queryStats.selectTime.count() << "s, flip time was "
-                  << queryStats.flipTime.count() << '\n';
-        std::cerr << "total selects = " << queryStats.totSel << ", time per select = "
-                  << queryStats.selectTime.count() / queryStats.totSel << '\n';
+        //std::cerr << "select time was " << queryStats.selectTime.count() << "s, flip time was "
+        //         << queryStats.flipTime.count() << '\n';
+        //std::cerr << "total selects = " << queryStats.totSel << ", time per select = "
+        //          << queryStats.selectTime.count() / queryStats.totSel << '\n';
         std::cerr << "total # of queries = " << queryStats.totEqcls
                   << ", total # of queries rooted at a non-zero node = " << queryStats.rootedNonZero << "\n";
 

From c43d619beae97f1e107a5613cbf90c893c77153a Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Thu, 26 Jul 2018 10:12:47 -0400
Subject: [PATCH 053/122] some cleanup

---
 src/validateMSF.cc | 36 ++++--------------------------------
 1 file changed, 4 insertions(+), 32 deletions(-)

diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 0d23e8b..25319b4 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -107,21 +107,16 @@ class MSFQuery {
         uint64_t height{0};
         auto& froms = queryStats.buffer;
         froms.clear();
-        //std::vector<uint64_t> froms;
-        //froms.reserve(12000);
-        //parents.reserve(12000);
         queryStats.totEqcls++;
-        //auto sstart = std::chrono::system_clock::now();
         bool foundCache = false;
         uint32_t iparent = parentbv[i];
         while (iparent != i) {
             if (lru_cache and lru_cache->contains(i)) {
-                const auto &vs = (*lru_cache)[i];//->get(i);
+                const auto &vs = (*lru_cache)[i];
                 for (auto v : vs) {
                     xorflips[v] = 1;
                 }
                 queryStats.cacheCntr++;
-                //i = iparent;
                 foundCache = true;
                 break;
             }
@@ -130,8 +125,6 @@ class MSFQuery {
             else
                 from = 0;
             froms.push_back(from);
-            //parents.push_back(i);
-            //queryStats.numOcc[i]++;
             i = iparent;
             iparent = parentbv[i];
             ++queryStats.totSel;
@@ -143,7 +136,6 @@ class MSFQuery {
             else
                 from = 0;
             froms.push_back(from);
-            //parents.push_back(i);
             ++queryStats.totSel;
             queryStats.rootedNonZero++;
             ++height;
@@ -157,8 +149,6 @@ class MSFQuery {
         }
         */
 
-        //queryStats.selectTime += std::chrono::system_clock::now() - sstart;
-        //auto fstart = std::chrono::system_clock::now();
         for (auto f : froms) {
             bool found = false;
             uint64_t wrd{0};
@@ -167,34 +157,16 @@ class MSFQuery {
             auto start = f;
             do {
               wrd = bbv.get_int(start, 64);
-              //while (wrd == 0) { offset+= 64; wrd = bbv.get_int(start+offset, 64); }
-              //offset += __builtin_ctzll(wrd);
-              //j = 0;
               for (uint64_t j = 0; j < 64; j++) {
-                //for (uint64_t j = 0; j <= offset; j++) {
                 flips[deltabv[start + j]] ^= 0x01;
-                //j++;
                 if ((wrd >> j) & 0x01) {
                   found = true;
                   break;
                 }
               }
               start += 64;
-            } while (!found/*bbv[j - 1] != 1*/);
+            } while (!found);
         }
-        //queryStats.flipTime += std::chrono::system_clock::now() - fstart;
-        /*while (parentbv[i] != i) {
-            if (i > 0)
-                from = sbbv(i) + 1;
-            else
-                from = 0;
-            auto j = from;
-            do {
-                flips[deltabv[j]] ^= 0x01;
-                j++;
-            } while (bbv[j-1] != 1);
-            i = parentbv[i];
-        }*/
 
         if (!all) { // return the indices of set bits
             std::vector<uint64_t> eq;
@@ -210,7 +182,7 @@ class MSFQuery {
         std::vector<uint64_t> eq(numWrds);
         uint64_t one = 1;
         for (i = 0; i < numSamples; i++) {
-            if (flips[i]) {
+            if (flips[i] ^  xorflips[i]) {
                 uint64_t idx = i / 64;
                 eq[idx] = eq[idx] | (one << (i % 64));
             }
@@ -319,7 +291,7 @@ struct Opts {
 };
 
 int main(int argc, char *argv[]) {
-
+    ios_base::sync_with_stdio(false);
     using namespace clipp;
     enum class mode {
         validate, steps, decodeAllEqs, query, help

From f921e2699f7fa2483856bc366492b8fd50232dd9 Mon Sep 17 00:00:00 2001
From: Rob Patro <rob@newton>
Date: Thu, 26 Jul 2018 18:14:33 -0400
Subject: [PATCH 054/122] enable LTO

---
 CMakeLists.txt              |    2 +-
 include/nonstd/optional.hpp | 1214 +++++++++++++++++++++++++++++++++++
 src/CMakeLists.txt          |    8 +-
 src/validateMSF.cc          |   58 +-
 4 files changed, 1263 insertions(+), 19 deletions(-)
 create mode 100644 include/nonstd/optional.hpp

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 4c4a7c7..98c70ff 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -3,7 +3,7 @@
 # https://rix0r.nl/blog/2015/08/13/cmake-guide/
 #
 
-cmake_minimum_required(VERSION 3.5 FATAL_ERROR)
+cmake_minimum_required(VERSION 3.9 FATAL_ERROR)
 project(mantis VERSION 0.2 LANGUAGES C CXX)
 if (NOT CMAKE_BUILD_TYPE)
    set (CMAKE_BUILD_TYPE "Release")
diff --git a/include/nonstd/optional.hpp b/include/nonstd/optional.hpp
new file mode 100644
index 0000000..b460791
--- /dev/null
+++ b/include/nonstd/optional.hpp
@@ -0,0 +1,1214 @@
+//
+// Copyright (c) 2014-2018 Martin Moene
+//
+// https://github.com/martinmoene/optional-lite
+//
+// Distributed under the Boost Software License, Version 1.0. 
+// (See accompanying file LICENSE.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
+
+#pragma once
+
+#ifndef NONSTD_OPTIONAL_LITE_HPP
+#define NONSTD_OPTIONAL_LITE_HPP
+
+#define  optional_lite_VERSION "3.0.0"
+
+// Compiler detection (C++20 is speculative):
+// Note: MSVC supports C++14 since it supports C++17.
+
+#ifdef _MSVC_LANG
+# define optional_MSVC_LANG  _MSVC_LANG
+#else
+# define optional_MSVC_LANG  0
+#endif
+
+#define optional_CPP11             (__cplusplus == 201103L )
+#define optional_CPP11_OR_GREATER  (__cplusplus >= 201103L || optional_MSVC_LANG >= 201103L )
+#define optional_CPP14_OR_GREATER  (__cplusplus >= 201402L || optional_MSVC_LANG >= 201703L )
+#define optional_CPP17_OR_GREATER  (__cplusplus >= 201703L || optional_MSVC_LANG >= 201703L )
+#define optional_CPP20_OR_GREATER  (__cplusplus >= 202000L || optional_MSVC_LANG >= 202000L )
+
+// use C++17 std::optional if available:
+
+#if defined( __has_include )
+# define optional_HAS_INCLUDE( arg )  __has_include( arg )
+#else
+# define optional_HAS_INCLUDE( arg )  0
+#endif
+
+#define optional_HAVE_STD_OPTIONAL  ( optional_CPP17_OR_GREATER && optional_HAS_INCLUDE( <optional> ) )
+
+#if optional_HAVE_STD_OPTIONAL
+
+#include <optional>
+
+namespace nonstd {
+
+    using std::optional;
+    using std::bad_optional_access;
+    using std::hash;
+
+    using std::nullopt;
+    using std::nullopt_t;
+    using std::in_place;
+    using std::in_place_type;
+    using std::in_place_index;
+    using std::in_place_t;
+    using std::in_place_type_t;
+    using std::in_place_index_t;
+
+    using std::operator==;
+    using std::operator!=;
+    using std::operator<;
+    using std::operator<=;
+    using std::operator>;
+    using std::operator>=;
+    using std::make_optional;
+    using std::swap;
+}
+
+#else // C++17 std::optional
+
+#include <cassert>
+#include <stdexcept>
+#include <utility>
+
+// optional-lite alignment configuration:
+
+#ifndef  optional_CONFIG_MAX_ALIGN_HACK
+# define optional_CONFIG_MAX_ALIGN_HACK  0
+#endif
+
+#ifndef  optional_CONFIG_ALIGN_AS
+// no default, used in #if defined()
+#endif
+
+#ifndef  optional_CONFIG_ALIGN_AS_FALLBACK
+# define optional_CONFIG_ALIGN_AS_FALLBACK  double
+#endif
+
+// Compiler warning suppression:
+
+#ifdef __clang__
+# pragma clang diagnostic push
+# pragma clang diagnostic ignored "-Wundef"
+#elif defined __GNUC__
+# pragma GCC   diagnostic push
+# pragma GCC   diagnostic ignored "-Wundef"
+#endif
+
+// half-open range [lo..hi):
+#define optional_BETWEEN( v, lo, hi ) ( lo <= v && v < hi )
+
+#if defined(_MSC_VER) && !defined(__clang__)
+# define optional_COMPILER_MSVC_VERSION   (_MSC_VER / 10 - 10 * ( 5 + (_MSC_VER < 1900)) )
+#else
+# define optional_COMPILER_MSVC_VERSION   0
+#endif
+
+#define optional_COMPILER_VERSION( major, minor, patch )  ( 10 * (10 * major + minor ) + patch )
+
+#if defined __GNUC__
+# define optional_COMPILER_GNUC_VERSION   optional_COMPILER_VERSION(__GNUC__, __GNUC_MINOR__, __GNUC_PATCHLEVEL__)
+#else
+# define optional_COMPILER_GNUC_VERSION   0
+#endif
+
+#if defined __clang__
+# define optional_COMPILER_CLANG_VERSION  optional_COMPILER_VERSION(__clang_major__, __clang_minor__, __clang_patchlevel__)
+#else
+# define optional_COMPILER_CLANG_VERSION  0
+#endif
+
+#if optional_BETWEEN(optional_COMPILER_MSVC_VERSION, 70, 140 )
+# pragma warning( push )
+# pragma warning( disable: 4345 )   // initialization behavior changed
+#endif
+
+#if optional_BETWEEN(optional_COMPILER_MSVC_VERSION, 70, 150 )
+# pragma warning( push )
+# pragma warning( disable: 4814 )   // in C++14 'constexpr' will not imply 'const'
+#endif
+
+// Presence of language and library features:
+
+#define optional_HAVE(FEATURE) ( optional_HAVE_##FEATURE )
+
+// Presence of C++11 language features:
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 100
+# define optional_HAVE_AUTO  1
+# define optional_HAVE_NULLPTR  1
+# define optional_HAVE_STATIC_ASSERT  1
+#endif
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 120
+# define optional_HAVE_DEFAULT_FUNCTION_TEMPLATE_ARG  1
+# define optional_HAVE_INITIALIZER_LIST  1
+#endif
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 140
+# define optional_HAVE_ALIAS_TEMPLATE  1
+# define optional_HAVE_CONSTEXPR_11  1
+# define optional_HAVE_ENUM_CLASS  1
+# define optional_HAVE_EXPLICIT_CONVERSION  1
+# define optional_HAVE_IS_DEFAULT  1
+# define optional_HAVE_IS_DELETE  1
+# define optional_HAVE_NOEXCEPT  1
+# define optional_HAVE_REF_QUALIFIER  1
+#endif
+
+// Presence of C++14 language features:
+
+#if optional_CPP14_OR_GREATER
+# define optional_HAVE_CONSTEXPR_14  1
+#endif
+
+// Presence of C++17 language features:
+
+#if optional_CPP17_OR_GREATER
+# define optional_HAVE_ENUM_CLASS_CONSTRUCTION_FROM_UNDERLYING_TYPE  1
+#endif
+
+// Presence of C++ library features:
+
+#if optional_COMPILER_GNUC_VERSION
+# define optional_HAVE_TR1_TYPE_TRAITS  1
+# define optional_HAVE_TR1_ADD_POINTER  1
+#endif
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 90
+# define optional_HAVE_TYPE_TRAITS  1
+# define optional_HAVE_STD_ADD_POINTER  1
+#endif
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 110
+# define optional_HAVE_ARRAY  1
+#endif
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 120
+# define optional_HAVE_CONDITIONAL  1
+#endif
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 140 || (optional_COMPILER_MSVC_VERSION >= 90 && _HAS_CPP0X)
+# define optional_HAVE_CONTAINER_DATA_METHOD  1
+#endif
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 120
+# define optional_HAVE_REMOVE_CV  1
+#endif
+
+#if optional_CPP11_OR_GREATER || optional_COMPILER_MSVC_VERSION >= 140
+# define optional_HAVE_SIZED_TYPES  1
+#endif
+
+// For the rest, consider VC14 as C++11 for optional-lite:
+
+#if optional_COMPILER_MSVC_VERSION >= 140
+# undef  optional_CPP11_OR_GREATER
+# define optional_CPP11_OR_GREATER  1
+#endif
+
+// C++ feature usage:
+
+#if optional_HAVE( CONSTEXPR_11 )
+# define optional_constexpr  constexpr
+#else
+# define optional_constexpr  /*constexpr*/
+#endif
+
+#if optional_HAVE( CONSTEXPR_14 )
+# define optional_constexpr14  constexpr
+#else
+# define optional_constexpr14  /*constexpr*/
+#endif
+
+#if optional_HAVE( NOEXCEPT )
+# define optional_noexcept  noexcept
+#else
+# define optional_noexcept  /*noexcept*/
+#endif
+
+#if optional_HAVE( NULLPTR )
+# define optional_nullptr  nullptr
+#else
+# define optional_nullptr  NULL
+#endif
+
+#if optional_HAVE( REF_QUALIFIER )
+# define optional_ref_qual  &
+# define optional_refref_qual  &&
+#else
+# define optional_ref_qual  /*&*/
+# define optional_refref_qual  /*&&*/
+#endif
+
+// additional includes:
+
+#if optional_CPP11_OR_GREATER
+# include <functional>
+#endif
+
+#if optional_HAVE( INITIALIZER_LIST )
+# include <initializer_list>
+#endif
+
+#if optional_HAVE( TYPE_TRAITS )
+# include <type_traits>
+#elif optional_HAVE( TR1_TYPE_TRAITS )
+# include <tr1/type_traits>
+#endif
+
+// type traits needed:
+
+namespace nonstd { namespace optional_lite { namespace detail {
+
+#if optional_HAVE( CONDITIONAL )
+    using std::conditional;
+#else
+    template< bool B, typename T, typename F > struct conditional              { typedef T type; };
+    template<         typename T, typename F > struct conditional<false, T, F> { typedef F type; };
+#endif // optional_HAVE_CONDITIONAL
+
+}}}
+
+//
+// in_place: code duplicated in any-lite, optional-lite, variant-lite:
+//
+
+#ifndef nonstd_lite_HAVE_IN_PLACE_TYPES
+
+namespace nonstd {
+
+namespace detail {
+
+template< class T >
+struct in_place_type_tag {};
+
+template< std::size_t I >
+struct in_place_index_tag {};
+
+} // namespace detail
+
+struct in_place_t {};
+
+template< class T >
+inline in_place_t in_place( detail::in_place_type_tag<T> = detail::in_place_type_tag<T>() )
+{
+    return in_place_t();
+}
+
+template< std::size_t I >
+inline in_place_t in_place( detail::in_place_index_tag<I> = detail::in_place_index_tag<I>() )
+{
+    return in_place_t();
+}
+
+template< class T >
+inline in_place_t in_place_type( detail::in_place_type_tag<T> = detail::in_place_type_tag<T>() )
+{
+    return in_place_t();
+}
+
+template< std::size_t I >
+inline in_place_t in_place_index( detail::in_place_index_tag<I> = detail::in_place_index_tag<I>() )
+{
+    return in_place_t();
+}
+
+// mimic templated typedef:
+
+#define nonstd_lite_in_place_type_t( T)  nonstd::in_place_t(&)( nonstd::detail::in_place_type_tag<T>  )
+#define nonstd_lite_in_place_index_t(T)  nonstd::in_place_t(&)( nonstd::detail::in_place_index_tag<I> )
+
+#define nonstd_lite_HAVE_IN_PLACE_TYPES  1
+
+} // namespace nonstd
+
+#endif // nonstd_lite_HAVE_IN_PLACE_TYPES
+
+//
+// optional:
+//
+
+namespace nonstd { namespace optional_lite {
+
+/// class optional
+
+template< typename T >
+class optional;
+
+namespace detail {
+
+// C++11 emulation:
+
+struct nulltype{};
+
+template< typename Head, typename Tail >
+struct typelist
+{
+    typedef Head head;
+    typedef Tail tail;
+};
+
+#if optional_CONFIG_MAX_ALIGN_HACK
+
+// Max align, use most restricted type for alignment:
+
+#define optional_UNIQUE(  name )       optional_UNIQUE2( name, __LINE__ )
+#define optional_UNIQUE2( name, line ) optional_UNIQUE3( name, line )
+#define optional_UNIQUE3( name, line ) name ## line
+
+#define optional_ALIGN_TYPE( type ) \
+    type optional_UNIQUE( _t ); struct_t< type > optional_UNIQUE( _st )
+
+template< typename T >
+struct struct_t { T _; };
+
+union max_align_t
+{
+    optional_ALIGN_TYPE( char );
+    optional_ALIGN_TYPE( short int );
+    optional_ALIGN_TYPE( int );
+    optional_ALIGN_TYPE( long int  );
+    optional_ALIGN_TYPE( float  );
+    optional_ALIGN_TYPE( double );
+    optional_ALIGN_TYPE( long double );
+    optional_ALIGN_TYPE( char * );
+    optional_ALIGN_TYPE( short int * );
+    optional_ALIGN_TYPE( int *  );
+    optional_ALIGN_TYPE( long int * );
+    optional_ALIGN_TYPE( float * );
+    optional_ALIGN_TYPE( double * );
+    optional_ALIGN_TYPE( long double * );
+    optional_ALIGN_TYPE( void * );
+
+#ifdef HAVE_LONG_LONG
+    optional_ALIGN_TYPE( long long );
+#endif
+
+    struct Unknown;
+
+    Unknown ( * optional_UNIQUE(_) )( Unknown );
+    Unknown * Unknown::* optional_UNIQUE(_);
+    Unknown ( Unknown::* optional_UNIQUE(_) )( Unknown );
+
+    struct_t< Unknown ( * )( Unknown)         > optional_UNIQUE(_);
+    struct_t< Unknown * Unknown::*            > optional_UNIQUE(_);
+    struct_t< Unknown ( Unknown::* )(Unknown) > optional_UNIQUE(_);
+};
+
+#undef optional_UNIQUE
+#undef optional_UNIQUE2
+#undef optional_UNIQUE3
+
+#undef optional_ALIGN_TYPE
+
+#elif defined( optional_CONFIG_ALIGN_AS ) // optional_CONFIG_MAX_ALIGN_HACK
+
+// Use user-specified type for alignment:
+
+#define optional_ALIGN_AS( unused ) \
+    optional_CONFIG_ALIGN_AS
+
+#else // optional_CONFIG_MAX_ALIGN_HACK
+
+// Determine POD type to use for alignment:
+
+#define optional_ALIGN_AS( to_align ) \
+    typename type_of_size< alignment_types, alignment_of< to_align >::value >::type
+
+template <typename T>
+struct alignment_of;
+
+template <typename T>
+struct alignment_of_hack
+{
+    char c;
+    T t;
+    alignment_of_hack();
+};
+
+template <unsigned A, unsigned S>
+struct alignment_logic
+{
+    enum { value = A < S ? A : S };
+};
+
+template< typename T >
+struct alignment_of
+{
+    enum { value = alignment_logic<
+        sizeof( alignment_of_hack<T> ) - sizeof(T), sizeof(T) >::value, };
+};
+
+template< typename List, size_t N >
+struct type_of_size
+{
+    typedef typename conditional<
+        N == sizeof( typename List::head ),
+            typename List::head,
+            typename type_of_size<typename List::tail, N >::type >::type type;
+};
+
+template< size_t N >
+struct type_of_size< nulltype, N >
+{
+    typedef optional_CONFIG_ALIGN_AS_FALLBACK type;
+};
+
+template< typename T>
+struct struct_t { T _; };
+
+#define optional_ALIGN_TYPE( type ) \
+    typelist< type , typelist< struct_t< type >
+
+struct Unknown;
+
+typedef
+    optional_ALIGN_TYPE( char ),
+    optional_ALIGN_TYPE( short ),
+    optional_ALIGN_TYPE( int ),
+    optional_ALIGN_TYPE( long ),
+    optional_ALIGN_TYPE( float ),
+    optional_ALIGN_TYPE( double ),
+    optional_ALIGN_TYPE( long double ),
+
+    optional_ALIGN_TYPE( char *),
+    optional_ALIGN_TYPE( short * ),
+    optional_ALIGN_TYPE( int * ),
+    optional_ALIGN_TYPE( long * ),
+    optional_ALIGN_TYPE( float * ),
+    optional_ALIGN_TYPE( double * ),
+    optional_ALIGN_TYPE( long double * ),
+
+    optional_ALIGN_TYPE( Unknown ( * )( Unknown ) ),
+    optional_ALIGN_TYPE( Unknown * Unknown::*     ),
+    optional_ALIGN_TYPE( Unknown ( Unknown::* )( Unknown ) ),
+
+    nulltype
+    > > > > > > >    > > > > > > >
+    > > > > > > >    > > > > > > >
+    > > > > > >
+    alignment_types;
+
+#undef optional_ALIGN_TYPE
+
+#endif // optional_CONFIG_MAX_ALIGN_HACK
+
+/// C++03 constructed union to hold value.
+
+template< typename T >
+union storage_t
+{
+private:
+    friend class optional<T>;
+
+    typedef T value_type;
+
+    storage_t() {}
+
+    storage_t( value_type const & v )
+    {
+        construct_value( v );
+    }
+
+    void construct_value( value_type const & v )
+    {
+        ::new( value_ptr() ) value_type( v );
+    }
+
+#if optional_CPP11_OR_GREATER
+
+    storage_t( value_type && v )
+    {
+        construct_value( std::move( v ) );
+    }
+
+    void construct_value( value_type && v )
+    {
+        ::new( value_ptr() ) value_type( std::move( v ) );
+    }
+
+    template< class... Args >
+    void emplace( Args&&... args )
+    {
+        ::new( value_ptr() ) value_type( std::forward<Args>(args)... );
+    }
+
+    template< class U, class... Args >
+    void emplace( std::initializer_list<U> il, Args&&... args )
+    {
+        ::new( value_ptr() ) value_type( il, std::forward<Args>(args)... );
+    }
+
+#endif
+
+    void destruct_value()
+    {
+        value_ptr()->~T();
+    }
+
+    value_type const * value_ptr() const
+    {
+        return as<value_type>();
+    }
+
+    value_type * value_ptr()
+    {
+        return as<value_type>();
+    }
+
+    value_type const & value() const optional_ref_qual
+    {
+        return * value_ptr();
+    }
+
+    value_type & value() optional_ref_qual
+    {
+        return * value_ptr();
+    }
+
+#if optional_CPP11_OR_GREATER
+
+    value_type const && value() const optional_refref_qual
+    {
+        return * value_ptr();
+    }
+
+    value_type && value() optional_refref_qual
+    {
+        return * value_ptr();
+    }
+
+#endif
+
+#if optional_CPP11_OR_GREATER
+
+    using aligned_storage_t = typename std::aligned_storage< sizeof(value_type), alignof(value_type) >::type;
+    aligned_storage_t data;
+
+#elif optional_CONFIG_MAX_ALIGN_HACK
+
+    typedef struct { unsigned char data[ sizeof(value_type) ]; } aligned_storage_t;
+
+    max_align_t hack;
+    aligned_storage_t data;
+
+#else
+    typedef optional_ALIGN_AS(value_type) align_as_type;
+
+    typedef struct { align_as_type data[ 1 + ( sizeof(value_type) - 1 ) / sizeof(align_as_type) ]; } aligned_storage_t;
+    aligned_storage_t data;
+
+#   undef optional_ALIGN_AS
+
+#endif // optional_CONFIG_MAX_ALIGN_HACK
+
+    void * ptr() optional_noexcept
+    {
+        return &data;
+    }
+
+    void const * ptr() const optional_noexcept
+    {
+        return &data;
+    }
+
+    template <typename U>
+    U * as()
+    {
+        return reinterpret_cast<U*>( ptr() );
+    }
+
+    template <typename U>
+    U const * as() const
+    {
+        return reinterpret_cast<U const *>( ptr() );
+    }
+};
+
+} // namespace detail
+
+/// disengaged state tag
+
+struct nullopt_t
+{
+    struct init{};
+    optional_constexpr nullopt_t( init ) {}
+};
+
+#if optional_HAVE( CONSTEXPR_11 )
+constexpr nullopt_t nullopt{ nullopt_t::init{} };
+#else
+// extra parenthesis to prevent the most vexing parse:
+const nullopt_t nullopt(( nullopt_t::init() ));
+#endif
+
+/// optional access error
+
+class bad_optional_access : public std::logic_error
+{
+public:
+  explicit bad_optional_access()
+  : logic_error( "bad optional access" ) {}
+};
+
+/// optional
+
+template< typename T>
+class optional
+{
+private:
+    typedef void (optional::*safe_bool)() const;
+
+public:
+    typedef T value_type;
+
+    optional_constexpr optional() optional_noexcept
+    : has_value_( false )
+    , contained()
+    {}
+
+    optional_constexpr optional( nullopt_t ) optional_noexcept
+    : has_value_( false )
+    , contained()
+    {}
+
+    optional( optional const & rhs )
+    : has_value_( rhs.has_value() )
+    {
+        if ( rhs.has_value() )
+            contained.construct_value( rhs.contained.value() );
+    }
+
+#if optional_CPP11_OR_GREATER
+    optional_constexpr14 optional( optional && rhs ) noexcept( std::is_nothrow_move_constructible<T>::value )
+    : has_value_( rhs.has_value() )
+    {
+        if ( rhs.has_value() )
+            contained.construct_value( std::move( rhs.contained.value() ) );
+    }
+#endif
+
+    optional_constexpr optional( value_type const & value )
+    : has_value_( true )
+    , contained( value )
+    {}
+
+#if optional_CPP11_OR_GREATER
+
+    optional_constexpr optional( value_type && value )
+    : has_value_( true )
+    , contained( std::move( value ) )
+    {}
+
+    template< class... Args >
+    optional_constexpr explicit optional( nonstd_lite_in_place_type_t(T), Args&&... args )
+    : has_value_( true )
+    , contained( T( std::forward<Args>(args)...) )
+    {}
+
+    template< class U, class... Args >
+    optional_constexpr explicit optional( nonstd_lite_in_place_type_t(T), std::initializer_list<U> il, Args&&... args )
+    : has_value_( true )
+    , contained( T( il, std::forward<Args>(args)...) )
+    {}
+
+#endif // optional_CPP11_OR_GREATER
+
+    ~optional()
+    {
+        if ( has_value() )
+            contained.destruct_value();
+    }
+
+    // assignment
+
+    optional & operator=( nullopt_t ) optional_noexcept
+    {
+        reset();
+        return *this;
+    }
+
+    optional & operator=( optional const & rhs )
+#if optional_CPP11_OR_GREATER
+        noexcept( std::is_nothrow_move_assignable<T>::value && std::is_nothrow_move_constructible<T>::value )
+#endif
+    {
+        if      ( has_value() == true  && rhs.has_value() == false ) reset();
+        else if ( has_value() == false && rhs.has_value() == true  ) initialize( *rhs );
+        else if ( has_value() == true  && rhs.has_value() == true  ) contained.value() = *rhs;
+        return *this;
+    }
+
+#if optional_CPP11_OR_GREATER
+
+    optional & operator=( optional && rhs ) noexcept
+    {
+        if      ( has_value() == true  && rhs.has_value() == false ) reset();
+        else if ( has_value() == false && rhs.has_value() == true  ) initialize( std::move( *rhs ) );
+        else if ( has_value() == true  && rhs.has_value() == true  ) contained.value() = std::move( *rhs );
+        return *this;
+    }
+
+    template< class U,
+        typename = typename std::enable_if< std::is_same< typename std::decay<U>::type, T>::value >::type >
+    optional & operator=( U && v )
+    {
+        if ( has_value() ) contained.value() = std::forward<U>( v );
+        else               initialize( T( std::forward<U>( v ) ) );
+        return *this;
+    }
+
+    template< class... Args >
+    void emplace( Args&&... args )
+    {
+        *this = nullopt;
+        contained.emplace( std::forward<Args>(args)...  );
+        has_value_ = true;
+    }
+
+
+    template< class U, class... Args >
+    void emplace( std::initializer_list<U> il, Args&&... args )
+    {
+        *this = nullopt;
+        contained.emplace( il, std::forward<Args>(args)...  );
+        has_value_ = true;
+    }
+
+#endif // optional_CPP11_OR_GREATER
+
+    // swap
+
+    void swap( optional & rhs )
+#if optional_CPP11_OR_GREATER
+    noexcept( std::is_nothrow_move_constructible<T>::value && noexcept( std::swap( std::declval<T&>(), std::declval<T&>() ) ) )
+#endif
+    {
+        using std::swap;
+        if      ( has_value() == true  && rhs.has_value() == true  ) { swap( **this, *rhs ); }
+        else if ( has_value() == false && rhs.has_value() == true  ) { initialize( *rhs ); rhs.reset(); }
+        else if ( has_value() == true  && rhs.has_value() == false ) { rhs.initialize( **this ); reset(); }
+    }
+
+    // observers
+
+    optional_constexpr value_type const * operator ->() const
+    {
+        return assert( has_value() ),
+            contained.value_ptr();
+    }
+
+    optional_constexpr14 value_type * operator ->()
+    {
+        return assert( has_value() ),
+            contained.value_ptr();
+    }
+
+    optional_constexpr value_type const & operator *() const optional_ref_qual
+    {
+        return assert( has_value() ),
+            contained.value();
+    }
+
+    optional_constexpr14 value_type & operator *() optional_ref_qual
+    {
+        return assert( has_value() ),
+            contained.value();
+    }
+
+#if optional_CPP11_OR_GREATER
+
+    optional_constexpr value_type const && operator *() const optional_refref_qual
+    {
+        return assert( has_value() ),
+            std::move( contained.value() );
+    }
+
+    optional_constexpr14 value_type && operator *() optional_refref_qual
+    {
+        return assert( has_value() ),
+            std::move( contained.value() );
+    }
+
+#endif
+
+#if optional_CPP11_OR_GREATER
+    optional_constexpr explicit operator bool() const optional_noexcept
+    {
+        return has_value();
+    }
+#else
+    optional_constexpr operator safe_bool() const optional_noexcept
+    {
+        return has_value() ? &optional::this_type_does_not_support_comparisons : 0;
+    }
+#endif
+
+    optional_constexpr bool has_value() const optional_noexcept
+    {
+        return has_value_;
+    }
+
+    optional_constexpr14 value_type const & value() const optional_ref_qual
+    {
+        if ( ! has_value() )
+            throw bad_optional_access();
+
+        return contained.value();
+    }
+
+    optional_constexpr14 value_type & value() optional_ref_qual
+    {
+        if ( ! has_value() )
+            throw bad_optional_access();
+
+        return contained.value();
+    }
+
+#if optional_HAVE( REF_QUALIFIER )
+
+    optional_constexpr14 value_type const && value() const optional_refref_qual
+    {
+        if ( ! has_value() )
+            throw bad_optional_access();
+
+        return std::move( contained.value() );
+    }
+
+    optional_constexpr14 value_type && value() optional_refref_qual
+    {
+        if ( ! has_value() )
+            throw bad_optional_access();
+
+        return std::move( contained.value() );
+    }
+
+#endif
+
+#if optional_CPP11_OR_GREATER
+
+    template< class U >
+    optional_constexpr value_type value_or( U && v ) const optional_ref_qual
+    {
+        return has_value() ? contained.value() : static_cast<T>(std::forward<U>( v ) );
+    }
+
+    template< class U >
+    optional_constexpr value_type value_or( U && v ) const optional_refref_qual
+    {
+        return has_value() ? std::move( contained.value() ) : static_cast<T>(std::forward<U>( v ) );
+    }
+
+#else
+
+    template< class U >
+    optional_constexpr value_type value_or( U const & v ) const
+    {
+        return has_value() ? contained.value() : static_cast<value_type>( v );
+    }
+
+#endif // optional_CPP11_OR_GREATER
+
+    // modifiers
+
+    void reset() optional_noexcept
+    {
+        if ( has_value() )
+            contained.destruct_value();
+
+        has_value_ = false;
+    }
+
+private:
+    void this_type_does_not_support_comparisons() const {}
+
+    template< typename V >
+    void initialize( V const & value )
+    {
+        assert( ! has_value()  );
+        contained.construct_value( value );
+        has_value_ = true;
+    }
+
+#if optional_CPP11_OR_GREATER
+    template< typename V >
+    void initialize( V && value )
+    {
+        assert( ! has_value()  );
+        contained.construct_value( std::move( value ) );
+        has_value_ = true;
+    }
+
+#endif
+
+private:
+    bool has_value_;
+    detail::storage_t< value_type > contained;
+
+};
+
+// Relational operators
+
+template< typename T, typename U >
+inline optional_constexpr bool operator==( optional<T> const & x, optional<U> const & y )
+{
+    return bool(x) != bool(y) ? false : !bool( x ) ? true : *x == *y;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator!=( optional<T> const & x, optional<U> const & y )
+{
+    return !(x == y);
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator<( optional<T> const & x, optional<U> const & y )
+{
+    return (!y) ? false : (!x) ? true : *x < *y;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator>( optional<T> const & x, optional<U> const & y )
+{
+    return (y < x);
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator<=( optional<T> const & x, optional<U> const & y )
+{
+    return !(y < x);
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator>=( optional<T> const & x, optional<U> const & y )
+{
+    return !(x < y);
+}
+
+// Comparison with nullopt
+
+template< typename T >
+inline optional_constexpr bool operator==( optional<T> const & x, nullopt_t ) optional_noexcept
+{
+    return (!x);
+}
+
+template< typename T >
+inline optional_constexpr bool operator==( nullopt_t, optional<T> const & x ) optional_noexcept
+{
+    return (!x);
+}
+
+template< typename T >
+inline optional_constexpr bool operator!=( optional<T> const & x, nullopt_t ) optional_noexcept
+{
+    return bool(x);
+}
+
+template< typename T >
+inline optional_constexpr bool operator!=( nullopt_t, optional<T> const & x ) optional_noexcept
+{
+    return bool(x);
+}
+
+template< typename T >
+inline optional_constexpr bool operator<( optional<T> const &, nullopt_t ) optional_noexcept
+{
+    return false;
+}
+
+template< typename T >
+inline optional_constexpr bool operator<( nullopt_t, optional<T> const & x ) optional_noexcept
+{
+    return bool(x);
+}
+
+template< typename T >
+inline optional_constexpr bool operator<=( optional<T> const & x, nullopt_t ) optional_noexcept
+{
+    return (!x);
+}
+
+template< typename T >
+inline optional_constexpr bool operator<=( nullopt_t, optional<T> const & ) optional_noexcept
+{
+    return true;
+}
+
+template< typename T >
+inline optional_constexpr bool operator>( optional<T> const & x, nullopt_t ) optional_noexcept
+{
+    return bool(x);
+}
+
+template< typename T >
+inline optional_constexpr bool operator>( nullopt_t, optional<T> const & ) optional_noexcept
+{
+    return false;
+}
+
+template< typename T >
+inline optional_constexpr bool operator>=( optional<T> const &, nullopt_t ) optional_noexcept
+{
+    return true;
+}
+
+template< typename T >
+inline optional_constexpr bool operator>=( nullopt_t, optional<T> const & x ) optional_noexcept
+{
+    return (!x);
+}
+
+// Comparison with T
+
+template< typename T, typename U >
+inline optional_constexpr bool operator==( optional<T> const & x, U const & v )
+{
+    return bool(x) ? *x == v : false;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator==( U const & v, optional<T> const & x )
+{
+    return bool(x) ? v == *x : false;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator!=( optional<T> const & x, U const & v )
+{
+    return bool(x) ? *x != v : true;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator!=( U const & v, optional<T> const & x )
+{
+    return bool(x) ? v != *x : true;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator<( optional<T> const & x, U const & v )
+{
+    return bool(x) ? *x < v : true;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator<( U const & v, optional<T> const & x )
+{
+    return bool(x) ? v < *x : false;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator<=( optional<T> const & x, U const & v )
+{
+    return bool(x) ? *x <= v : true;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator<=( U const & v, optional<T> const & x )
+{
+    return bool(x) ? v <= *x : false;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator>( optional<T> const & x, U const & v )
+{
+    return bool(x) ? *x > v : false;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator>( U const & v, optional<T> const & x )
+{
+    return bool(x) ? v > *x : true;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator>=( optional<T> const & x, U const & v )
+{
+    return bool(x) ? *x >= v : false;
+}
+
+template< typename T, typename U >
+inline optional_constexpr bool operator>=( U const & v, optional<T> const & x )
+{
+    return bool(x) ? v >= *x : true;
+}
+
+// Specialized algorithms
+
+template< typename T >
+void swap( optional<T> & x, optional<T> & y )
+#if optional_CPP11_OR_GREATER
+    noexcept( noexcept( x.swap(y) ) )
+#endif
+{
+    x.swap( y );
+}
+
+#if optional_CPP11_OR_GREATER
+
+template< class T >
+optional_constexpr optional< typename std::decay<T>::type > make_optional( T && v )
+{
+    return optional< typename std::decay<T>::type >( std::forward<T>( v ) );
+}
+
+template< class T, class...Args >
+optional_constexpr optional<T> make_optional( Args&&... args )
+{
+    return optional<T>( in_place, std::forward<Args>(args)...);
+}
+
+template< class T, class U, class... Args >
+optional_constexpr optional<T> make_optional( std::initializer_list<U> il, Args&&... args )
+{
+    return optional<T>( in_place, il, std::forward<Args>(args)...);
+}
+
+#else
+
+template< typename T >
+optional<T> make_optional( T const & v )
+{
+    return optional<T>( v );
+}
+
+#endif // optional_CPP11_OR_GREATER
+
+} // namespace optional
+
+using namespace optional_lite;
+
+} // namespace nonstd
+
+#if optional_CPP11_OR_GREATER
+
+// specialize the std::hash algorithm:
+
+namespace std {
+
+template< class T >
+struct hash< nonstd::optional<T> >
+{
+public:
+    std::size_t operator()( nonstd::optional<T> const & v ) const optional_noexcept
+    {
+        return bool( v ) ? hash<T>()( *v ) : 0;
+    }
+};
+
+} //namespace std
+
+#endif // optional_CPP11_OR_GREATER
+
+#ifdef __clang__
+# pragma clang diagnostic pop
+#elif defined __GNUC__
+# pragma GCC   diagnostic pop
+#endif
+
+#endif // have C++17 std::optional
+
+#endif // NONSTD_OPTIONAL_LITE_HPP
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 5857d0c..425581a 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -23,6 +23,7 @@ target_compile_options(mantis_core PUBLIC "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LAN
 target_compile_options(mantis_core PUBLIC "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:C>>:${MANTIS_RELEASE_CFLAGS}>")
 target_compile_options(mantis_core PUBLIC "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:CXX>>:${MANTIS_RELEASE_CXXFLAGS}>")
 target_compile_definitions(mantis_core PUBLIC "${ARCH_DEFS}")
+set_property(TARGET mantis_core PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 # link libmantis_core with the required libraries
 target_link_libraries(mantis_core
@@ -42,6 +43,7 @@ target_compile_options(mantis PUBLIC "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_LANGUAGE
 target_compile_options(mantis PUBLIC "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:C>>:${MANTIS_RELEASE_CFLAGS}>")
 target_compile_options(mantis PUBLIC "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:CXX>>:${MANTIS_RELEASE_CXXFLAGS}>")
 target_compile_definitions(mantis PUBLIC "${ARCH_DEFS}")
+set_property(TARGET mantis PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 add_executable(build_eq_graph build_eq_graph.cc)
 target_include_directories(build_eq_graph PUBLIC $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
@@ -51,6 +53,7 @@ target_compile_options(build_eq_graph PUBLIC "$<$<AND:$<CONFIG:DEBUG>,$<COMPILE_
 target_compile_options(build_eq_graph PUBLIC "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:C>>:${MANTIS_RELEASE_CFLAGS}>")
 target_compile_options(build_eq_graph PUBLIC "$<$<AND:$<CONFIG:RELEASE>,$<COMPILE_LANGUAGE:CXX>>:${MANTIS_RELEASE_CXXFLAGS}>")
 target_compile_definitions(build_eq_graph PUBLIC "${ARCH_DEFS}")
+set_property(TARGET build_eq_graph PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 # TODO: look more into why this is necessary
 if (SDSL_INSTALL_PATH)
@@ -67,6 +70,7 @@ target_include_directories(monochromatic_component_iterator PUBLIC
   $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 target_link_libraries(monochromatic_component_iterator
 				mantis_core)
+set_property(TARGET monochromatic_component_iterator PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 
 add_executable(msf MSF.cc)
@@ -74,18 +78,20 @@ target_include_directories(msf PUBLIC
 				  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 target_link_libraries(msf
 				                mantis_core)
+set_property(TARGET msf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 add_executable(loadColorCls validateMSF.cc)
 target_include_directories(loadColorCls PUBLIC
 		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 target_link_libraries(loadColorCls
 		mantis_core)
+set_property(TARGET loadColorCls PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 add_executable(mstBoost MST_boost.cc)
 		target_include_directories(mstBoost PUBLIC
 						                  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 target_link_libraries(mstBoost mantis_core)
-
+set_property(TARGET mstBoost PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 #add_executable(walkEqcls walkEqcls.cc)
 #target_include_directories(walkEqcls PUBLIC
diff --git a/src/validateMSF.cc b/src/validateMSF.cc
index 25319b4..4fb5509 100644
--- a/src/validateMSF.cc
+++ b/src/validateMSF.cc
@@ -14,6 +14,8 @@
 #include "lrucache.hpp"
 #include "hashutil.h"
 #include "lru/lru.hpp"
+#include "tsl/hopscotch_map.h"
+#include "nonstd/optional.hpp"
 
 struct QueryStats {
     uint32_t cnt = 0, cacheCntr = 0, noCacheCntr{0};
@@ -26,6 +28,8 @@ struct QueryStats {
     uint64_t globalQueryNum{0};
     std::vector<uint64_t> buffer;
     uint64_t numSamples{0};
+  tsl::hopscotch_map<uint32_t, uint64_t> numOcc;
+  bool trySample{false};
   //std::unordered_map<uint32_t, uint64_t> numOcc;
 };
 
@@ -99,12 +103,13 @@ class MSFQuery {
     std::vector<uint64_t> buildColor(uint64_t eqid, QueryStats &queryStats,
                                      LRUCacheMap *lru_cache,
                                      RankScores* rs,
+                                     nonstd::optional<uint64_t>& toDecode, // output param.  Also decode these
                                      bool all = true) {
         (void)rs;
         std::vector<uint32_t> flips(numSamples);
         std::vector<uint32_t> xorflips(numSamples, 0);
         uint64_t i{eqid}, from{0}, to{0};
-        uint64_t height{0};
+        int64_t height{0};
         auto& froms = queryStats.buffer;
         froms.clear();
         queryStats.totEqcls++;
@@ -120,25 +125,31 @@ class MSFQuery {
                 foundCache = true;
                 break;
             }
-            if (i > 0)
-                from = sbbv(i) + 1;
-            else
-                from = 0;
+            from = (i > 0) ? (sbbv(i) + 1) : 0;
             froms.push_back(from);
+
+            if (queryStats.trySample) {
+              auto& occ = queryStats.numOcc[iparent];
+              ++occ;
+              if ((!toDecode) and
+                  (occ > 10) and
+                  (height > 10) and
+                  (lru_cache and
+                   !lru_cache->contains(iparent))) {
+                toDecode = iparent;
+              }
+            }
             i = iparent;
             iparent = parentbv[i];
             ++queryStats.totSel;
             ++height;
         }
         if (!foundCache and i != zero) {
-            if (i > 0)
-                from = sbbv(i) + 1;
-            else
-                from = 0;
-            froms.push_back(from);
-            ++queryStats.totSel;
-            queryStats.rootedNonZero++;
-            ++height;
+           from = (i > 0) ? (sbbv(i) + 1) : 0;
+           froms.push_back(from);
+           ++queryStats.totSel;
+           queryStats.rootedNonZero++;
+           ++height;
         }
         // update ranks
         /*
@@ -148,7 +159,7 @@ class MSFQuery {
           }
         }
         */
-
+        uint64_t pctr{0};
         for (auto f : froms) {
             bool found = false;
             uint64_t wrd{0};
@@ -207,6 +218,9 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
 
     mantis::QueryResult sample_map(queryStats.numSamples,0);
     size_t numPerLevel = 10;
+    nonstd::optional<uint64_t> toDecode{nonstd::nullopt};
+    nonstd::optional<uint64_t> dummy{nonstd::nullopt};
+
     for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end(); ++it) {
         auto eqclass_id = it->first - 1;
         auto count = it->second;
@@ -216,9 +230,16 @@ mantis::QueryResult findSamples(const mantis::QuerySet &kmers,
             setbits = lru_cache[eqclass_id];//.get(eqclass_id);
             queryStats.cacheCntr++;
         } else {
-            setbits = msfQuery.buildColor(eqclass_id, queryStats, &lru_cache, rs, false);
-            lru_cache.emplace(eqclass_id, setbits);
             queryStats.noCacheCntr++;
+            toDecode.reset();
+            dummy.reset();
+            queryStats.trySample = (queryStats.noCacheCntr % 10 == 0);
+            setbits = msfQuery.buildColor(eqclass_id, queryStats, &lru_cache, rs, toDecode, false);
+            lru_cache.emplace(eqclass_id, setbits);
+            if ((queryStats.trySample) and toDecode) {
+              auto s = msfQuery.buildColor(*toDecode, queryStats, nullptr, nullptr, dummy, false);
+              lru_cache.emplace(*toDecode, s);
+            }
         }
         for (auto sb : setbits) {
             sample_map[sb] += count;
@@ -378,7 +399,8 @@ int main(int argc, char *argv[]) {
         loadEqs(opt.eqlistfile, bvs);
         uint64_t cntr{0};
         for (uint64_t idx = 0; idx < eqCount; idx++) {
-            std::vector<uint64_t> newEq = msfQuery.buildColor(idx, queryStats, &cache_lru, nullptr);
+          nonstd::optional<uint64_t> dummy{nonstd::nullopt};
+            std::vector<uint64_t> newEq = msfQuery.buildColor(idx, queryStats, &cache_lru, nullptr, dummy);
             std::vector<uint64_t> oldEq(numWrds);
             buildColor(bvs, oldEq, idx, opt.numSamples);
             if (newEq != oldEq) {
@@ -403,10 +425,12 @@ int main(int argc, char *argv[]) {
         std::default_random_engine e1(r());
         std::uniform_int_distribution<int> uniform_dist(0, eqCount - 1);
         for (uint64_t idx = 0; idx < 182169; idx++) {
+          nonstd::optional<uint64_t> dummy{nonstd::nullopt};
             std::vector<uint64_t> newEq = msfQuery.buildColor(uniform_dist(e1),
                                                               queryStats,
                                                               &cache_lru,
                                                               nullptr,
+                                                              dummy,
                                                               false);
             /*if (idx % 10000000 == 0) {
                 std::cerr << idx << " eqs decoded\n";

From b6c71d804f4afe81155c2ccf53c82320497d2899 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Mon, 30 Jul 2018 15:59:37 -0400
Subject: [PATCH 055/122] prepare the environment for fillGraph part.

---
 src/MSF.cc | 295 ++++++++++++++++++++++++++++-------------------------
 1 file changed, 155 insertions(+), 140 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index c22ef41..92b04b3 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -10,7 +10,6 @@
 struct Opts {
     std::string filename;
     uint64_t numNodes; // = std::stoull(argv[2]);
-    uint32_t bucketCnt; // = std::stoull(argv[3]);
     uint16_t numSamples;
     std::string eqClsListFile;
     std::string outputDir;
@@ -22,7 +21,7 @@ int main(int argc, char *argv[]) {
        and undirected graph */
     using namespace clipp;
     enum class mode {
-        build, help
+        build, fillGraph, help
     };
     mode selected = mode::help;
     Opts opt;
@@ -33,8 +32,20 @@ int main(int argc, char *argv[]) {
                     value("edge_filename", opt.filename) % "File containing list of eq. class edges.",
                     required("-n", "--eqCls-cnt") &
                     value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
-                    required("-b", "--bucket-cnt") &
-                    value("bucket_count", opt.bucketCnt) % "Total number of valid distances.",
+                    required("-s", "--numSamples") &
+                    value("numSamples", opt.numSamples) % "Total number of experiments (samples).",
+                    required("-c", "--eqCls-lst") &
+                    value("eqCls_list_filename", opt.eqClsListFile) % "File containing list of equivalence (color) classes.",
+                    required("-o", "--output_dir") &
+                    value("output directory", opt.outputDir) % "Directory that all the int_vectors will be stored in."
+    );
+
+    auto fillGraph_mode = (
+            command("fillGraph").set(selected, mode::fillGraph),
+                    required("-e", "--edge-filename") &
+                    value("edge_filename", opt.filename) % "File containing list of eq. class edges.",
+                    required("-n", "--eqCls-cnt") &
+                    value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
                     required("-s", "--numSamples") &
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples).",
                     required("-c", "--eqCls-lst") &
@@ -44,7 +55,7 @@ int main(int argc, char *argv[]) {
     );
 
     auto cli = (
-            (build_mode | command("help").set(selected, mode::help)
+            (build_mode | fillGraph_mode | command("help").set(selected, mode::help)
             )
     );
 
@@ -70,7 +81,7 @@ int main(int argc, char *argv[]) {
     std::cerr << "here are the inputs: \n"
               << opt.filename << "\n"
               << opt.numNodes << "\n"
-              << opt.bucketCnt << "\n";
+              << opt.numSamples << "\n";
     uint64_t numWrds = (uint64_t)std::ceil((double)opt.numSamples/64.0);
     opt.numNodes++; // number of nodes is one more than input including the zero node
 
@@ -81,152 +92,156 @@ int main(int argc, char *argv[]) {
     std::cerr << "Done loading list of equivalence class buckets\n";
 
     ifstream file(opt.filename);
-    Graph g(opt.bucketCnt);
-
-    uint16_t w_;
-    uint32_t n1, n2, edgeCntr{0}, zero{(uint32_t) opt.numNodes - 1};
-    {
-        std::cerr << "Adding edges from 0 to each node with number of set bits in the node as weight .. \n";
-        for (uint32_t i = 0; i < opt.numNodes; i++) {
-            uint16_t ones = sum1s(eqs, i, opt.numSamples, numWrds);
-            g.addEdge(zero, i, ones);
-        }
-        std::cerr << "Done adding 0-end edges.\n";
-        std::cerr << "Adding edges between color classes .. \n";
-        while (file.good()) {
-            file >> n1 >> n2 >> w_;
-            g.addEdge(n1, n2, w_);
-            edgeCntr++;
-        }
-        //file.clear();
-        //file.seekg(0, ios::beg);
-        file.close();
-        std::cerr << "Done adding edges between color classes .. \n";
 
-        std::cerr << "\n# of edges: " << edgeCntr
-                  << "\n";
+    if (selected == mode::build) {
+        Graph g(opt.numSamples);
+
+        uint16_t w_;
+        uint32_t n1, n2, edgeCntr{0}, zero{(uint32_t) opt.numNodes - 1};
+        {
+            std::cerr << "Adding edges from 0 to each node with number of set bits in the node as weight .. \n";
+            for (uint32_t i = 0; i < opt.numNodes; i++) {
+                uint16_t ones = sum1s(eqs, i, opt.numSamples, numWrds);
+                g.addEdge(zero, i, ones);
+            }
+            std::cerr << "Done adding 0-end edges.\n";
+            std::cerr << "Adding edges between color classes .. \n";
+            while (file.good()) {
+                file >> n1 >> n2 >> w_;
+                g.addEdge(n1, n2, w_);
+                edgeCntr++;
+            }
+            //file.clear();
+            //file.seekg(0, ios::beg);
+            file.close();
+            std::cerr << "Done adding edges between color classes .. \n";
+
+            std::cerr << "\n# of edges: " << edgeCntr
+                      << "\n";
 //        nodes.clear();
-    }
-    g.V = opt.numNodes;
-    g.mst.resize(opt.numNodes);
-    //g.V = numNodes;
-    //ifstream file(filename);
-
-    DisjointSets ds = g.kruskalMSF(opt.bucketCnt);
-    std::queue<uint32_t> q;
-    vector<vector<Child>> p2c(opt.numNodes);
-    vector<uint32_t> c2p(opt.numNodes);
-
-    for (auto e = 0; e < g.mst.size(); e++) {
-        // put all the mst leaves into the queue
-        if (g.mst[e].size() == 1) {
-            q.push(e); // e is a leaf
         }
-    }
-    // now go run the algorithm to find the root of the tree and all the edge directions
-    sdsl::int_vector<> parentbv(opt.numNodes, 0, ceil(log2(opt.numNodes)));
-
-    bool check = false;
-    uint64_t nodeCntr{0};
-    while (!q.empty()) {
-        uint32_t node = q.front();
-        q.pop();
-        if (g.mst[node].size() == 0) {
-            // this node is the root
-            // and this should be the end of the loop
-            // just as a validation, I'll continue and expect the while to end here
-            if (check) {
-                std::cerr << "A TERRIBLE BUG!!!\n"
-                          << "finding a node with no edges should only happen once at the root\n";
-                std::exit(1);
+        g.V = opt.numNodes;
+        g.mst.resize(opt.numNodes);
+        //g.V = numNodes;
+        //ifstream file(filename);
+
+        DisjointSets ds = g.kruskalMSF(opt.numSamples);
+        std::queue<uint32_t> q;
+        vector<vector<Child>> p2c(opt.numNodes);
+        vector<uint32_t> c2p(opt.numNodes);
+
+        for (auto e = 0; e < g.mst.size(); e++) {
+            // put all the mst leaves into the queue
+            if (g.mst[e].size() == 1) {
+                q.push(e); // e is a leaf
             }
-            parentbv[node] = node;
-            check = true;
-            // Update the total weight to contain the delta of root from bv of zero
-            uint16_t ones = 1; // If the root is zero itself
-            if (node != zero) // otherwise
-                ones = sum1s(eqs, node, opt.numSamples, numWrds);
-            g.mst_totalWeight += ones;
-            continue;
-        }
-        // what ever is in q (node) is a leaf and has only one edge left
-        // fetch the pointer to that edge (bucket+idx)
-        auto buck = g.mst[node][0].bucket;
-        auto idx = g.mst[node][0].idx;
-        // fetch the two ends of the edge and based on the node id decide which one is the src/dest
-        // Destination is the one that represents current node which has been selected as leaf sooner than the other end
-        uint64_t dest = g.edges[buck][idx].n1;
-        uint64_t src = g.edges[buck][idx].n2;
-        if (src == node) { // swap src & dest since src is the leaf
-            std::swap(src, dest);
-        }
-        if (dest == zero) { // we break the tree from node zero
-            parentbv[zero] = zero;
-            // we're breaking the tree, so should remove the edge weight from total weights
-            // But instead we're gonna spend one slot to store 0 as the delta of the zero node from zero node
-            g.mst_totalWeight = g.mst_totalWeight - g.edges[buck][idx].weight + 1;
-        }
-        else {
-            parentbv[dest] = src;
-        }
-        // erase the edge from src list of edges
-        g.mst[dest].erase(std::remove_if(
-                g.mst[dest].begin(), g.mst[dest].end(),
-                [buck, idx](const EdgePtr &x) {
-                    return x.bucket == buck && x.idx == idx;
-                }), g.mst[dest].end());
-        // erase the edge from dest list of edges
-        g.mst[src].erase(std::remove_if(
-                g.mst[src].begin(), g.mst[src].end(),
-                [buck, idx](const EdgePtr &x) {
-                    return x.bucket == buck && x.idx == idx;
-                }), g.mst[src].end());
-        // the destination has no edges left
-        // but if the src has turned to a leaf (node with one edge)
-        // add it to the queue
-        if (g.mst[src].size() == 1) {
-            q.push(src);
         }
-        nodeCntr++; // just a counter for the log
-        if (nodeCntr % 10000000 == 0) {
-            std::cerr << nodeCntr << " nodes processed toward root\n";
+        // now go run the algorithm to find the root of the tree and all the edge directions
+        sdsl::int_vector<> parentbv(opt.numNodes, 0, ceil(log2(opt.numNodes)));
+
+        bool check = false;
+        uint64_t nodeCntr{0};
+        while (!q.empty()) {
+            uint32_t node = q.front();
+            q.pop();
+            if (g.mst[node].size() == 0) {
+                // this node is the root
+                // and this should be the end of the loop
+                // just as a validation, I'll continue and expect the while to end here
+                if (check) {
+                    std::cerr << "A TERRIBLE BUG!!!\n"
+                              << "finding a node with no edges should only happen once at the root\n";
+                    std::exit(1);
+                }
+                parentbv[node] = node;
+                check = true;
+                // Update the total weight to contain the delta of root from bv of zero
+                uint16_t ones = 1; // If the root is zero itself
+                if (node != zero) // otherwise
+                    ones = sum1s(eqs, node, opt.numSamples, numWrds);
+                g.mst_totalWeight += ones;
+                continue;
+            }
+            // what ever is in q (node) is a leaf and has only one edge left
+            // fetch the pointer to that edge (bucket+idx)
+            auto buck = g.mst[node][0].bucket;
+            auto idx = g.mst[node][0].idx;
+            // fetch the two ends of the edge and based on the node id decide which one is the src/dest
+            // Destination is the one that represents current node which has been selected as leaf sooner than the other end
+            uint64_t dest = g.edges[buck][idx].n1;
+            uint64_t src = g.edges[buck][idx].n2;
+            if (src == node) { // swap src & dest since src is the leaf
+                std::swap(src, dest);
+            }
+            if (dest == zero) { // we break the tree from node zero
+                parentbv[zero] = zero;
+                // we're breaking the tree, so should remove the edge weight from total weights
+                // But instead we're gonna spend one slot to store 0 as the delta of the zero node from zero node
+                g.mst_totalWeight = g.mst_totalWeight - g.edges[buck][idx].weight + 1;
+            } else {
+                parentbv[dest] = src;
+            }
+            // erase the edge from src list of edges
+            g.mst[dest].erase(std::remove_if(
+                    g.mst[dest].begin(), g.mst[dest].end(),
+                    [buck, idx](const EdgePtr &x) {
+                        return x.bucket == buck && x.idx == idx;
+                    }), g.mst[dest].end());
+            // erase the edge from dest list of edges
+            g.mst[src].erase(std::remove_if(
+                    g.mst[src].begin(), g.mst[src].end(),
+                    [buck, idx](const EdgePtr &x) {
+                        return x.bucket == buck && x.idx == idx;
+                    }), g.mst[src].end());
+            // the destination has no edges left
+            // but if the src has turned to a leaf (node with one edge)
+            // add it to the queue
+            if (g.mst[src].size() == 1) {
+                q.push(src);
+            }
+            nodeCntr++; // just a counter for the log
+            if (nodeCntr % 10000000 == 0) {
+                std::cerr << nodeCntr << " nodes processed toward root\n";
+            }
         }
-    }
 
-    sdsl::int_vector<> deltabv(g.mst_totalWeight, 0, ceil(log2(opt.numSamples)));
-    sdsl::bit_vector bbv(g.mst_totalWeight, 0);
-
-    // calculate all the stats!!
-    // create the data structures
-    std::cerr << "Calculate Stats .. \n";
-    std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
-    uint64_t deltaOffset{0};
-    for (uint64_t i = 0; i < parentbv.size(); i++) {
-        std::vector<uint32_t> deltas;
-        if (i == zero) {
-            deltaOffset++;
-        } else if (parentbv[i] == zero || parentbv[i] == i) {
-            deltas = getDeltaList(eqs, i, opt.numSamples, numWrds);
-        } else {
-            deltas = getDeltaList(eqs, parentbv[i], i, opt.numSamples, numWrds);
-        }
-        for (auto & v : deltas) {
-            deltabv[deltaOffset] = v;
-            deltaOffset++;
-        }
-        bbv[deltaOffset-1] = 1;
-        if (i % 10000000 == 0) {
-            std::cerr << i << " nodes parents processed\n";
+        sdsl::int_vector<> deltabv(g.mst_totalWeight, 0, ceil(log2(opt.numSamples)));
+        sdsl::bit_vector bbv(g.mst_totalWeight, 0);
+
+        // calculate all the stats!!
+        // create the data structures
+        std::cerr << "Calculate Stats .. \n";
+        std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
+        uint64_t deltaOffset{0};
+        for (uint64_t i = 0; i < parentbv.size(); i++) {
+            std::vector<uint32_t> deltas;
+            if (i == zero) {
+                deltaOffset++;
+            } else if (parentbv[i] == zero || parentbv[i] == i) {
+                deltas = getDeltaList(eqs, i, opt.numSamples, numWrds);
+            } else {
+                deltas = getDeltaList(eqs, parentbv[i], i, opt.numSamples, numWrds);
+            }
+            for (auto &v : deltas) {
+                deltabv[deltaOffset] = v;
+                deltaOffset++;
+            }
+            bbv[deltaOffset - 1] = 1;
+            if (i % 10000000 == 0) {
+                std::cerr << i << " nodes parents processed\n";
+            }
         }
-    }
 
 
-    std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
+        std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
 
-    sdsl::store_to_file(parentbv, opt.outputDir+"/parents.bv");
-    sdsl::store_to_file(deltabv, opt.outputDir+"/deltas.bv");
-    sdsl::store_to_file(bbv, opt.outputDir+"/boundary.bv");
+        sdsl::store_to_file(parentbv, opt.outputDir + "/parents.bv");
+        sdsl::store_to_file(deltabv, opt.outputDir + "/deltas.bv");
+        sdsl::store_to_file(bbv, opt.outputDir + "/boundary.bv");
+    }
+    else if (selected == mode::fillGraph) {
 
+    }
     return 0;
 }
 

From c4ce1fcbfe62a1662664a6de0271e8ce15a79156 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Mon, 30 Jul 2018 23:27:22 -0400
Subject: [PATCH 056/122] Finding shorter direct links for any hubs of h steps
 away for each node.

h is given as input
---
 include/MSF.h | 13 +++++++++
 src/MSF.cc    | 81 +++++++++++++++++++++++++++++++++++++++++++++++----
 2 files changed, 89 insertions(+), 5 deletions(-)

diff --git a/include/MSF.h b/include/MSF.h
index af8366f..bc52c97 100644
--- a/include/MSF.h
+++ b/include/MSF.h
@@ -285,4 +285,17 @@ res.push_back(i*64+j);
 return res; // rely on c++ optimization
 }
 
+uint64_t manhattanDist(eqvec &bvs, uint64_t eqid1, uint64_t eqid2, uint64_t num_samples) {
+    uint64_t dist{0};
+    std::vector<uint64_t> eq1(((num_samples - 1) / 64) + 1), eq2(((num_samples - 1) / 64) + 1);
+    buildColor(bvs, eq1, eqid1, num_samples);
+    buildColor(bvs, eq2, eqid2, num_samples);
+
+    for (uint64_t i = 0; i < eq1.size(); i++) {
+        if (eq1[i] != eq2[i])
+            dist += sdsl::bits::cnt(eq1[i] ^ eq2[i]);
+    }
+    return dist;
+}
+
 #endif //MANTIS_MSF_H
diff --git a/src/MSF.cc b/src/MSF.cc
index 92b04b3..b79eefd 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -5,7 +5,24 @@
 // https://www.geeksforgeeks.org/kruskals-minimum-spanning-tree-using-stl-in-c/
 //
 
+#include <set>
+#include <queue>
 #include "MSF.h"
+#include "sparsepp/spp.h"
+
+struct Hub {
+    uint32_t id;
+    uint32_t dist;
+    uint16_t level;
+
+    Hub(uint32_t id, uint32_t dist, uint16_t level) : id(id), dist(dist), level(level) {}
+
+    bool operator<(const Hub& rhs) const
+    {
+        return level < rhs.level;
+    }
+
+};
 
 struct Opts {
     std::string filename;
@@ -13,6 +30,7 @@ struct Opts {
     uint16_t numSamples;
     std::string eqClsListFile;
     std::string outputDir;
+    uint16_t hubs;
 };
 
 
@@ -44,14 +62,14 @@ int main(int argc, char *argv[]) {
             command("fillGraph").set(selected, mode::fillGraph),
                     required("-e", "--edge-filename") &
                     value("edge_filename", opt.filename) % "File containing list of eq. class edges.",
-                    required("-n", "--eqCls-cnt") &
-                    value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
                     required("-s", "--numSamples") &
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples).",
                     required("-c", "--eqCls-lst") &
                     value("eqCls_list_filename", opt.eqClsListFile) % "File containing list of equivalence (color) classes.",
                     required("-o", "--output_dir") &
-                    value("output directory", opt.outputDir) % "Directory that all the int_vectors will be stored in."
+                    value("output directory", opt.outputDir) % "Directory that all the int_vectors will be stored in.",
+                    required("-h", "--hubs") &
+                    value("hubs", opt.hubs) % "# of hubs to search for each node for a direct link with smaller weight."
     );
 
     auto cli = (
@@ -93,11 +111,11 @@ int main(int argc, char *argv[]) {
 
     ifstream file(opt.filename);
 
+    uint16_t w_;
+    uint32_t n1, n2, edgeCntr{0}, zero{(uint32_t) opt.numNodes - 1};
     if (selected == mode::build) {
         Graph g(opt.numSamples);
 
-        uint16_t w_;
-        uint32_t n1, n2, edgeCntr{0}, zero{(uint32_t) opt.numNodes - 1};
         {
             std::cerr << "Adding edges from 0 to each node with number of set bits in the node as weight .. \n";
             for (uint32_t i = 0; i < opt.numNodes; i++) {
@@ -240,7 +258,60 @@ int main(int argc, char *argv[]) {
         sdsl::store_to_file(bbv, opt.outputDir + "/boundary.bv");
     }
     else if (selected == mode::fillGraph) {
+        spp::sparse_hash_map<uint32_t, std::vector<std::pair<uint32_t, uint16_t>>> nodes;
+        std::cerr << "Adding edges between color classes .. \n";
+        while (file.good()) {
+            file >> n1 >> n2 >> w_;
+            nodes[n1].push_back(std::make_pair(n2, w_));
+            nodes[n2].push_back(std::make_pair(n1, w_));
+            edgeCntr++;
+            if (edgeCntr % 10000000 == 0) {
+                std::cerr << edgeCntr << " passed\n";
+            }
+        }
+        file.close();
+        std::ofstream of(opt.outputDir+"/extraEdges.lst");
+        std::cerr << "Done adding edges between color classes .. \n";
+        std::cerr << "Total # of nodes : " << nodes.size() << "\n";
+        std::cerr << "Hubs required: " << opt.hubs << "\n";
+        uint64_t nodeCntr{0};
+        for (auto& kv : nodes) {
+            auto& id = kv.first;
+            auto& neis = kv.second;
+            std::set<uint32_t> visited;
+            visited.insert(id);
+            std::priority_queue<Hub> hubs;
+            //std::cerr << "n " << id << " " << neis.size() << "\n";
+            for (auto& nei : neis) {
+                visited.insert(nei.first);
+                Hub nh(nei.first, nei.second, 1);
+                hubs.push(nh);
+            }
 
+            while (!hubs.empty() && hubs.top().level != opt.hubs) {
+                auto nei = hubs.top();
+                hubs.pop();
+                //std::cerr << nei.level << " " << nei.id << " " << nei.dist << " " << nodes[nei.id].size() << "\n";
+                for (auto &neinei : nodes[nei.id]) {
+                    //std::cerr << "  " << neinei.first << "\n";
+                    if (visited.find(neinei.first) == visited.end()) {
+                        visited.insert(neinei.first);
+                        Hub nh(neinei.first, neinei.second + nei.dist, nei.level + 1);
+                        if (id < nh.id) {
+                            auto directDist = manhattanDist(eqs, id, nh.id, opt.numSamples);
+                            if (directDist < nh.dist) {
+                                of << id << "\t" << nh.id << "\t" << directDist << "\n";
+                            }
+                        }
+                        hubs.push(nh);
+                    }
+                }
+            }
+            nodeCntr++;
+            if (nodeCntr % 100000 == 0) {
+                std::cerr << nodeCntr << " passed\n";
+            }
+        }
     }
     return 0;
 }

From 38059b0694c33cd3e4dce0084ad02d93f35bbdb2 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Mon, 30 Jul 2018 23:52:15 -0400
Subject: [PATCH 057/122] Hamming!

---
 include/MSF.h | 2 +-
 src/MSF.cc    | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/include/MSF.h b/include/MSF.h
index bc52c97..c0af9c1 100644
--- a/include/MSF.h
+++ b/include/MSF.h
@@ -285,7 +285,7 @@ res.push_back(i*64+j);
 return res; // rely on c++ optimization
 }
 
-uint64_t manhattanDist(eqvec &bvs, uint64_t eqid1, uint64_t eqid2, uint64_t num_samples) {
+uint64_t hammingDist(eqvec &bvs, uint64_t eqid1, uint64_t eqid2, uint64_t num_samples) {
     uint64_t dist{0};
     std::vector<uint64_t> eq1(((num_samples - 1) / 64) + 1), eq2(((num_samples - 1) / 64) + 1);
     buildColor(bvs, eq1, eqid1, num_samples);
diff --git a/src/MSF.cc b/src/MSF.cc
index b79eefd..8807a19 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -298,7 +298,7 @@ int main(int argc, char *argv[]) {
                         visited.insert(neinei.first);
                         Hub nh(neinei.first, neinei.second + nei.dist, nei.level + 1);
                         if (id < nh.id) {
-                            auto directDist = manhattanDist(eqs, id, nh.id, opt.numSamples);
+                            auto directDist = hammingDist(eqs, id, nh.id, opt.numSamples);
                             if (directDist < nh.dist) {
                                 of << id << "\t" << nh.id << "\t" << directDist << "\n";
                             }

From 67f6603eed02c63828ec37e689f20c0a36b7f3bc Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 31 Jul 2018 12:22:58 -0400
Subject: [PATCH 058/122] Limited the search for better direct edges to those
 nodes with degree smaller than d(=100)

---
 src/MSF.cc | 82 +++++++++++++++++++++++++++++++++---------------------
 1 file changed, 50 insertions(+), 32 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 8807a19..6c75c6d 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -10,15 +10,14 @@
 #include "MSF.h"
 #include "sparsepp/spp.h"
 
-struct Hub {
+struct Hop {
     uint32_t id;
     uint32_t dist;
     uint16_t level;
 
-    Hub(uint32_t id, uint32_t dist, uint16_t level) : id(id), dist(dist), level(level) {}
+    Hop(uint32_t id, uint32_t dist, uint16_t level) : id(id), dist(dist), level(level) {}
 
-    bool operator<(const Hub& rhs) const
-    {
+    bool operator<(const Hop &rhs) const {
         return level < rhs.level;
     }
 
@@ -30,7 +29,7 @@ struct Opts {
     uint16_t numSamples;
     std::string eqClsListFile;
     std::string outputDir;
-    uint16_t hubs;
+    uint16_t hops;
 };
 
 
@@ -53,7 +52,8 @@ int main(int argc, char *argv[]) {
                     required("-s", "--numSamples") &
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples).",
                     required("-c", "--eqCls-lst") &
-                    value("eqCls_list_filename", opt.eqClsListFile) % "File containing list of equivalence (color) classes.",
+                    value("eqCls_list_filename", opt.eqClsListFile) %
+                    "File containing list of equivalence (color) classes.",
                     required("-o", "--output_dir") &
                     value("output directory", opt.outputDir) % "Directory that all the int_vectors will be stored in."
     );
@@ -64,12 +64,15 @@ int main(int argc, char *argv[]) {
                     value("edge_filename", opt.filename) % "File containing list of eq. class edges.",
                     required("-s", "--numSamples") &
                     value("numSamples", opt.numSamples) % "Total number of experiments (samples).",
+                    required("-n", "--eqCls-cnt") &
+                    value("equivalenceClass_count", opt.numNodes) % "Total number of equivalence (color) classes.",
                     required("-c", "--eqCls-lst") &
-                    value("eqCls_list_filename", opt.eqClsListFile) % "File containing list of equivalence (color) classes.",
+                    value("eqCls_list_filename", opt.eqClsListFile) %
+                    "File containing list of equivalence (color) classes.",
                     required("-o", "--output_dir") &
                     value("output directory", opt.outputDir) % "Directory that all the int_vectors will be stored in.",
-                    required("-h", "--hubs") &
-                    value("hubs", opt.hubs) % "# of hubs to search for each node for a direct link with smaller weight."
+                    required("-h", "--hops") &
+                    value("hops", opt.hops) % "# of hops to search for each node for a direct link with smaller weight."
     );
 
     auto cli = (
@@ -100,11 +103,12 @@ int main(int argc, char *argv[]) {
               << opt.filename << "\n"
               << opt.numNodes << "\n"
               << opt.numSamples << "\n";
-    uint64_t numWrds = (uint64_t)std::ceil((double)opt.numSamples/64.0);
+    uint64_t numWrds = (uint64_t) std::ceil((double) opt.numSamples / 64.0);
     opt.numNodes++; // number of nodes is one more than input including the zero node
 
     std::cerr << "Loading all the equivalence classes first .. \n";
-    std::vector<sdsl::rrr_vector<63>> eqs;
+    std::vector<sdsl::rrr_vector < 63>>
+    eqs;
     eqs.reserve(20);
     loadEqs(opt.eqClsListFile, eqs);
     std::cerr << "Done loading list of equivalence class buckets\n";
@@ -256,9 +260,9 @@ int main(int argc, char *argv[]) {
         sdsl::store_to_file(parentbv, opt.outputDir + "/parents.bv");
         sdsl::store_to_file(deltabv, opt.outputDir + "/deltas.bv");
         sdsl::store_to_file(bbv, opt.outputDir + "/boundary.bv");
-    }
-    else if (selected == mode::fillGraph) {
-        spp::sparse_hash_map<uint32_t, std::vector<std::pair<uint32_t, uint16_t>>> nodes;
+    } else if (selected == mode::fillGraph) {
+        //spp::sparse_hash_map<uint32_t, std::vector<std::pair<uint32_t, uint16_t>>> nodes;
+        std::vector<std::vector<std::pair<uint32_t, uint16_t>>> nodes(opt.numNodes);
         std::cerr << "Adding edges between color classes .. \n";
         while (file.good()) {
             file >> n1 >> n2 >> w_;
@@ -270,45 +274,59 @@ int main(int argc, char *argv[]) {
             }
         }
         file.close();
-        std::ofstream of(opt.outputDir+"/extraEdges.lst");
+        std::ofstream of(opt.outputDir + "/extraEdges.lst");
         std::cerr << "Done adding edges between color classes .. \n";
         std::cerr << "Total # of nodes : " << nodes.size() << "\n";
-        std::cerr << "Hubs required: " << opt.hubs << "\n";
-        uint64_t nodeCntr{0};
-        for (auto& kv : nodes) {
-            auto& id = kv.first;
-            auto& neis = kv.second;
-            std::set<uint32_t> visited;
+        std::cerr << "Hops required: " << opt.hops << "\n";
+        uint64_t nodeCntr{0}, eqWrds{static_cast<uint64_t>(((opt.numSamples - 1) / 64) + 1)};
+        //std::vector<vector<uint32_t>> nodeEqs(nodes.size());
+        std::cerr << "initialized\n";
+        for (auto &kv : nodes) {
+            auto &id = nodeCntr;//kv.first;
+            auto &neis = kv;//kv.second;
+            std::unordered_set<uint32_t> visited;
             visited.insert(id);
-            std::priority_queue<Hub> hubs;
+            std::priority_queue<Hop> hops;
+            std::vector<uint64_t> eq1(eqWrds);
+            buildColor(eqs, eq1, id, opt.numSamples);
+
             //std::cerr << "n " << id << " " << neis.size() << "\n";
-            for (auto& nei : neis) {
+            uint64_t maxNei{100};
+            if (neis.size() > maxNei) continue;
+            for (auto &nei : neis) {
                 visited.insert(nei.first);
-                Hub nh(nei.first, nei.second, 1);
-                hubs.push(nh);
+                Hop nh(nei.first, nei.second, 1);
+                hops.push(nh);
             }
 
-            while (!hubs.empty() && hubs.top().level != opt.hubs) {
-                auto nei = hubs.top();
-                hubs.pop();
+            while (!hops.empty() && hops.top().level != opt.hops) {
+                auto nei = hops.top();
+                hops.pop();
                 //std::cerr << nei.level << " " << nei.id << " " << nei.dist << " " << nodes[nei.id].size() << "\n";
+                if (nodes[nei.id].size() > maxNei) continue;
                 for (auto &neinei : nodes[nei.id]) {
                     //std::cerr << "  " << neinei.first << "\n";
                     if (visited.find(neinei.first) == visited.end()) {
                         visited.insert(neinei.first);
-                        Hub nh(neinei.first, neinei.second + nei.dist, nei.level + 1);
+                        Hop nh(neinei.first, neinei.second + nei.dist, nei.level + 1);
                         if (id < nh.id) {
-                            auto directDist = hammingDist(eqs, id, nh.id, opt.numSamples);
+                            std::vector<uint64_t> eq2(eqWrds);
+                            buildColor(eqs, eq2, nh.id, opt.numSamples);
+                            uint64_t directDist = 0;//hammingDist(eqs, id, nh.id, opt.numSamples);
+                            for (uint64_t i = 0; i < eq1.size(); i++) {
+                                if (eq1[i] != eq2[i])
+                                    directDist += sdsl::bits::cnt(eq1[i] ^ eq2[i]);
+                            }
                             if (directDist < nh.dist) {
                                 of << id << "\t" << nh.id << "\t" << directDist << "\n";
                             }
                         }
-                        hubs.push(nh);
+                        hops.push(nh);
                     }
                 }
             }
             nodeCntr++;
-            if (nodeCntr % 100000 == 0) {
+            if (nodeCntr % 1000000 == 0) {
                 std::cerr << nodeCntr << " passed\n";
             }
         }

From 93666f847f173187c2ccc0c463904cbe1f6adf1b Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 31 Jul 2018 12:52:07 -0400
Subject: [PATCH 059/122] minor changes

---
 src/MSF.cc | 25 ++++++++++++-------------
 1 file changed, 12 insertions(+), 13 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 6c75c6d..4cc81e6 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -159,6 +159,7 @@ int main(int argc, char *argv[]) {
             }
         }
         // now go run the algorithm to find the root of the tree and all the edge directions
+        std::cerr << "Creating parentBV...\n";
         sdsl::int_vector<> parentbv(opt.numNodes, 0, ceil(log2(opt.numNodes)));
 
         bool check = false;
@@ -227,13 +228,12 @@ int main(int argc, char *argv[]) {
             }
         }
 
+        // create the data structures
+        std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
+        std::cerr << "Creating deltaBV and bBV...\n";
         sdsl::int_vector<> deltabv(g.mst_totalWeight, 0, ceil(log2(opt.numSamples)));
         sdsl::bit_vector bbv(g.mst_totalWeight, 0);
 
-        // calculate all the stats!!
-        // create the data structures
-        std::cerr << "Calculate Stats .. \n";
-        std::cerr << "Sum of MST weights: " << g.mst_totalWeight << "\n";
         uint64_t deltaOffset{0};
         for (uint64_t i = 0; i < parentbv.size(); i++) {
             std::vector<uint32_t> deltas;
@@ -278,19 +278,18 @@ int main(int argc, char *argv[]) {
         std::cerr << "Done adding edges between color classes .. \n";
         std::cerr << "Total # of nodes : " << nodes.size() << "\n";
         std::cerr << "Hops required: " << opt.hops << "\n";
-        uint64_t nodeCntr{0}, eqWrds{static_cast<uint64_t>(((opt.numSamples - 1) / 64) + 1)};
+        uint32_t nodeCntr{0};
+        uint64_t eqWrds{static_cast<uint64_t>(((opt.numSamples - 1) / 64) + 1)};
         //std::vector<vector<uint32_t>> nodeEqs(nodes.size());
         std::cerr << "initialized\n";
-        for (auto &kv : nodes) {
-            auto &id = nodeCntr;//kv.first;
-            auto &neis = kv;//kv.second;
+        for (auto &neis : nodes) {
             std::unordered_set<uint32_t> visited;
-            visited.insert(id);
+            visited.insert(nodeCntr);
             std::priority_queue<Hop> hops;
             std::vector<uint64_t> eq1(eqWrds);
-            buildColor(eqs, eq1, id, opt.numSamples);
+            buildColor(eqs, eq1, nodeCntr, opt.numSamples);
 
-            //std::cerr << "n " << id << " " << neis.size() << "\n";
+            //std::cerr << "n " << nodeCntr << " " << neis.size() << "\n";
             uint64_t maxNei{100};
             if (neis.size() > maxNei) continue;
             for (auto &nei : neis) {
@@ -309,7 +308,7 @@ int main(int argc, char *argv[]) {
                     if (visited.find(neinei.first) == visited.end()) {
                         visited.insert(neinei.first);
                         Hop nh(neinei.first, neinei.second + nei.dist, nei.level + 1);
-                        if (id < nh.id) {
+                        if (nodeCntr < nh.id) {
                             std::vector<uint64_t> eq2(eqWrds);
                             buildColor(eqs, eq2, nh.id, opt.numSamples);
                             uint64_t directDist = 0;//hammingDist(eqs, id, nh.id, opt.numSamples);
@@ -318,7 +317,7 @@ int main(int argc, char *argv[]) {
                                     directDist += sdsl::bits::cnt(eq1[i] ^ eq2[i]);
                             }
                             if (directDist < nh.dist) {
-                                of << id << "\t" << nh.id << "\t" << directDist << "\n";
+                                of << nodeCntr << "\t" << nh.id << "\t" << directDist << "\n";
                             }
                         }
                         hops.push(nh);

From f1da2f3544a1a40b46330534c5c9461923e35d39 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 31 Jul 2018 15:22:03 -0400
Subject: [PATCH 060/122] getting rid of the one-by-one erasing of laaaarge
 sets of neighbors

---
 src/MSF.cc | 35 ++++++++++++-----------------------
 1 file changed, 12 insertions(+), 23 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 4cc81e6..95d6228 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -107,8 +107,7 @@ int main(int argc, char *argv[]) {
     opt.numNodes++; // number of nodes is one more than input including the zero node
 
     std::cerr << "Loading all the equivalence classes first .. \n";
-    std::vector<sdsl::rrr_vector < 63>>
-    eqs;
+    std::vector<sdsl::rrr_vector < 63>> eqs;
     eqs.reserve(20);
     loadEqs(opt.eqClsListFile, eqs);
     std::cerr << "Done loading list of equivalence class buckets\n";
@@ -149,12 +148,12 @@ int main(int argc, char *argv[]) {
 
         DisjointSets ds = g.kruskalMSF(opt.numSamples);
         std::queue<uint32_t> q;
-        vector<vector<Child>> p2c(opt.numNodes);
-        vector<uint32_t> c2p(opt.numNodes);
 
+        std::vector<uint64_t> degrees(g.mst.size());
         for (auto e = 0; e < g.mst.size(); e++) {
             // put all the mst leaves into the queue
-            if (g.mst[e].size() == 1) {
+            degrees[e] = g.mst[e].size(); // size of list of neighbors of each node is the degree of the node
+            if (degrees[e] == 1) {
                 q.push(e); // e is a leaf
             }
         }
@@ -167,7 +166,7 @@ int main(int argc, char *argv[]) {
         while (!q.empty()) {
             uint32_t node = q.front();
             q.pop();
-            if (g.mst[node].size() == 0) {
+            if (degrees[node] == 0) {
                 // this node is the root
                 // and this should be the end of the loop
                 // just as a validation, I'll continue and expect the while to end here
@@ -204,22 +203,10 @@ int main(int argc, char *argv[]) {
             } else {
                 parentbv[dest] = src;
             }
-            // erase the edge from src list of edges
-            g.mst[dest].erase(std::remove_if(
-                    g.mst[dest].begin(), g.mst[dest].end(),
-                    [buck, idx](const EdgePtr &x) {
-                        return x.bucket == buck && x.idx == idx;
-                    }), g.mst[dest].end());
-            // erase the edge from dest list of edges
-            g.mst[src].erase(std::remove_if(
-                    g.mst[src].begin(), g.mst[src].end(),
-                    [buck, idx](const EdgePtr &x) {
-                        return x.bucket == buck && x.idx == idx;
-                    }), g.mst[src].end());
-            // the destination has no edges left
-            // but if the src has turned to a leaf (node with one edge)
-            // add it to the queue
-            if (g.mst[src].size() == 1) {
+            // decrease the degrees for src and dest and add the src if it is now a leaf (no children left)
+            degrees[dest]--;
+            degrees[src]--;
+            if (degrees[src] == 1) {
                 q.push(src);
             }
             nodeCntr++; // just a counter for the log
@@ -283,6 +270,7 @@ int main(int argc, char *argv[]) {
         //std::vector<vector<uint32_t>> nodeEqs(nodes.size());
         std::cerr << "initialized\n";
         for (auto &neis : nodes) {
+            std::unordered_set<uint32_t> immediateNeighbors;
             std::unordered_set<uint32_t> visited;
             visited.insert(nodeCntr);
             std::priority_queue<Hop> hops;
@@ -293,7 +281,8 @@ int main(int argc, char *argv[]) {
             uint64_t maxNei{100};
             if (neis.size() > maxNei) continue;
             for (auto &nei : neis) {
-                visited.insert(nei.first);
+                immediateNeighbors.insert(nei.first);
+                //visited.insert(nei.first);
                 Hop nh(nei.first, nei.second, 1);
                 hops.push(nh);
             }

From b66a984399dfdfcf7a492eccdc31e852f4da5c53 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 31 Jul 2018 16:12:15 -0400
Subject: [PATCH 061/122] Improving the k-hop direct min distance detector
 algorithm

---
 src/MSF.cc | 39 +++++++++++++++++++++++----------------
 1 file changed, 23 insertions(+), 16 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 95d6228..74e37f9 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -7,6 +7,7 @@
 
 #include <set>
 #include <queue>
+#include <unordered_map>
 #include "MSF.h"
 #include "sparsepp/spp.h"
 
@@ -237,7 +238,7 @@ int main(int argc, char *argv[]) {
             }
             bbv[deltaOffset - 1] = 1;
             if (i % 10000000 == 0) {
-                std::cerr << i << " nodes parents processed\n";
+                std::cerr << i << " nodes processed\n";
             }
         }
 
@@ -271,8 +272,8 @@ int main(int argc, char *argv[]) {
         std::cerr << "initialized\n";
         for (auto &neis : nodes) {
             std::unordered_set<uint32_t> immediateNeighbors;
-            std::unordered_set<uint32_t> visited;
-            visited.insert(nodeCntr);
+            std::unordered_map<uint32_t, uint32_t> visited;
+            immediateNeighbors.insert(nodeCntr);
             std::priority_queue<Hop> hops;
             std::vector<uint64_t> eq1(eqWrds);
             buildColor(eqs, eq1, nodeCntr, opt.numSamples);
@@ -294,25 +295,31 @@ int main(int argc, char *argv[]) {
                 if (nodes[nei.id].size() > maxNei) continue;
                 for (auto &neinei : nodes[nei.id]) {
                     //std::cerr << "  " << neinei.first << "\n";
-                    if (visited.find(neinei.first) == visited.end()) {
-                        visited.insert(neinei.first);
+                    if (immediateNeighbors.find(neinei.first) == immediateNeighbors.end()) {
                         Hop nh(neinei.first, neinei.second + nei.dist, nei.level + 1);
-                        if (nodeCntr < nh.id) {
-                            std::vector<uint64_t> eq2(eqWrds);
-                            buildColor(eqs, eq2, nh.id, opt.numSamples);
-                            uint64_t directDist = 0;//hammingDist(eqs, id, nh.id, opt.numSamples);
-                            for (uint64_t i = 0; i < eq1.size(); i++) {
-                                if (eq1[i] != eq2[i])
-                                    directDist += sdsl::bits::cnt(eq1[i] ^ eq2[i]);
-                            }
-                            if (directDist < nh.dist) {
-                                of << nodeCntr << "\t" << nh.id << "\t" << directDist << "\n";
-                            }
+                        if (visited.find(nh.id) == visited.end()) {
+                            visited[nh.id] = nh.dist;
+                        } else if (visited[nh.id] > nh.dist) {
+                            visited[nh.id] = nh.dist;
                         }
                         hops.push(nh);
                     }
                 }
             }
+            for (auto &kv : visited) {
+                if (nodeCntr < kv.first) {
+                    std::vector<uint64_t> eq2(eqWrds);
+                    buildColor(eqs, eq2, kv.first, opt.numSamples);
+                    uint64_t directDist = 0;//hammingDist(eqs, id, nh.id, opt.numSamples);
+                    for (uint64_t i = 0; i < eq1.size(); i++) {
+                        if (eq1[i] != eq2[i])
+                            directDist += sdsl::bits::cnt(eq1[i] ^ eq2[i]);
+                    }
+                    if (directDist < kv.second) {
+                        of << nodeCntr << "\t" << kv.first << "\t" << directDist << "\n";
+                    }
+                }
+            }
             nodeCntr++;
             if (nodeCntr % 1000000 == 0) {
                 std::cerr << nodeCntr << " passed\n";

From 4714950b8f513e9c4fc0280652ef2c7b55c39786 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 31 Jul 2018 16:58:12 -0400
Subject: [PATCH 062/122] bug fix in MST constructor. Adding the bool vector
 <visited>

---
 src/MSF.cc | 25 ++++++++++++++++---------
 1 file changed, 16 insertions(+), 9 deletions(-)

diff --git a/src/MSF.cc b/src/MSF.cc
index 74e37f9..990fefd 100644
--- a/src/MSF.cc
+++ b/src/MSF.cc
@@ -151,6 +151,7 @@ int main(int argc, char *argv[]) {
         std::queue<uint32_t> q;
 
         std::vector<uint64_t> degrees(g.mst.size());
+        std::vector<bool> visited(g.mst.size(), false);
         for (auto e = 0; e < g.mst.size(); e++) {
             // put all the mst leaves into the queue
             degrees[e] = g.mst[e].size(); // size of list of neighbors of each node is the degree of the node
@@ -167,6 +168,7 @@ int main(int argc, char *argv[]) {
         while (!q.empty()) {
             uint32_t node = q.front();
             q.pop();
+            visited[node] = true;
             if (degrees[node] == 0) {
                 // this node is the root
                 // and this should be the end of the loop
@@ -187,20 +189,26 @@ int main(int argc, char *argv[]) {
             }
             // what ever is in q (node) is a leaf and has only one edge left
             // fetch the pointer to that edge (bucket+idx)
-            auto buck = g.mst[node][0].bucket;
-            auto idx = g.mst[node][0].idx;
             // fetch the two ends of the edge and based on the node id decide which one is the src/dest
             // Destination is the one that represents current node which has been selected as leaf sooner than the other end
-            uint64_t dest = g.edges[buck][idx].n1;
-            uint64_t src = g.edges[buck][idx].n2;
-            if (src == node) { // swap src & dest since src is the leaf
-                std::swap(src, dest);
+            uint64_t src, dest, weight;
+            for (auto& n : g.mst[node]) {
+                auto &e = g.edges[n.bucket][n.idx];
+                if (!visited[e.n1] or !visited[e.n2]) {
+                    src = e.n1;
+                    dest = e.n2;
+                    if (!visited[e.n2]) {
+                        std::swap(src, dest);
+                    }
+                    weight = e.weight;
+                    break;
+                }
             }
             if (dest == zero) { // we break the tree from node zero
                 parentbv[zero] = zero;
                 // we're breaking the tree, so should remove the edge weight from total weights
                 // But instead we're gonna spend one slot to store 0 as the delta of the zero node from zero node
-                g.mst_totalWeight = g.mst_totalWeight - g.edges[buck][idx].weight + 1;
+                g.mst_totalWeight = g.mst_totalWeight - weight + 1;
             } else {
                 parentbv[dest] = src;
             }
@@ -272,7 +280,6 @@ int main(int argc, char *argv[]) {
         std::cerr << "initialized\n";
         for (auto &neis : nodes) {
             std::unordered_set<uint32_t> immediateNeighbors;
-            std::unordered_map<uint32_t, uint32_t> visited;
             immediateNeighbors.insert(nodeCntr);
             std::priority_queue<Hop> hops;
             std::vector<uint64_t> eq1(eqWrds);
@@ -283,11 +290,11 @@ int main(int argc, char *argv[]) {
             if (neis.size() > maxNei) continue;
             for (auto &nei : neis) {
                 immediateNeighbors.insert(nei.first);
-                //visited.insert(nei.first);
                 Hop nh(nei.first, nei.second, 1);
                 hops.push(nh);
             }
 
+            std::unordered_map<uint32_t, uint32_t> visited;
             while (!hops.empty() && hops.top().level != opt.hops) {
                 auto nei = hops.top();
                 hops.pop();

From 954b5b8a50b0dee35f5150ab9c14864336bdc929 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 1 Aug 2018 23:01:18 -0400
Subject: [PATCH 063/122] Adding walkCqf to the most recent/accurate/active
 branch

---
 src/walkCqf.cc | 182 +++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 182 insertions(+)
 create mode 100644 src/walkCqf.cc

diff --git a/src/walkCqf.cc b/src/walkCqf.cc
new file mode 100644
index 0000000..7f6cd6a
--- /dev/null
+++ b/src/walkCqf.cc
@@ -0,0 +1,182 @@
+/*
+ * ===========================================================================
+ *
+ *       Filename:  kmer_query.cc
+ *
+ *    Description:  
+ *
+ *        Version:  1.0
+ *        Created:  04/27/2016 08:48:26 AM
+ *       Revision:  none
+ *       Compiler:  gcc
+ *
+ *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
+ *   Organization:  Stony Brook University
+ *
+ * ===========================================================================
+ */
+#include <iostream>
+#include <algorithm>
+#include <cstring>
+#include <vector>
+#include <set>
+#include <bitset>
+#include <cassert>
+#include <fstream>
+
+#include <boost/thread/thread.hpp>
+#include <boost/lockfree/queue.hpp>
+#include <boost/lockfree/spsc_queue.hpp>
+#include <boost/atomic.hpp>
+
+#include <time.h>
+#include <stdio.h>
+#include <fcntl.h>
+#include <unistd.h>
+#include <sys/resource.h>
+#include <sys/stat.h>
+#include <sys/time.h>
+#include <sys/mman.h>
+#include <cmath>
+
+#include "cqf.h"
+#include "hashutil.h"
+#include "kmer.h"
+
+
+#define BITMASK(nbits) ((nbits) == 64 ? 0xffffffffffffffff : (1ULL << (nbits)) - 1ULL)
+
+/* Print elapsed time using the start and end timeval */
+void print_time_elapsed(string desc, struct timeval* start, struct timeval* end) 
+{
+	struct timeval elapsed;
+	if (start->tv_usec > end->tv_usec) {
+		end->tv_usec += 1000000;
+		end->tv_sec--;
+	}
+	elapsed.tv_usec = end->tv_usec - start->tv_usec;
+	elapsed.tv_sec = end->tv_sec - start->tv_sec;
+	float time_elapsed = (elapsed.tv_sec * 1000000 + elapsed.tv_usec)/1000000.f;
+	std::cout << desc << "Total Time Elapsed: " << to_string(time_elapsed) << " seconds" << std::endl;
+}
+
+void run_filter(std::string ds_file, 
+				std::string out_file, 
+				uint64_t cutoff, 
+				uint64_t approximate_num_of_kmers_greater_than_cutoff) {
+	struct timeval start, end;
+	struct timezone tzp;
+	
+	//Initialize the QF
+	gettimeofday(&start, &tzp);
+	cout << "Reading the input CQF off disk" << std::endl;
+	CQF<KeyObject> cqf(ds_file, false);
+	cout << "Done loading cqf in time: ";
+	gettimeofday(&end, &tzp);
+	print_time_elapsed("", &start, &end);
+	typename CQF<KeyObject>::Iterator it = cqf.begin(0);
+
+	uint64_t quotientBits = std::ceil(std::log2(approximate_num_of_kmers_greater_than_cutoff))+1;
+	std::cout << "quotientBits : " << quotientBits << "\n";
+	std::cout << "keybits : " << cqf.keybits() << "\n";
+	CQF<KeyObject> newCqf(quotientBits, cqf.keybits(), cqf.seed());
+	gettimeofday(&start, &tzp);
+	uint64_t cntr = 1;
+	uint64_t insertedCntr = 0;
+	while (!it.done()) {
+		KeyObject k = *it;
+		if (k.count >= cutoff) {
+			k.count = 1;//cutoff;
+			newCqf.insert(k);
+			insertedCntr++;
+		}
+		++it;
+		if (cntr % 10000000 == 0) {
+			std::cout << cntr << " kmers passed, " 
+					  << insertedCntr << " kmers inserted, " 
+					  << newCqf.noccupied_slots() << " slots occupied, "
+					  << " load factor: " 
+					  << static_cast<double>(newCqf.noccupied_slots())/static_cast<double>(1ULL << quotientBits) << "\n"; 
+		}
+		cntr++;
+	}
+	newCqf.serialize(out_file);
+	gettimeofday(&end, &tzp);
+	print_time_elapsed("", &start, &end);
+
+}
+
+void run_list_kmers(std::string ds_file, 
+				std::string out_file) {
+	struct timeval start, end;
+	struct timezone tzp;
+	
+	//Initialize the QF
+	gettimeofday(&start, &tzp);
+	cout << "Reading the input CQF off disk" << std::endl;
+	CQF<KeyObject> cqf(ds_file, false);
+	cout << "Done loading cqf in time: ";
+	gettimeofday(&end, &tzp);
+	print_time_elapsed("", &start, &end);
+	typename CQF<KeyObject>::Iterator it = cqf.begin(0);
+
+	gettimeofday(&start, &tzp);
+	std::ofstream fout(out_file, ios::out);
+	while (!it.done()) {
+		KeyObject k = *it;
+		// kmers.push_back(HashUtil::hash_64i(k.key, BITMASK(cqf.keybits())));
+		uint64_t kint = HashUtil::hash_64i(k.key, BITMASK(cqf.keybits()));
+		//if (k.count >= cutoff) {
+			std::string kstr = Kmer::int_to_str(kint);
+			fout << kstr << "\t" << k.count << "\n";
+		//}
+		++it;
+	}
+	fout.close();
+	gettimeofday(&end, &tzp);
+	print_time_elapsed("", &start, &end);
+}
+
+/*
+ * ===  FUNCTION  ============================================================
+ *         Name:  main
+ *  Description:  
+ * ===========================================================================
+ */
+
+int main ( int argc, char *argv[] )
+{
+	std::cout << argc << " ....... \n";
+	std::string command = argv[1];
+	if (command != "filter" and command != "list_kmers") {
+		std::cerr <<  "ERROR: command can only be filter or list_kmers.\n";
+		exit(1);
+	}
+
+	std::string ds_file = argv[2];
+	cout << ds_file << "\n";
+	std::string out_file = argv[3];
+	cout << out_file << "\n";
+	uint64_t cutoff = 0;
+	uint64_t approximate_num_of_kmers_greater_than_cutoff = 0;
+	if (command == "filter") { 
+		if (argc < 6) {
+			std::cerr << "ERROR: missing last argument for filter command\n";
+			exit(1);
+		}
+		cutoff = stoi(argv[4]);
+		cout << cutoff << "\n";
+		cout << argv[5] << "\n";
+		approximate_num_of_kmers_greater_than_cutoff = stoull(argv[5]);
+	}
+
+	if (command == "filter") {
+		run_filter(ds_file, out_file, cutoff, approximate_num_of_kmers_greater_than_cutoff);
+	}
+	else if (command == "listKmers") {
+		run_list_kmers(ds_file, out_file);
+	}
+	
+	return EXIT_SUCCESS;
+}				/* ----------  end of function main  ---------- */
+

From f750935e4739153ceb865ddda19a1475ae364b26 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Thu, 2 Aug 2018 01:59:18 -0400
Subject: [PATCH 064/122] remove confusing BitVector and BitVectorRRR classes

---
 include/bitvector.h  | 87 --------------------------------------------
 include/coloreddbg.h | 30 ++++++++-------
 src/CMakeLists.txt   |  1 -
 src/bitvector.cc     | 43 ----------------------
 4 files changed, 17 insertions(+), 144 deletions(-)
 delete mode 100644 include/bitvector.h
 delete mode 100644 src/bitvector.cc

diff --git a/include/bitvector.h b/include/bitvector.h
deleted file mode 100644
index 67728a2..0000000
--- a/include/bitvector.h
+++ /dev/null
@@ -1,87 +0,0 @@
-/*
- * ============================================================================
- *
- *       Filename:  bitvector.h
- *
- *    Description:  
- *
- *        Version:  1.0
- *        Created:  2017-10-25 01:59:49 PM
- *       Revision:  none
- *       Compiler:  gcc
- *
- *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
- *   Organization:  Stony Brook University
- *
- * ============================================================================
- */
-
-#ifndef _BIT_VECTOR_H_
-#define _BIT_VECTOR_H_
-
-#include <iostream>
-#include <cassert>
-
-#include <inttypes.h>
-
-#include "util.h"
-#include "hashutil.h"
-#include "sdsl/bit_vectors.hpp"
-
-class BitVector {
-	public:
-		BitVector() : bits(), size(0) {};
-		BitVector(uint64_t size);
-		BitVector(const BitVector& bv) : bits(bv.bits), size(bv.size)
-	{};
-
-		sdsl::bit_vector get_bits() const {
-			return bits;
-		}
-
-		void reset();
-		bool operator[](uint64_t idx);
-		void set(const uint64_t idx);
-		uint64_t capacity(void) const { return bits.capacity() / 8; }
-		uint64_t bit_size(void) const { return bits.bit_size(); }
-		const uint64_t *data(void) const { return bits.data(); }
-		void resize(const uint64_t len);
-		uint64_t get_int(uint64_t startP, uint64_t len=64) {return bits.get_int(startP, len);}
-		bool operator==(const BitVector& b) const { return bits == b.bits; }
-
-	private:
-		sdsl::bit_vector bits;
-		uint64_t size;
-};
-
-class BitVectorRRR {
-	public:
-		BitVectorRRR() : rrr_bits(), size(0) {};
-		BitVectorRRR(const BitVector& bv) : rrr_bits(bv.get_bits()),
-				size(bv.bit_size()) {};
-		BitVectorRRR(std::string& filename);
-
-		bool operator[](uint64_t idx);
-		bool serialize(std::string& filename);
-		uint64_t bit_size(void) const { return rrr_bits.size(); }
-		uint64_t get_int(uint64_t startP, uint64_t len=64) {
-			return rrr_bits.get_int(startP, len);
-		}
-
-	private:
-		sdsl::rrr_vector<63> rrr_bits;
-		uint64_t size;
-};
-
-template <class T>
-struct sdslhash {
-	uint64_t operator()(const T& vector) const
-	{
-		// Using the same seed as we use in k-mer hashing.
-		return HashUtil::MurmurHash64A((void*)vector.data(), vector.capacity(),
-																	 2038074743);
-	}
-};
-
-#endif
-
diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 8b9f1a4..d5399b2 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -31,12 +31,14 @@
 #include "sparsepp/spp.h"
 #include "tsl/sparse_map.h"
 #include "sdsl/bit_vectors.hpp"
-#include "bitvector.h"
 #include "cqf.h"
 #include "hashutil.h"
 #include "common_types.h"
 #include "mantisconfig.hpp"
 
+typedef sdsl::bit_vector BitVector;
+typedef sdsl::rrr_vector<63> BitVectorRRR;
+
 struct hash128 {
 	uint64_t operator()(const __uint128_t& val128) const
 	{
@@ -86,7 +88,7 @@ class ColoredDbg {
     // returns true if adding this k-mer increased the number of equivalence classes
     // and false otherwise.
 		bool add_kmer(key_obj& hash, BitVector& vector);
-		void add_bitvector(BitVector& vector, uint64_t eq_id);
+		void add_bitvector(const BitVector& vector, uint64_t eq_id);
 		void add_eq_class(BitVector vector, uint64_t id);
 		uint64_t get_next_available_id(void);
 		void bv_buffer_serialize();
@@ -148,7 +150,7 @@ template <class qf_obj, class key_obj>
 uint64_t ColoredDbg<qf_obj, key_obj>::get_num_bitvectors(void) const {
 	uint64_t total = 0;
 	for (uint32_t i = 0; i < num_serializations; i++)
-		total += eqclasses[i].bit_size();
+		total += eqclasses[i].size();
 
 	return total / num_samples;
 }
@@ -170,7 +172,7 @@ void ColoredDbg<qf_obj,
 			uint64_t dest_idx = ((it_input.second.first - 1) * num_samples);
 			for (uint32_t i = 0; i < num_samples; i++, src_idx++, dest_idx++)
 				if (bv_buffer[src_idx])
-					new_bv_buffer.set(dest_idx);
+					new_bv_buffer[dest_idx] = 1;
 		}
 	}
 	bv_buffer = new_bv_buffer;
@@ -197,9 +199,9 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(key_obj& k, BitVector&
 																					 vector) {
 	// A kmer (hash) is seen only once during the merge process.
 	// So we insert every kmer in the dbg
-	uint64_t eq_id = 1;
+	uint64_t eq_id;
 	__uint128_t vec_hash = HashUtil::MurmurHash128A((void*)vector.data(),
-																								 vector.capacity(), 2038074743,
+																								 vector.capacity()/8, 2038074743,
 																								 2038074751);
 
 	auto it = eqclass_map.find(vec_hash);
@@ -227,12 +229,12 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(key_obj& k, BitVector&
 }
 
 template <class qf_obj, class key_obj>
-void ColoredDbg<qf_obj, key_obj>::add_bitvector(BitVector& vector, uint64_t
+void ColoredDbg<qf_obj, key_obj>::add_bitvector(const BitVector& vector, uint64_t
 																								eq_id) {
 	uint64_t start_idx = (eq_id  % mantis::NUM_BV_BUFFER) * num_samples;
 	for (uint32_t i = 0; i < num_samples; i++, start_idx++)
 		if (vector[i])
-			bv_buffer.set(start_idx);
+			bv_buffer[start_idx] = 1;
 }
 
 template <class qf_obj, class key_obj>
@@ -245,8 +247,8 @@ void ColoredDbg<qf_obj, key_obj>::bv_buffer_serialize() {
 	BitVectorRRR final_com_bv(bv_temp);
 	std::string bv_file(prefix + std::to_string(num_serializations) + "_" +
                       mantis::EQCLASS_FILE);
-	final_com_bv.serialize(bv_file);
-	bv_buffer.reset();
+	sdsl::store_to_file(final_com_bv, bv_file);
+	bv_buffer = BitVector(bv_buffer.bit_size());
 	num_serializations++;
 }
 
@@ -343,14 +345,14 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		BitVector eq_class(num_samples);
 		// Get the smallest key from minheap and update the eqclass vector
 		cur = minheap.top();
-		eq_class.set(cur.id);
+		eq_class[cur.id] = 1;
 		minheap.pop();
 		// Keep poping keys from minheap until you see a different key.
 		// While poping keys build the eq class for cur.
 		// Increment iterators for all CQFs whose keys are popped.
 		while (!minheap.empty() && cur.obj.key == minheap.top().obj.key) {
 			uint32_t id = minheap.top().id;
-			eq_class.set(id);
+			eq_class[id] = 1;
 			minheap.pop();
 			++it_incqfs[id];
 			if (it_incqfs[id].done())	// If the iterator is done then decrement nqf
@@ -432,8 +434,10 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
 	}
 
 	eqclasses.reserve(sorted_files.size());
+	BitVectorRRR bv;
 	for (auto file : sorted_files) {
-		eqclasses.push_back(BitVectorRRR(file.second));
+		sdsl::load_from_file(bv, file.second);
+		eqclasses.push_back(bv);
 		num_serializations++;
 	}
 
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 44ae727..c651923 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -6,7 +6,6 @@ add_library(mantis_core STATIC
   hashutil.cc
   query.cc
   util.cc
-  bitvector.cc
   validatemantis.cc
   coloreddbg.cc
   MantisFS.cc
diff --git a/src/bitvector.cc b/src/bitvector.cc
deleted file mode 100644
index 22c10d5..0000000
--- a/src/bitvector.cc
+++ /dev/null
@@ -1,43 +0,0 @@
-#include "bitvector.h"
-
-BitVector::BitVector(uint64_t size) : size(size) {
-		bits = sdsl::bit_vector(size);
-}
-
-void BitVector::reset() {
-	bits = sdsl::bit_vector(size);
-}
-
-bool BitVector::operator[](uint64_t idx) {
-	assert(idx < size);
-	return bits[idx];
-}
-
-void BitVector::set(uint64_t idx) {
-	assert(idx < size);
-	bits[idx] = 1;
-}
-
-void BitVector::resize(const uint64_t len) {
-	bits.bit_resize(len);
-	size = len;
-}
-
-BitVectorRRR::BitVectorRRR(std::string& filename) {
-	sdsl::load_from_file(rrr_bits, filename);
-	size = rrr_bits.size();
-	DEBUG_CDBG("Read rrr bit vector of size " << size << " from file " <<
-						 filename);
-}
-
-bool BitVectorRRR::operator[](uint64_t idx) {
-	assert(idx < size);
-	return rrr_bits[idx];
-}
-
-bool BitVectorRRR::serialize(std::string& filename) {
-	DEBUG_CDBG("Serializing rrr bit vector of size " << size << " to file " <<
-						 filename);
-	return sdsl::store_to_file(rrr_bits, filename);
-}
-

From 6e60e09e443ddf8e329cd7d10638b33ffbcc58f7 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Thu, 2 Aug 2018 03:03:54 -0400
Subject: [PATCH 065/122] simplify Iterator, replace PQ implementation with
 decrease_top, simplify core logic

---
 include/coloreddbg.h |  96 ++++++++---------
 include/cqf.h        | 241 ++++++-------------------------------------
 2 files changed, 73 insertions(+), 264 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index d5399b2..0b9670c 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -39,6 +39,9 @@
 typedef sdsl::bit_vector BitVector;
 typedef sdsl::rrr_vector<63> BitVectorRRR;
 
+template<class KeyObject> std::vector<QFi> CQF<KeyObject>::qfi;
+template<class KeyObject> std::vector<typename KeyObject::kmer_t> CQF<KeyObject>::keys;
+
 struct hash128 {
 	uint64_t operator()(const __uint128_t& val128) const
 	{
@@ -87,7 +90,7 @@ class ColoredDbg {
 	private:
     // returns true if adding this k-mer increased the number of equivalence classes
     // and false otherwise.
-		bool add_kmer(key_obj& hash, BitVector& vector);
+		bool add_kmer(const typename key_obj::kmer_t& hash, const BitVector& vector);
 		void add_bitvector(const BitVector& vector, uint64_t eq_id);
 		void add_eq_class(BitVector vector, uint64_t id);
 		uint64_t get_next_available_id(void);
@@ -195,7 +198,7 @@ void ColoredDbg<qf_obj, key_obj>::reinit(cdbg_bv_map_t<__uint128_t,
 }
 
 template <class qf_obj, class key_obj>
-bool ColoredDbg<qf_obj, key_obj>::add_kmer(key_obj& k, BitVector&
+bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key, const BitVector&
 																					 vector) {
 	// A kmer (hash) is seen only once during the merge process.
 	// So we insert every kmer in the dbg
@@ -223,8 +226,7 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(key_obj& k, BitVector&
     it->second.second += 1; // update the abundance.
 	}
 
-	k.count = eq_id;	// we use the count to store the eqclass ids
-	dbg.insert(k);
+	dbg.insert(KeyObject(key,0,eq_id)); // we use the count to store the eqclass ids
   return added_eq_class;
 }
 
@@ -314,65 +316,53 @@ template <class qf_obj, class key_obj>
 cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 	key_obj>::construct(qf_obj *incqfs, uint64_t num_kmers)
 {
-	uint32_t nqf = 0;
 	uint64_t counter = 0;
 
   bool is_sampling = (num_kmers < std::numeric_limits<uint64_t>::max());
 
-	// merge all input CQFs into the final QF
-  std::vector<typename CQF<key_obj>::Iterator> it_incqfs;
-  it_incqfs.reserve(num_samples);
 
-	// Initialize all iterators with sample specific cutoffs.
-	for (uint32_t i = 0; i < num_samples; i++) {
-		it_incqfs.emplace_back(incqfs[i].obj->begin(incqfs[i].cutoff));
-  }
+  struct Minheap_PQ {
+		void push(const typename CQF<key_obj>::Iterator& obj) {
+			c.emplace_back(obj);
+			std::push_heap(c.begin(), c.end(), std::greater<typename CQF<key_obj>::Iterator>());
+		}
+		void pop() {
+			std::pop_heap(c.begin(), c.end(), std::greater<typename CQF<key_obj>::Iterator>());
+			c.pop_back();
+		}
+		void replace_top(const typename CQF<key_obj>::Iterator& obj) {
+			c.emplace_back(obj);
+			pop();
+		}
+		typename CQF<key_obj>::Iterator& top() { return c.front(); }
+		bool empty() const { return c.empty(); }
+	private:
+		std::vector<typename CQF<key_obj>::Iterator> c;
+	};
+	Minheap_PQ minheap;
 
-	std::priority_queue<SampleObject<KeyObject>,
-		std::vector<SampleObject<KeyObject>>, compare<KeyObject>> minheap;
-	// Insert the first key from each CQF in minheap.
 	for (uint32_t i = 0; i < num_samples; i++) {
-		if (it_incqfs[i].done())
-			continue;
-		KeyObject key = *it_incqfs[i];
-		minheap.emplace(key, incqfs[i].cutoff, incqfs[i].sample_id, i);
-		nqf++;
-	}
+		typename CQF<key_obj>::Iterator qfi(i, *incqfs[i].obj);
+		if (qfi.end()) continue;
+		minheap.push(qfi);
+  }
 
 	while (!minheap.empty()) {
-		assert(minheap.size() == nqf);
-		SampleObject<KeyObject> cur;
 		BitVector eq_class(num_samples);
-		// Get the smallest key from minheap and update the eqclass vector
-		cur = minheap.top();
-		eq_class[cur.id] = 1;
-		minheap.pop();
-		// Keep poping keys from minheap until you see a different key.
-		// While poping keys build the eq class for cur.
-		// Increment iterators for all CQFs whose keys are popped.
-		while (!minheap.empty() && cur.obj.key == minheap.top().obj.key) {
-			uint32_t id = minheap.top().id;
-			eq_class[id] = 1;
-			minheap.pop();
-			++it_incqfs[id];
-			if (it_incqfs[id].done())	// If the iterator is done then decrement nqf
-				nqf--;
-			else {	// Insert the current iterator head in minHeap
-				KeyObject key = *it_incqfs[id];
-				minheap.emplace(key, incqfs[id].cutoff, incqfs[id].sample_id, id);
-			}
-		}
-		// Move the iterator of the smallest key.
-		++it_incqfs[cur.id];
-		if (it_incqfs[cur.id].done())	// If the iterator is done then decrement nqf
-			nqf--;
-		else {	// Insert the current iterator head in minHeap
-			KeyObject key = *it_incqfs[cur.id];
-			minheap.emplace(key, incqfs[cur.id].cutoff, incqfs[cur.id].sample_id, cur.id);
-		}
-		// Add <kmer, vector> in the cdbg
-		bool added_eq_class = add_kmer(cur.obj, eq_class);
-		counter++;
+		KeyObject::kmer_t last_key;
+		do {
+			typename CQF<key_obj>::Iterator& cur = minheap.top();
+			last_key = cur.key();
+			eq_class[cur.id] = 1;
+			if (cur.advance())
+				minheap.replace_top(cur);
+			else
+				minheap.pop();
+		} while(!minheap.empty() && last_key == minheap.top().key());
+
+		bool added_eq_class = add_kmer(last_key, eq_class);
+		++counter;
+		if (dbg.size() > 75000000) { console->info("exiting for quick profile run"); break; }
 
 		// Progress tracker
 		static uint64_t last_size = 0;
diff --git a/include/cqf.h b/include/cqf.h
index 39fccec..ea676be 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -69,34 +69,38 @@ class CQF {
 
 		void drop_pages(uint64_t cur);
 
-		class Iterator {
-			public:
-				Iterator(QFi it, uint32_t cutoff, uint64_t end_hash);
-				~Iterator();
-				key_obj operator*(void) const;
-				void operator++(void);
-				bool done(void) const;
-
-				QFi iter;
-				int64_t last_prefetch_offset;
-				uint64_t buffer_size;
-			private:
-				/* global buffer to perform read ahead */
-				unsigned char *buffer;
-				uint32_t num_pages;
-				uint32_t cutoff;
-				uint64_t end_hash;
-				struct aiocb aiocb;
+		static std::vector<QFi> qfi;
+		static std::vector<typename key_obj::kmer_t> keys;
+		struct Iterator {
+			Iterator(uint32_t id, const CQF<key_obj>& cqf): id(id) {
+				if (qfi.size() <= id) qfi.resize(id*2+1), keys.resize(id*2+1);
+				if (qf_iterator(&cqf.cqf, &qfi[id], 0)) get_key();
+			}
+			bool advance() {
+				if (qfi_next(&qfi[id])) return false;
+				get_key();
+				return true;
+			}
+			bool end() const {
+				return qfi_end(&qfi[id]);
+			}
+			uint32_t id;
+			bool operator>(const Iterator& rhs) const {
+				return key() > rhs.key();
+			}
+			const typename key_obj::kmer_t& key() const {
+				return keys[id];
+			}
+		private:
+			void get_key() {
+				uint64_t value, count;
+				qfi_get(&qfi[id], &keys[id], &value, &count);
+			}
 		};
-
-		Iterator limits(uint64_t start_hash, uint64_t end_hash, uint32_t cutoff)
-			const;
-		Iterator begin(uint32_t cutoff) const;
-		Iterator end(uint32_t cutoff) const;
+		friend class Iterator;
 
 	private:
 		QF cqf;
-		//std::unordered_set<uint64_t> set;
 };
 
 class KeyObject {
@@ -110,7 +114,8 @@ class KeyObject {
 
 		bool operator==(KeyObject k) { return key == k.key; }
 
-		uint64_t key;
+		typedef uint64_t kmer_t;
+		kmer_t key;
 		uint64_t value;
 		uint64_t count;
 };
@@ -155,190 +160,4 @@ uint64_t CQF<key_obj>::get_index(const key_obj& k) {
 	return get_bucket_index(k.key);
 }
 
-template <class key_obj>
-CQF<key_obj>::Iterator::Iterator(QFi it, uint32_t cutoff, uint64_t end_hash)
-	: iter(it), last_prefetch_offset(LLONG_MIN), cutoff(cutoff),
-	end_hash(end_hash) {
-		buffer_size = (((it.qf->metadata->size / 2048 -
-										 (rand() % (it.qf->metadata->size / 4096)))
-										+ 4095) / 4096) * 4096;
-		buffer = (unsigned char*)mmap(NULL, buffer_size, PROT_READ | PROT_WRITE,
-																	MAP_PRIVATE | MAP_ANONYMOUS, -1, 0);
-		if (buffer == MAP_FAILED) {
-			perror("buffer malloc");
-			std::cerr << "Can't allocate buffer space." << std::endl;
-			exit(1);
-		}
-	};
-
-template <class key_obj>
-CQF<key_obj>::Iterator::~Iterator(void) {
-	struct aiocb *aio_list[1];
-	aio_list[0] = &aiocb;
-	int ret = aio_suspend(aio_list, 1, 0);
-	if (ret < 0) {
-		perror("aio_suspend");
-		exit(1);
-	}
-}
-
-template <class key_obj>
-key_obj CQF<key_obj>::Iterator::operator*(void) const {
-	uint64_t key = 0, value = 0, count = 0;
-	qfi_get(&iter, &key, &value, &count);
-	return key_obj(key, value, count);
-}
-
-// This function read one byte from each page in the iterator buffer.
-//void handler_function(union sigval sv);
-
-template<class key_obj>
-void CQF<key_obj>::Iterator::operator++(void) {
-	uint64_t last_read_offset;
-	qfi_nextx(&iter, &last_read_offset);
-
-	// Read next "buffer_size" bytes from the file offset.
-	if ((int64_t)last_read_offset >= last_prefetch_offset) {
-		//DEBUG_CDBG("last_read_offset>last_prefetch_offset for " << iter.qf->mem->fd
-							 //<< " " << last_read_offset << ">" << last_prefetch_offset);
-		if (aiocb.aio_buf) {
-			int res = aio_error(&aiocb);
-			if (res == EINPROGRESS) {
-				//DEBUG_CDBG("didn't read fast enough for " << aiocb.aio_fildes <<
-					//" at " << last_read_offset << "(until " << last_prefetch_offset <<
-					//" buffer size: "<< buffer_size << ")...");
-				 const struct aiocb *const aiocb_list[1] = {&aiocb};
-				 aio_suspend(aiocb_list, 1, NULL);
-				//DEBUG_CDBG(" finished it");
-			} else if (res > 0) {
-				//DEBUG_CDBG("aio_error() returned " << std::dec << res);
-			} else if (res == 0) {
-				//DEBUG_CDBG("prefetch was OK for " << aiocb.aio_fildes << " at " <<
-									 //std::hex << aiocb.aio_offset << std::dec);
-			} else if (res == 0) {
-				unsigned char *start = (unsigned char*)(iter.qf->metadata) +
-					last_prefetch_offset;
-				unsigned char *counter = (unsigned char*)(iter.qf->metadata) +
-					last_prefetch_offset;
-				for (;counter < start + buffer_size; counter += 4096) {
-					tmp_sum_local += *counter;
-				}
-			}
-		}
-
-		if ((last_prefetch_offset - (int64_t)buffer_size) > 0) {
-			madvise((unsigned char *)(iter.qf->metadata) + last_prefetch_offset -
-							 buffer_size, buffer_size, MADV_DONTNEED);
-			posix_fadvise(iter.qf->mem->fd, (off_t)(last_prefetch_offset -
-																							(int64_t)buffer_size),
-										buffer_size, POSIX_FADV_DONTNEED);
-		}
-
-		memset(&aiocb, 0, sizeof(struct aiocb));
-		aiocb.aio_fildes = iter.qf->mem->fd;
-		aiocb.aio_buf = (volatile void*)buffer;
-		aiocb.aio_nbytes = buffer_size;
-		if ((last_prefetch_offset + (int64_t)buffer_size) <
-				(int64_t)last_read_offset) {
-			if (last_prefetch_offset != 0)
-				//DEBUG_CDBG("resetting.. lpo:" << last_prefetch_offset << " lro:" <<
-										 //last_read_offset);
-			last_prefetch_offset = ( last_read_offset & ~(4095ULL) ) +
-															PAGE_BUFFER_SIZE;
-		} else {
-			last_prefetch_offset += buffer_size;
-		}
-		aiocb.aio_offset = (__off_t)last_prefetch_offset;
-		//DEBUG_CDBG("prefetch in " << iter.qf->mem->fd << " from " << std::hex <<
-							 //last_prefetch_offset << std::dec << " ... " << " buffer size: "
-							 //<< buffer_size << " into buffer at " << std::hex <<
-							 //((uint64_t)buffer) << std::dec);
-		// to touch each page in the buffer.
-		//aiocb.aio_sigevent.sigev_notify = SIGEV_THREAD;
-		//aiocb.aio_sigevent.sigev_notify_function = &handler_function;
-		//aiocb.aio_sigevent.sigev_value.sival_ptr = (void*)this;
-
-		uint32_t ret = aio_read(&aiocb);
-		//uint32_t ret = posix_fadvise(iter.qf->mem->fd, last_read_offset,
-																 //buffer_size, POSIX_FADV_WILLNEED);
-		//DEBUG_CDBG("prefetch issued");
-		if (ret) {
-			std::cerr << "aio_read failed at " << iter.current << " total size " <<
-				iter.qf->metadata->nslots << std::endl;
-			perror("aio_read");
-		}
-	}
-
-	// Skip past the cutoff
-	do {
-		uint64_t key = 0, value = 0, count = 0;
-		qfi_get(&iter, &key, &value, &count);
-		if (count < cutoff)
-			qfi_next(&iter);
-		else
-			break;
-	} while(!qfi_end(&iter));
-
-	// drop pages of the last million slots.
-	//static uint64_t last_marker = 1;
-	//if (iter.current / PAGE_DROP_GRANULARITY > last_marker + 1) {
-	//uint64_t start_idx = last_marker * PAGE_DROP_GRANULARITY;
-	//uint64_t end_idx = (last_marker + 1) * PAGE_DROP_GRANULARITY;
-	//qf_drop_pages(iter.qf, start_idx, end_idx);
-	//last_marker += 1;
-	//}
-}
-
-/* Currently, the iterator only traverses forward. So, we only need to check
- * the right side limit.
- */
-template<class key_obj>
-bool CQF<key_obj>::Iterator::done(void) const {
-	uint64_t key = 0, value = 0, count = 0;
-	qfi_get(&iter, &key, &value, &count);
-	return key >= end_hash || qfi_end(&iter);
-}
-
-template<class key_obj>
-typename CQF<key_obj>::Iterator CQF<key_obj>::begin(uint32_t cutoff) const {
-	QFi qfi;
-	qf_iterator(&this->cqf, &qfi, 0);
-	// Skip past the cutoff
-	do {
-		uint64_t key = 0, value = 0, count = 0;
-		qfi_get(&qfi, &key, &value, &count);
-		if (count < cutoff)
-			qfi_next(&qfi);
-		else
-			break;
-	} while(!qfi_end(&qfi));
-
-	return Iterator(qfi, cutoff, UINT64_MAX);
-}
-
-template<class key_obj>
-typename CQF<key_obj>::Iterator CQF<key_obj>::end(uint32_t cutoff) const {
-	QFi qfi;
-	qf_iterator(&this->cqf, &qfi, 0xffffffffffffffff);
-	return Iterator(qfi, cutoff, UINT64_MAX);
-}
-
-template<class key_obj>
-typename CQF<key_obj>::Iterator CQF<key_obj>::limits(uint64_t start_hash,
-																										 uint64_t end_hash,
-																										 uint32_t cutoff) const {
-	QFi qfi;
-	qf_iterator_hash(&this->cqf, &qfi, start_hash);
-	// Skip past the cutoff
-	do {
-		uint64_t key = 0, value = 0, count = 0;
-		qfi_get(&qfi, &key, &value, &count);
-		if (count < cutoff)
-			qfi_next(&qfi);
-		else
-			break;
-	} while(!qfi_end(&qfi));
-
-	return Iterator(qfi, cutoff, end_hash);
-}
 #endif

From b967527510a288f4b2e7f5c61a61e3a6bfb6d7e7 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Thu, 2 Aug 2018 03:06:41 -0400
Subject: [PATCH 066/122] remove cutoff

---
 include/coloreddbg.h  | 11 +++++------
 src/coloreddbg.cc     |  7 +++----
 src/validatemantis.cc | 25 ++++++-------------------
 3 files changed, 14 insertions(+), 29 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 0b9670c..9825f54 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -115,14 +115,13 @@ class ColoredDbg {
 template <class T>
 class SampleObject {
 	public:
-		SampleObject() : obj(), cutoff(0), sample_id(), id(0) {};
-		SampleObject(T o, uint32_t c = 0, std::string& s = std::string(),
-								 uint32_t id = 0) : obj(o), cutoff(c), sample_id(s), id(id) {};
-		SampleObject(const SampleObject& o) : obj(o.obj), cutoff(o.cutoff),
-		sample_id(o.sample_id), id(o.id) {} ;
+		SampleObject() : obj(), sample_id(), id(0) {}
+		SampleObject(T o, std::string& s = std::string(),
+								 uint32_t id = 0) : obj(o), sample_id(s), id(id) {}
+		SampleObject(const SampleObject& o) : obj(o.obj),
+		sample_id(o.sample_id), id(o.id) {}
 
 		T obj;
-		uint32_t cutoff;
 		std::string sample_id;
 		uint32_t id;
 };
diff --git a/src/coloreddbg.cc b/src/coloreddbg.cc
index 1701b78..c759581 100644
--- a/src/coloreddbg.cc
+++ b/src/coloreddbg.cc
@@ -144,9 +144,8 @@ build_main ( BuildOpts& opt )
 	// mmap all the input cqfs
 	std::string cqf_file;
 	uint32_t nqf = 0;
-	uint32_t cutoff;
 	console->info("Reading input Squeakr files.");
-	while (infile >> cqf_file >> cutoff) {
+	while (infile >> cqf_file) {
 		if (!mantis::fs::FileExists(cqf_file.c_str())) {
 			console->error("Squeakr file {} does not exist.", cqf_file);
 			exit(1);
@@ -155,9 +154,9 @@ build_main ( BuildOpts& opt )
 		std::string sample_id = first_part(first_part(last_part(cqf_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}",nqf, cqfs[nqf].seed());
-		console->info("Sample id {} cut off {}", sample_id, cutoff);
+		console->info("Sample id {} cut off {}", sample_id);
 		cqfs.back().dump_metadata();
-    inobjects.emplace_back(&cqfs[nqf], cutoff, sample_id, nqf);
+    inobjects.emplace_back(&cqfs[nqf], sample_id, nqf);
     nqf++;
 	}
 
diff --git a/src/validatemantis.cc b/src/validatemantis.cc
index 6aa2ddd..dc47321 100644
--- a/src/validatemantis.cc
+++ b/src/validatemantis.cc
@@ -61,7 +61,7 @@ validate_main ( ValidateOpts& opt )
 {
 
 	spdlog::logger* console = opt.console.get();
-	// Read experiment CQFs and cutoffs
+	// Read experiment CQFs
 	std::ifstream infile(opt.inlist);
   uint64_t num_samples{0};
   if (infile.is_open()) {
@@ -82,19 +82,10 @@ validate_main ( ValidateOpts& opt )
 	cqfs = (CQF<KeyObject>*)calloc(num_samples, sizeof(CQF<KeyObject>));
 
 
-	// Read cutoffs files
-	//std::unordered_map<std::string, uint64_t> cutoffs;
-	//std::string sample_id;
-	//while (cutofffile >> sample_id >> cutoff) {
-	//std::pair<std::string, uint32_t> pair(last_part(sample_id, '/'), cutoff);
-	//cutoffs.insert(pair);
-	//}
-
 	// mmap all the input cqfs
 	std::string cqf_file;
 	uint32_t nqf = 0;
-	uint32_t cutoff;
-	while (infile >> cqf_file >> cutoff) {
+	while (infile >> cqf_file) {
 		if (!mantis::fs::FileExists(cqf_file.c_str())) {
 			console->error("Squeakr file {} does not exist.", cqf_file);
 			exit(1);
@@ -103,9 +94,9 @@ validate_main ( ValidateOpts& opt )
 		std::string sample_id = first_part(first_part(last_part(cqf_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}", nqf, cqfs[nqf].seed());
-		console->info("Sample id {} cut-off {}", sample_id, cutoff);
+		console->info("Sample id {} cut-off {}", sample_id);
 		cqfs[nqf].dump_metadata();
-		inobjects[nqf] = SampleObject<CQF<KeyObject>*>(&cqfs[nqf], cutoff,
+		inobjects[nqf] = SampleObject<CQF<KeyObject>*>(&cqfs[nqf],
 																									 sample_id, nqf);
 		nqf++;
 	}
@@ -145,7 +136,7 @@ validate_main ( ValidateOpts& opt )
 																										total_kmers);
 	console->info("Total k-mers to query: {}", total_kmers);
 
-	// Query kmers in each experiment CQF ignoring kmers below the cutoff.
+	// Query kmers in each experiment CQF
 	// Maintain the fraction of kmers present in each experiment CQF.
 	std::vector<std::unordered_map<uint64_t, float>> ground_truth;
 	std::vector<std::unordered_map<uint64_t, uint64_t>> cdbg_output;
@@ -153,14 +144,10 @@ validate_main ( ValidateOpts& opt )
 	for (auto kmers : multi_kmers) {
 		std::unordered_map<uint64_t, float> fraction_present;
 		for (uint64_t i = 0; i < nqf; i++) {
-			uint32_t cutoff = inobjects[i].cutoff;
 			for (auto kmer : kmers) {
 				KeyObject k(kmer, 0, 0);
 				uint64_t count = cqfs[i].query(k);
-				if (count < cutoff)
-					continue;
-				else
-					fraction_present[inobjects[i].id] += 1;
+				fraction_present[inobjects[i].id] += 1;
 			}
 		}
 		// Query kmers in the cdbg

From 55ef403b45066e9794c1f1922961717816b0ca65 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 2 Aug 2018 17:51:09 -0400
Subject: [PATCH 067/122] Adding walkCqf target to the CMake file but commented
 it!

---
 src/CMakeLists.txt | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 425581a..879aaea 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -93,6 +93,13 @@ add_executable(mstBoost MST_boost.cc)
 target_link_libraries(mstBoost mantis_core)
 set_property(TARGET mstBoost PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
+#add_executable(walkCqf walkCqf.cc)
+#target_include_directories(walkCqf PUBLIC
+#		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+#target_link_libraries(walkCqf
+#		mantis_core)
+#set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
+
 #add_executable(walkEqcls walkEqcls.cc)
 #target_include_directories(walkEqcls PUBLIC
 #		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include> $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include/SIMDCompressionAndIntersection>)

From a3d96a19b57ddd1e2212c03e8bc118242130e67f Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Thu, 2 Aug 2018 21:04:51 -0400
Subject: [PATCH 068/122] adjust logic to avoid using result of qfi_next
 (returned 1 on 'last' element)

---
 include/coloreddbg.h | 16 ++++++----------
 include/cqf.h        | 25 ++++++++++---------------
 2 files changed, 16 insertions(+), 25 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 9825f54..a5755c9 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -39,9 +39,6 @@
 typedef sdsl::bit_vector BitVector;
 typedef sdsl::rrr_vector<63> BitVectorRRR;
 
-template<class KeyObject> std::vector<QFi> CQF<KeyObject>::qfi;
-template<class KeyObject> std::vector<typename KeyObject::kmer_t> CQF<KeyObject>::keys;
-
 struct hash128 {
 	uint64_t operator()(const __uint128_t& val128) const
 	{
@@ -351,17 +348,14 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		KeyObject::kmer_t last_key;
 		do {
 			typename CQF<key_obj>::Iterator& cur = minheap.top();
-			last_key = cur.key();
+			last_key = cur.key.key;
 			eq_class[cur.id] = 1;
-			if (cur.advance())
-				minheap.replace_top(cur);
-			else
-				minheap.pop();
-		} while(!minheap.empty() && last_key == minheap.top().key());
+			cur.next();
+			minheap.replace_top(cur);
+		} while(!minheap.empty() && last_key == minheap.top().key.key);
 
 		bool added_eq_class = add_kmer(last_key, eq_class);
 		++counter;
-		if (dbg.size() > 75000000) { console->info("exiting for quick profile run"); break; }
 
 		// Progress tracker
 		static uint64_t last_size = 0;
@@ -387,6 +381,8 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
       // Check if the sampling phase is finished based on the number of k-mers.
 			break;
     }
+
+		while(!minheap.empty() && minheap.top().end()) minheap.pop();
 	}
 
 	return eqclass_map;
diff --git a/include/cqf.h b/include/cqf.h
index ea676be..be23fca 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -69,32 +69,27 @@ class CQF {
 
 		void drop_pages(uint64_t cur);
 
-		static std::vector<QFi> qfi;
-		static std::vector<typename key_obj::kmer_t> keys;
 		struct Iterator {
+			QFi qfi;
+			key_obj key;
+			uint32_t id;
 			Iterator(uint32_t id, const CQF<key_obj>& cqf): id(id) {
-				if (qfi.size() <= id) qfi.resize(id*2+1), keys.resize(id*2+1);
-				if (qf_iterator(&cqf.cqf, &qfi[id], 0)) get_key();
+				if (qf_iterator(&cqf.cqf, &qfi, 0)) get_key();
 			}
-			bool advance() {
-				if (qfi_next(&qfi[id])) return false;
+			void next() {
+				qfi_next(&qfi);
 				get_key();
-				return true;
 			}
 			bool end() const {
-				return qfi_end(&qfi[id]);
+				return qfi_end(&qfi);
 			}
-			uint32_t id;
 			bool operator>(const Iterator& rhs) const {
-				return key() > rhs.key();
-			}
-			const typename key_obj::kmer_t& key() const {
-				return keys[id];
+				return key.key > rhs.key.key;
 			}
 		private:
 			void get_key() {
-				uint64_t value, count;
-				qfi_get(&qfi[id], &keys[id], &value, &count);
+				//uint64_t value, count;
+				qfi_get(&qfi, &key.key, &key.value, &key.count);
 			}
 		};
 		friend class Iterator;

From fb1bc1909aa53458029c42500f405d3eebf6337b Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Thu, 2 Aug 2018 22:50:17 -0400
Subject: [PATCH 069/122] compacting for readability

---
 include/cqf.h | 92 ++++++++++-----------------------------------------
 1 file changed, 18 insertions(+), 74 deletions(-)

diff --git a/include/cqf.h b/include/cqf.h
index be23fca..66cbc0d 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -41,21 +41,28 @@ static uint64_t tmp_sum_local;
 template <class key_obj>
 class CQF {
 	public:
-		CQF();
-		CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed);
-		CQF(std::string& filename, bool flag);
-		CQF(const CQF<key_obj>& copy_cqf);
+		CQF() { qf_init(&cqf, 1ULL << NUM_Q_BITS, NUM_HASH_BITS, 0, true, "", 23423); }
+		CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed) { qf_init(&cqf, 1ULL << qbits, key_bits, 0, true, "", seed); }
+		CQF(const CQF<key_obj>& copy_cqf) { memcpy(reinterpret_cast<void*>(&cqf), reinterpret_cast<void*>(const_cast<QF*>(&copy_cqf.cqf)), sizeof(QF)); }
+		CQF(std::string& filename, bool flag) {
+			if (flag)
+				qf_read(&cqf, filename.c_str());
+			else
+				qf_deserialize(&cqf, filename.c_str());
+		}
 
-		void insert(const key_obj& k);
+		void insert(const key_obj& k) {
+			qf_insert(&cqf, k.key, k.value, k.count, LOCK_AND_SPIN);
+			// To validate the CQF
+			//set.insert(k.key);
+		}
 
 		/* Will return the count. */
-		uint64_t query(const key_obj& k);
+		uint64_t query(const key_obj& k) { return qf_count_key_value(&cqf, k.key, k.value); }
 
-		uint64_t get_index(const key_obj& k);
+		uint64_t get_index(const key_obj& k) { return get_bucket_index(k.key); }
 
-		void serialize(std::string filename) {
-			qf_serialize(&cqf, filename.c_str());
-		}
+		void serialize(std::string filename) { qf_serialize(&cqf, filename.c_str()); }
 
 		uint64_t range(void) const { return cqf.metadata->range; }
 		uint32_t seed(void) const { return cqf.metadata->seed; }
@@ -69,30 +76,7 @@ class CQF {
 
 		void drop_pages(uint64_t cur);
 
-		struct Iterator {
-			QFi qfi;
-			key_obj key;
-			uint32_t id;
-			Iterator(uint32_t id, const CQF<key_obj>& cqf): id(id) {
-				if (qf_iterator(&cqf.cqf, &qfi, 0)) get_key();
-			}
-			void next() {
-				qfi_next(&qfi);
-				get_key();
-			}
-			bool end() const {
-				return qfi_end(&qfi);
-			}
-			bool operator>(const Iterator& rhs) const {
-				return key.key > rhs.key.key;
-			}
-		private:
-			void get_key() {
-				//uint64_t value, count;
-				qfi_get(&qfi, &key.key, &key.value, &key.count);
-			}
-		};
-		friend class Iterator;
+		const QF& get_QF() const { return cqf; }
 
 	private:
 		QF cqf;
@@ -115,44 +99,4 @@ class KeyObject {
 		uint64_t count;
 };
 
-template <class key_obj>
-CQF<key_obj>::CQF() {
-	qf_init(&cqf, 1ULL << NUM_Q_BITS, NUM_HASH_BITS, 0, true, "", 23423);
-}
-
-template <class key_obj>
-CQF<key_obj>::CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed) {
-	qf_init(&cqf, 1ULL << qbits, key_bits, 0, true, "", seed);
-}
-
-template <class key_obj>
-CQF<key_obj>::CQF(std::string& filename, bool flag) {
-	if (flag)
-		qf_read(&cqf, filename.c_str());
-	else
-		qf_deserialize(&cqf, filename.c_str());
-}
-
-template <class key_obj>
-CQF<key_obj>::CQF(const CQF<key_obj>& copy_cqf) {
-  memcpy(reinterpret_cast<void*>(&cqf), reinterpret_cast<void*>(const_cast<QF*>(&copy_cqf.cqf)), sizeof(QF));
-}
-
-template <class key_obj>
-void CQF<key_obj>::insert(const key_obj& k) {
-	qf_insert(&cqf, k.key, k.value, k.count, LOCK_AND_SPIN);
-	// To validate the CQF
-	//set.insert(k.key);
-}
-
-template <class key_obj>
-uint64_t CQF<key_obj>::query(const key_obj& k) {
-	return qf_count_key_value(&cqf, k.key, k.value);
-}
-
-template <class key_obj>
-uint64_t CQF<key_obj>::get_index(const key_obj& k) {
-	return get_bucket_index(k.key);
-}
-
 #endif

From 2e5e9f4956c6aad8e89d0665aeb05305ba23732e Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Thu, 2 Aug 2018 22:53:11 -0400
Subject: [PATCH 070/122] compacting for readability

---
 include/cqf.h | 13 ++-----------
 1 file changed, 2 insertions(+), 11 deletions(-)

diff --git a/include/cqf.h b/include/cqf.h
index 66cbc0d..b11077f 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -36,8 +36,6 @@
 #define PAGE_DROP_GRANULARITY (1ULL << 21)
 #define PAGE_BUFFER_SIZE 4096
 
-static uint64_t tmp_sum_local;
-
 template <class key_obj>
 class CQF {
 	public:
@@ -51,15 +49,8 @@ class CQF {
 				qf_deserialize(&cqf, filename.c_str());
 		}
 
-		void insert(const key_obj& k) {
-			qf_insert(&cqf, k.key, k.value, k.count, LOCK_AND_SPIN);
-			// To validate the CQF
-			//set.insert(k.key);
-		}
-
-		/* Will return the count. */
+		void insert(const key_obj& k) { qf_insert(&cqf, k.key, k.value, k.count, LOCK_AND_SPIN); }
 		uint64_t query(const key_obj& k) { return qf_count_key_value(&cqf, k.key, k.value); }
-
 		uint64_t get_index(const key_obj& k) { return get_bucket_index(k.key); }
 
 		void serialize(std::string filename) { qf_serialize(&cqf, filename.c_str()); }
@@ -69,7 +60,7 @@ class CQF {
 		uint32_t keybits(void) const { return cqf.metadata->key_bits; }
 		uint64_t size(void) const { return cqf.metadata->ndistinct_elts; }
 		uint64_t capacity() const {return cqf.metadata->nslots; }
-		//uint64_t set_size(void) const { return set.size(); }
+
 		void reset(void) { qf_reset(&cqf); }
 
 		void dump_metadata(void) const { DEBUG_DUMP(&cqf); }

From dfa08be10e814c48e35b363573fd0df85a0c03d3 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Fri, 3 Aug 2018 17:33:36 -0400
Subject: [PATCH 071/122] move Iterator definition

---
 include/coloreddbg.h | 53 ++++++++++++++++++++++++++++++++++----------
 1 file changed, 41 insertions(+), 12 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index a5755c9..41184dc 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -316,29 +316,57 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 
   bool is_sampling = (num_kmers < std::numeric_limits<uint64_t>::max());
 
+	struct Iterator {
+		struct IteratorData {
+			qf::QFi qfi;
+			key_obj key;
+			uint32_t id;
+		} d;
+		Iterator(uint32_t id, const qf::QF& cqf) {
+			d.id = id;
+			if (qf::qf_iterator(&cqf, &d.qfi, 0)) get_key();
+		}
+		void next() {
+			qf::qfi_next(&d.qfi);
+			get_key();
+		}
+		bool end() const {
+			return qf::qfi_end(&d.qfi);
+		}
+		bool operator>(const Iterator& rhs) const {
+			return key() > rhs.key();
+		}
+		const uint32_t& id() const { return d.id; }
+		const typename key_obj::kmer_t& key() const { return d.key.key; }
+	private:
+		void get_key() {
+			//uint64_t value, count;
+			qf::qfi_get(&d.qfi, &d.key.key, &d.key.value, &d.key.count);
+		}
+	};
 
   struct Minheap_PQ {
-		void push(const typename CQF<key_obj>::Iterator& obj) {
+		void push(const Iterator& obj) {
 			c.emplace_back(obj);
-			std::push_heap(c.begin(), c.end(), std::greater<typename CQF<key_obj>::Iterator>());
+			std::push_heap(c.begin(), c.end(), std::greater<Iterator>());
 		}
 		void pop() {
-			std::pop_heap(c.begin(), c.end(), std::greater<typename CQF<key_obj>::Iterator>());
+			std::pop_heap(c.begin(), c.end(), std::greater<Iterator>());
 			c.pop_back();
 		}
-		void replace_top(const typename CQF<key_obj>::Iterator& obj) {
+		void replace_top(const Iterator& obj) {
 			c.emplace_back(obj);
 			pop();
 		}
-		typename CQF<key_obj>::Iterator& top() { return c.front(); }
+		Iterator& top() { return c.front(); }
 		bool empty() const { return c.empty(); }
 	private:
-		std::vector<typename CQF<key_obj>::Iterator> c;
+		std::vector<Iterator> c;
 	};
 	Minheap_PQ minheap;
 
 	for (uint32_t i = 0; i < num_samples; i++) {
-		typename CQF<key_obj>::Iterator qfi(i, *incqfs[i].obj);
+		Iterator qfi(i, incqfs[i].obj->cqf);
 		if (qfi.end()) continue;
 		minheap.push(qfi);
   }
@@ -347,19 +375,20 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		BitVector eq_class(num_samples);
 		KeyObject::kmer_t last_key;
 		do {
-			typename CQF<key_obj>::Iterator& cur = minheap.top();
-			last_key = cur.key.key;
-			eq_class[cur.id] = 1;
+			Iterator& cur = minheap.top();
+			last_key = cur.key();
+			eq_class[cur.id()] = 1;
 			cur.next();
 			minheap.replace_top(cur);
-		} while(!minheap.empty() && last_key == minheap.top().key.key);
+		} while(!minheap.empty() && last_key == minheap.top().key());
 
 		bool added_eq_class = add_kmer(last_key, eq_class);
 		++counter;
+		if (dbg.size() > 10000000) { console->info("exiting for quick profile run"); exit(0); }
 
 		// Progress tracker
 		static uint64_t last_size = 0;
-		if (dbg.size() % 10000000 == 0 &&
+		if (dbg.size() % 1000000 == 0 &&
 				dbg.size() != last_size) {
 			last_size = dbg.size();
 			console->info("Kmers merged: {}  Num eq classes: {}  Total time: {}",

From 59c4edca33911e8163d0546cc4ed5718d796a410 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Fri, 3 Aug 2018 17:33:47 -0400
Subject: [PATCH 072/122] move Iterator definition

---
 include/cqf.h | 7 ++-----
 1 file changed, 2 insertions(+), 5 deletions(-)

diff --git a/include/cqf.h b/include/cqf.h
index b11077f..e52d309 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -37,7 +37,7 @@
 #define PAGE_BUFFER_SIZE 4096
 
 template <class key_obj>
-class CQF {
+class CQF : public qf {
 	public:
 		CQF() { qf_init(&cqf, 1ULL << NUM_Q_BITS, NUM_HASH_BITS, 0, true, "", 23423); }
 		CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed) { qf_init(&cqf, 1ULL << qbits, key_bits, 0, true, "", seed); }
@@ -63,13 +63,10 @@ class CQF {
 
 		void reset(void) { qf_reset(&cqf); }
 
-		void dump_metadata(void) const { DEBUG_DUMP(&cqf); }
+		void dump_metadata(void) { DEBUG_DUMP(&cqf); }
 
 		void drop_pages(uint64_t cur);
 
-		const QF& get_QF() const { return cqf; }
-
-	private:
 		QF cqf;
 };
 

From 3213926f5c3e7f1323fef1579b74015d7d00c092 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Fri, 3 Aug 2018 19:40:41 -0400
Subject: [PATCH 073/122] working copy

---
 include/coloreddbg.h | 12 ++++++------
 include/cqf.h        |  2 +-
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 41184dc..4184bfb 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -318,20 +318,20 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 
 	struct Iterator {
 		struct IteratorData {
-			qf::QFi qfi;
+			QFi qfi;
 			key_obj key;
 			uint32_t id;
 		} d;
-		Iterator(uint32_t id, const qf::QF& cqf) {
+		Iterator(uint32_t id, const QF& cqf) {
 			d.id = id;
-			if (qf::qf_iterator(&cqf, &d.qfi, 0)) get_key();
+			if (qf_iterator(&cqf, &d.qfi, 0)) get_key();
 		}
 		void next() {
-			qf::qfi_next(&d.qfi);
+			qfi_next(&d.qfi);
 			get_key();
 		}
 		bool end() const {
-			return qf::qfi_end(&d.qfi);
+			return qfi_end(&d.qfi);
 		}
 		bool operator>(const Iterator& rhs) const {
 			return key() > rhs.key();
@@ -341,7 +341,7 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 	private:
 		void get_key() {
 			//uint64_t value, count;
-			qf::qfi_get(&d.qfi, &d.key.key, &d.key.value, &d.key.count);
+			qfi_get(&d.qfi, &d.key.key, &d.key.value, &d.key.count);
 		}
 	};
 
diff --git a/include/cqf.h b/include/cqf.h
index e52d309..b526689 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -37,7 +37,7 @@
 #define PAGE_BUFFER_SIZE 4096
 
 template <class key_obj>
-class CQF : public qf {
+class CQF {
 	public:
 		CQF() { qf_init(&cqf, 1ULL << NUM_Q_BITS, NUM_HASH_BITS, 0, true, "", 23423); }
 		CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed) { qf_init(&cqf, 1ULL << qbits, key_bits, 0, true, "", seed); }

From 18e1971c49b0d09ec8f4f9c5f022e16d79371fbf Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Sat, 4 Aug 2018 01:37:16 -0400
Subject: [PATCH 074/122] remove useless fields from Iterator

---
 include/coloreddbg.h | 28 ++++++++++++----------------
 1 file changed, 12 insertions(+), 16 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 4184bfb..0fb971c 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -317,31 +317,27 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
   bool is_sampling = (num_kmers < std::numeric_limits<uint64_t>::max());
 
 	struct Iterator {
-		struct IteratorData {
-			QFi qfi;
-			key_obj key;
-			uint32_t id;
-		} d;
-		Iterator(uint32_t id, const QF& cqf) {
-			d.id = id;
-			if (qf_iterator(&cqf, &d.qfi, 0)) get_key();
+		QFi qfi;
+		typename key_obj::kmer_t kmer;
+		uint32_t id;
+		Iterator(uint32_t id, const QF& cqf): id(id) {
+			if (qf_iterator(&cqf, &qfi, 0)) get_key();
 		}
 		void next() {
-			qfi_next(&d.qfi);
+			qfi_next(&qfi);
 			get_key();
 		}
 		bool end() const {
-			return qfi_end(&d.qfi);
+			return qfi_end(&qfi);
 		}
 		bool operator>(const Iterator& rhs) const {
 			return key() > rhs.key();
 		}
-		const uint32_t& id() const { return d.id; }
-		const typename key_obj::kmer_t& key() const { return d.key.key; }
+		const typename key_obj::kmer_t& key() const { return kmer; }
 	private:
 		void get_key() {
-			//uint64_t value, count;
-			qfi_get(&d.qfi, &d.key.key, &d.key.value, &d.key.count);
+			uint64_t value, count;
+			qfi_get(&qfi, &kmer, &value, &count);
 		}
 	};
 
@@ -377,14 +373,14 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		do {
 			Iterator& cur = minheap.top();
 			last_key = cur.key();
-			eq_class[cur.id()] = 1;
+			eq_class[cur.id] = 1;
 			cur.next();
 			minheap.replace_top(cur);
 		} while(!minheap.empty() && last_key == minheap.top().key());
 
 		bool added_eq_class = add_kmer(last_key, eq_class);
 		++counter;
-		if (dbg.size() > 10000000) { console->info("exiting for quick profile run"); exit(0); }
+		if (dbg.size() > 50000000) { console->info("exiting for quick profile run"); exit(0); }
 
 		// Progress tracker
 		static uint64_t last_size = 0;

From 152113b1e82fb0f9f23b406df487468c9bfc6dab Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 4 Aug 2018 16:39:37 -0400
Subject: [PATCH 075/122] Patch replacing simple copy with get_int/set_int

---
 include/bitvector.h  |  1 +
 include/coloreddbg.h | 20 ++++++++++++++++++--
 2 files changed, 19 insertions(+), 2 deletions(-)

diff --git a/include/bitvector.h b/include/bitvector.h
index 67728a2..6f804ac 100644
--- a/include/bitvector.h
+++ b/include/bitvector.h
@@ -48,6 +48,7 @@ class BitVector {
 		void resize(const uint64_t len);
 		uint64_t get_int(uint64_t startP, uint64_t len=64) {return bits.get_int(startP, len);}
 		bool operator==(const BitVector& b) const { return bits == b.bits; }
+		void set_int(uint64_t startP, uint64_t wrd, uint64_t len=64) {return bits.set_int(startP, wrd, len);}
 
 	private:
 		sdsl::bit_vector bits;
diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 199cace..c204d02 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -103,6 +103,7 @@ class ColoredDbg {
 		uint64_t num_samples;
 		uint64_t num_serializations;
 		bool flush_eqclass_dis{false};
+		std::vector<uint64_t> wrdLengths;
     std::time_t start_time_;
 		spdlog::logger* console;
 };
@@ -168,9 +169,19 @@ void ColoredDbg<qf_obj,
 						 <= mantis::NUM_BV_BUFFER);
 			uint64_t src_idx = ((it_local->second.first - 1) * num_samples);
 			uint64_t dest_idx = ((it_input.second.first - 1) * num_samples);
-			for (uint32_t i = 0; i < num_samples; i++, src_idx++, dest_idx++)
+			// here:
+			uint64_t i{0}, wrdCntr{0};
+			while (i < num_samples) {
+				auto bitCnt = wrdLengths[wrdCntr];
+				uint64_t wrd = bv_buffer.get_int(src_idx+i, bitCnt);
+				//std::cerr << wrd << " ";
+				new_bv_buffer.set_int(dest_idx+i, wrd, bitCnt);
+				i+=bitCnt;
+				wrdCntr++;
+			}
+			/*for (uint32_t i = 0; i < num_samples; i++, src_idx++, dest_idx++)
 				if (bv_buffer[src_idx])
-					new_bv_buffer.set(dest_idx);
+					new_bv_buffer.set(dest_idx);*/
 		}
 	}
 	bv_buffer = new_bv_buffer;
@@ -446,6 +457,11 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
 		num_samples++;
 	}
 	sampleid.close();
+	wrdLengths.resize( (num_samples-1)/64+1);
+	for (auto i = 0; i < wrdLengths.size()-1; i++) {
+		wrdLengths[i] = 64;
+	}
+	wrdLengths[wrdLengths.size()-1] = num_samples-((wrdLengths.size()-1)*64);
 }
 
 #endif

From f6b41a21b6e271bf4017e8e5d84bc74d33bc56b9 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 4 Aug 2018 16:45:12 -0400
Subject: [PATCH 076/122] Patch2 (more effective) replacing simple copy with
 get_int/set_int

---
 include/coloreddbg.h | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index c204d02..12f870e 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -241,9 +241,18 @@ template <class qf_obj, class key_obj>
 void ColoredDbg<qf_obj, key_obj>::add_bitvector(BitVector& vector, uint64_t
 																								eq_id) {
 	uint64_t start_idx = (eq_id  % mantis::NUM_BV_BUFFER) * num_samples;
-	for (uint32_t i = 0; i < num_samples; i++, start_idx++)
+	/*for (uint32_t i = 0; i < num_samples; i++, start_idx++)
 		if (vector[i])
-			bv_buffer.set(start_idx);
+			bv_buffer.set(start_idx);*/
+    uint64_t i{0}, wrdCntr{0};
+    while (i < num_samples) {
+        auto bitCnt = vector[wrdCntr];
+        uint64_t wrd = bv_buffer.get_int(i, bitCnt);
+        //std::cerr << wrd << " ";
+        bv_buffer.set_int(start_idx+i, wrd, bitCnt);
+        i+=bitCnt;
+        wrdCntr++;
+    }
 }
 
 template <class qf_obj, class key_obj>

From b36ef02978d30f23607db9268137c9d5ab66293b Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 4 Aug 2018 16:48:34 -0400
Subject: [PATCH 077/122] Patch2 (more effective) replacing simple copy with
 get_int/set_int

---
 include/coloreddbg.h | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 12f870e..b3dd57a 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -174,7 +174,6 @@ void ColoredDbg<qf_obj,
 			while (i < num_samples) {
 				auto bitCnt = wrdLengths[wrdCntr];
 				uint64_t wrd = bv_buffer.get_int(src_idx+i, bitCnt);
-				//std::cerr << wrd << " ";
 				new_bv_buffer.set_int(dest_idx+i, wrd, bitCnt);
 				i+=bitCnt;
 				wrdCntr++;
@@ -246,9 +245,8 @@ void ColoredDbg<qf_obj, key_obj>::add_bitvector(BitVector& vector, uint64_t
 			bv_buffer.set(start_idx);*/
     uint64_t i{0}, wrdCntr{0};
     while (i < num_samples) {
-        auto bitCnt = vector[wrdCntr];
-        uint64_t wrd = bv_buffer.get_int(i, bitCnt);
-        //std::cerr << wrd << " ";
+        auto bitCnt = wrdLengths[wrdCntr];
+        uint64_t wrd = vector.get_int(i, bitCnt);
         bv_buffer.set_int(start_idx+i, wrd, bitCnt);
         i+=bitCnt;
         wrdCntr++;

From e653c50f18ba7dadd4cfae33400c0a5c62a419f0 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Mon, 6 Aug 2018 01:40:25 -0400
Subject: [PATCH 078/122] play with QF metadata cache in QFi

---
 include/cqf/gqf.h |   9 +++
 src/cqf/gqf.c     | 157 +++++++++++++++++++++++++++++++++++++++++-----
 2 files changed, 152 insertions(+), 14 deletions(-)

diff --git a/include/cqf/gqf.h b/include/cqf/gqf.h
index cc954e1..4339226 100644
--- a/include/cqf/gqf.h
+++ b/include/cqf/gqf.h
@@ -78,6 +78,15 @@ extern "C" {
 
 	typedef struct quotient_filter_iterator {
 		const QF *qf;
+		struct {
+			uint64_t nslots;
+			uint64_t xnslots;
+			uint64_t bits_per_slot;
+			uint64_t sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8;
+			uint64_t value_bits;
+			uint64_t key_remainder_bits;
+			uint64_t nblocks;
+		} cache;
 		uint64_t run;
 		uint64_t current;
 		uint64_t cur_start_index;
diff --git a/src/cqf/gqf.c b/src/cqf/gqf.c
index 3715ed7..ad06a78 100644
--- a/src/cqf/gqf.c
+++ b/src/cqf/gqf.c
@@ -32,6 +32,8 @@
 
 #define METADATA_WORD(qf,field,slot_index) (get_block((qf), (slot_index) / \
 					SLOTS_PER_BLOCK)->field[((slot_index)  % SLOTS_PER_BLOCK) / 64])
+#define QFI_METADATA_WORD(qfi,field,slot_index) (qfi_get_block((qfi), (slot_index) / \
+					SLOTS_PER_BLOCK)->field[((slot_index)  % SLOTS_PER_BLOCK) / 64])
 
 #define MAX_VALUE(nbits) ((1ULL << (nbits)) - 1)
 #define BILLION 1000000000L
@@ -462,6 +464,11 @@ static inline qfblock * get_block(const QF *qf, uint64_t block_index)
 	return (qfblock *)(((char *)qf->blocks) + block_index * (sizeof(qfblock) +
 						SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8));
 }
+static inline qfblock * qfi_get_block(const QFi *qfi, uint64_t block_index)
+{
+	return (qfblock *)(((char *)qfi->qf->blocks) + block_index *
+						qfi->cache.sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8);
+}
 #endif
 
 static inline int is_runend(const QF *qf, uint64_t index)
@@ -470,6 +477,12 @@ static inline int is_runend(const QF *qf, uint64_t index)
 																								64)) & 1ULL;
 }
 
+static inline int qfi_is_runend(const QFi *qfi, uint64_t index)
+{
+	return (QFI_METADATA_WORD(qfi, runends, index) >> ((index % SLOTS_PER_BLOCK) %
+																								64)) & 1ULL;
+}
+
 static inline int is_occupied(const QF *qf, uint64_t index)
 {
 	return (METADATA_WORD(qf, occupieds, index) >> ((index % SLOTS_PER_BLOCK) %
@@ -484,6 +497,12 @@ static inline uint64_t get_slot(const QF *qf, uint64_t index)
 	return get_block(qf, index / SLOTS_PER_BLOCK)->slots[index % SLOTS_PER_BLOCK];
 }
 
+static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
+{
+	assert(index < qfi->qf->metadata->xnslots);
+	return qfi_get_block(qfi, index / SLOTS_PER_BLOCK)->slots[index % SLOTS_PER_BLOCK];
+}
+
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 {
 	assert(index < qf->metadata->xnslots);
@@ -508,6 +527,19 @@ static inline uint64_t get_slot(const QF *qf, uint64_t index)
 															8)) & BITMASK(BITS_PER_SLOT));
 }
 
+static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
+{
+	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
+	 * to generate buggy code.  :/  */
+	assert(index < qfi->qf->metadata->xnslots);
+	uint64_t *p = (uint64_t *)&qfi_get_block(qfi, index /
+																			 SLOTS_PER_BLOCK)->slots[(index %
+																																SLOTS_PER_BLOCK)
+																			 * BITS_PER_SLOT / 8];
+	return (uint64_t)(((*p) >> (((index % SLOTS_PER_BLOCK) * BITS_PER_SLOT) %
+															8)) & BITMASK(BITS_PER_SLOT));
+}
+
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 {
 	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
@@ -546,6 +578,20 @@ static inline uint64_t get_slot(const QF *qf, uint64_t index)
 										BITMASK(qf->metadata->bits_per_slot));
 }
 
+static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
+{
+	assert(index < qfi->qf->metadata->xnslots);
+	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
+	 * to generate buggy code.  :/  */
+	uint64_t *p = (uint64_t *)&qfi_get_block(qfi, index /
+																			 SLOTS_PER_BLOCK)->slots[(index %
+																																SLOTS_PER_BLOCK)
+																			 * qfi->cache.bits_per_slot / 8];
+	return (uint64_t)(((*p) >> (((index % SLOTS_PER_BLOCK) *
+															 qfi->cache.bits_per_slot) % 8)) &
+										BITMASK(qfi->cache.bits_per_slot));
+}
+
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 {
 	assert(index < qf->metadata->xnslots);
@@ -1203,6 +1249,80 @@ static inline uint64_t decode_counter(const QF *qf, uint64_t index, uint64_t
 	return end + 1;
 }
 
+/* Returns the length of the encoding. 
+REQUIRES: index points to first slot of a counter. */
+static inline uint64_t qfi_decode_counter(const QFi *qfi, uint64_t index, uint64_t
+																			*remainder, uint64_t *count)
+{
+	uint64_t base;
+	uint64_t rem;
+	uint64_t cnt;
+	uint64_t digit;
+	uint64_t end;
+
+	*remainder = rem = qfi_get_slot(qfi, index);
+
+	if (qfi_is_runend(qfi, index)) { /* Entire run is "0" */
+		*count = 1; 
+		return index;
+	}
+
+	digit = qfi_get_slot(qfi, index + 1);
+
+	if (qfi_is_runend(qfi, index + 1)) {
+		*count = digit == rem ? 2 : 1;
+		return index + (digit == rem ? 1 : 0);
+	}
+
+	if (rem > 0 && digit >= rem) {
+		*count = digit == rem ? 2 : 1;
+		return index + (digit == rem ? 1 : 0);
+	}
+
+	if (rem > 0 && digit == 0 && qfi_get_slot(qfi, index + 2) == rem) {
+		*count = 3;
+		return index + 2;
+	}
+
+	if (rem == 0 && digit == 0) {
+		if (qfi_get_slot(qfi, index + 2) == 0) {
+			*count = 3;
+			return index + 2;
+		} else {
+			*count = 2;
+			return index + 1;
+		}
+	}
+
+	cnt = 0;
+	base = (1ULL << qfi->qf->metadata->bits_per_slot) - (rem ? 2 : 1);
+
+	end = index + 1;
+	while (digit != rem && !qfi_is_runend(qfi, end)) {
+		if (digit > rem)
+			digit--;
+		if (digit && rem)
+			digit--;
+		cnt = cnt * base + digit;
+
+		end++;
+		digit = qfi_get_slot(qfi, end);
+	}
+
+	if (rem) {
+		*count = cnt + 3;
+		return end;
+	}
+
+	if (qfi_is_runend(qfi, end) || qfi_get_slot(qfi, end + 1) != 0) {
+		*count = 1;
+		return index;
+	}
+
+	*count = cnt + 4;
+	return end + 1;
+}
+
 /* return the next slot which corresponds to a 
  * different element 
  * */
@@ -1975,6 +2095,15 @@ bool qf_iterator(const QF *qf, QFi *qfi, uint64_t position)
 	if (qfi->current < position)
 		qfi->current = position;
 
+	qfi->cache.nslots = qf->metadata->nslots;
+	qfi->cache.xnslots = qf->metadata->xnslots;
+	qfi->cache.sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8 =
+						(sizeof(qfblock) + SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8);
+	qfi->cache.bits_per_slot = qf->metadata->bits_per_slot;
+	qfi->cache.value_bits = qf->metadata->value_bits;
+	qfi->cache.key_remainder_bits = qf->metadata->key_remainder_bits;
+	qfi->cache.nblocks = qf->metadata->nblocks;
+
 #ifdef LOG_CLUSTER_LENGTH
 	qfi->c_info = (cluster_data* )calloc(qf->metadata->nslots/32,
 																			 sizeof(cluster_data));
@@ -2057,11 +2186,11 @@ int qfi_get(const QFi *qfi, uint64_t *key, uint64_t *value, uint64_t *count)
 	assert(qfi->current < qfi->qf->metadata->nslots);
 
 	uint64_t current_remainder, current_count;
-	decode_counter(qfi->qf, qfi->current, &current_remainder, &current_count);
+	qfi_decode_counter(qfi, qfi->current, &current_remainder, &current_count);
 
-	*value = current_remainder & BITMASK(qfi->qf->metadata->value_bits);
-	current_remainder = current_remainder >> qfi->qf->metadata->value_bits;
-	*key = (qfi->run << qfi->qf->metadata->key_remainder_bits) | current_remainder;
+	*value = current_remainder & BITMASK(qfi->cache.value_bits);
+	current_remainder = current_remainder >> qfi->cache.value_bits;
+	*key = (qfi->run << qfi->cache.key_remainder_bits) | current_remainder;
 	*count = current_count; 
 
 	/*qfi->current = end_index;*/ 		//get should not change the current index
@@ -2075,7 +2204,7 @@ int qfi_next(QFi *qfi) {
 int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 {
 	uint64_t block_index = qfi->run / SLOTS_PER_BLOCK;
-	qfblock* addr = get_block(qfi->qf, block_index);
+	qfblock* addr = qfi_get_block(qfi, block_index);
 	if (read_offset) *read_offset = (char*)addr - (char*)(qfi->qf->metadata);
 
 	if (qfi_end(qfi))
@@ -2083,15 +2212,15 @@ int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 	else {
 		/* move to the end of the current counter*/
 		uint64_t current_remainder, current_count;
-		qfi->current = decode_counter(qfi->qf, qfi->current, &current_remainder,
+		qfi->current = qfi_decode_counter(qfi, qfi->current, &current_remainder,
 																	&current_count);
 
-		if (!is_runend(qfi->qf, qfi->current)) {
+		if (!qfi_is_runend(qfi, qfi->current)) {
 			qfi->current++;
 #ifdef LOG_CLUSTER_LENGTH
 			qfi->cur_length++;
 #endif
-			if (qfi->current > qfi->qf->metadata->nslots)
+			if (qfi->current > qfi->cache.nslots)
 				return 1;
 			return 0;
 		}
@@ -2102,20 +2231,20 @@ int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 #endif
 			uint64_t rank = bitrank(addr->occupieds[0],
 															qfi->run % SLOTS_PER_BLOCK);
-			uint64_t next_run = bitselect(get_block(qfi->qf,
+			uint64_t next_run = bitselect(qfi_get_block(qfi,
 																							block_index)->occupieds[0],
 																		rank);
 			if (next_run == 64) {
 				rank = 0;
-				while (next_run == 64 && block_index < qfi->qf->metadata->nblocks) {
+				while (next_run == 64 && block_index < qfi->cache.nblocks) {
 					block_index++;
-					next_run = bitselect(get_block(qfi->qf, block_index)->occupieds[0],
+					next_run = bitselect(qfi_get_block(qfi, block_index)->occupieds[0],
 															 rank);
 				}
 			}
-			if (block_index == qfi->qf->metadata->nblocks) {
+			if (block_index == qfi->cache.nblocks) {
 				/* set the index values to max. */
-				qfi->run = qfi->current = qfi->qf->metadata->xnslots;
+				qfi->run = qfi->current = qfi->cache.xnslots;
 				return 1;
 			}
 			qfi->run = block_index * SLOTS_PER_BLOCK + next_run;
@@ -2142,7 +2271,7 @@ int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 
 inline int qfi_end(const QFi *qfi)
 {
-	if (qfi->current >= qfi->qf->metadata->xnslots /*&& is_runend(qfi->qf, qfi->current)*/)
+	if (qfi->current >= qfi->cache.xnslots /*&& is_runend(qfi->qf, qfi->current)*/)
 		return 1;
 	else
 		return 0;

From 1e9819cbc26c2ec50fb51c8b7ffe8d7c43f61c02 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Mon, 6 Aug 2018 02:09:07 -0400
Subject: [PATCH 079/122] faster add_bitvector that copies 64 bits at a time

---
 include/coloreddbg.h | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 0fb971c..5d60f46 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -230,9 +230,10 @@ template <class qf_obj, class key_obj>
 void ColoredDbg<qf_obj, key_obj>::add_bitvector(const BitVector& vector, uint64_t
 																								eq_id) {
 	uint64_t start_idx = (eq_id  % mantis::NUM_BV_BUFFER) * num_samples;
-	for (uint32_t i = 0; i < num_samples; i++, start_idx++)
-		if (vector[i])
-			bv_buffer[start_idx] = 1;
+	for (uint32_t i = 0; i < num_samples/64*64; i+=64)
+		bv_buffer.set_int(start_idx+i, vector.get_int(i, 64), 64);
+	if (num_samples%64)
+		bv_buffer.set_int(num_samples/64*64, vector.get_int(num_samples, num_samples%64), num_samples%64);
 }
 
 template <class qf_obj, class key_obj>

From 0db6a4d17928967cfbffb91fd444d097e2c33512 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Tue, 7 Aug 2018 15:55:29 -0400
Subject: [PATCH 080/122] fix add_bitvector bug

---
 include/coloreddbg.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 5d60f46..55253a4 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -233,7 +233,7 @@ void ColoredDbg<qf_obj, key_obj>::add_bitvector(const BitVector& vector, uint64_
 	for (uint32_t i = 0; i < num_samples/64*64; i+=64)
 		bv_buffer.set_int(start_idx+i, vector.get_int(i, 64), 64);
 	if (num_samples%64)
-		bv_buffer.set_int(num_samples/64*64, vector.get_int(num_samples, num_samples%64), num_samples%64);
+		bv_buffer.set_int(start_idx+num_samples/64*64, vector.get_int(num_samples/64*64, num_samples%64), num_samples%64);
 }
 
 template <class qf_obj, class key_obj>

From ac53131fc96650de8143a4779bdd034bc4d91bd8 Mon Sep 17 00:00:00 2001
From: prashantpandey <prashant.prashn@gmail.com>
Date: Tue, 7 Aug 2018 16:03:41 -0400
Subject: [PATCH 081/122] remove debug early exit

---
 include/coloreddbg.h | 1 -
 1 file changed, 1 deletion(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 55253a4..1b028bc 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -381,7 +381,6 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 
 		bool added_eq_class = add_kmer(last_key, eq_class);
 		++counter;
-		if (dbg.size() > 50000000) { console->info("exiting for quick profile run"); exit(0); }
 
 		// Progress tracker
 		static uint64_t last_size = 0;

From b909b6ecf61e17f03adbfd68dedf34d7c58b28e0 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 15 Aug 2018 14:06:08 -0400
Subject: [PATCH 082/122] Starting point for dynamicMST branch. Merged Mike's
 branch with RobColorGraph.

---
 include/coloreddbg.h  | 192 +++++----
 include/cqf.h         | 274 +-----------
 include/cqf/gqf.h     |   9 +
 src/CMakeLists.txt    |  14 +-
 src/bitvector.cc      |  43 --
 src/build_eq_graph.cc | 166 --------
 src/coloreddbg.cc     |  25 +-
 src/cqf/gqf.c         | 157 ++++++-
 src/validatemantis.cc |  25 +-
 src/walkEqcls.cc      | 937 ------------------------------------------
 10 files changed, 286 insertions(+), 1556 deletions(-)
 delete mode 100644 src/bitvector.cc
 delete mode 100644 src/build_eq_graph.cc
 delete mode 100644 src/walkEqcls.cc

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index b3dd57a..9a35a2c 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -31,12 +31,14 @@
 #include "sparsepp/spp.h"
 #include "tsl/sparse_map.h"
 #include "sdsl/bit_vectors.hpp"
-#include "bitvector.h"
 #include "cqf.h"
 #include "hashutil.h"
 #include "common_types.h"
 #include "mantisconfig.hpp"
 
+typedef sdsl::bit_vector BitVector;
+typedef sdsl::rrr_vector<63> BitVectorRRR;
+
 struct hash128 {
 	uint64_t operator()(const __uint128_t& val128) const
 	{
@@ -85,8 +87,8 @@ class ColoredDbg {
 	private:
     // returns true if adding this k-mer increased the number of equivalence classes
     // and false otherwise.
-		bool add_kmer(key_obj& hash, BitVector& vector);
-		void add_bitvector(BitVector& vector, uint64_t eq_id);
+		bool add_kmer(const typename key_obj::kmer_t& hash, const BitVector& vector);
+		void add_bitvector(const BitVector& vector, uint64_t eq_id);
 		void add_eq_class(BitVector vector, uint64_t id);
 		uint64_t get_next_available_id(void);
 		void bv_buffer_serialize();
@@ -103,7 +105,7 @@ class ColoredDbg {
 		uint64_t num_samples;
 		uint64_t num_serializations;
 		bool flush_eqclass_dis{false};
-		std::vector<uint64_t> wrdLengths;
+
     std::time_t start_time_;
 		spdlog::logger* console;
 };
@@ -111,14 +113,13 @@ class ColoredDbg {
 template <class T>
 class SampleObject {
 	public:
-		SampleObject() : obj(), cutoff(0), sample_id(), id(0) {};
-		SampleObject(T o, uint32_t c = 0, std::string& s = std::string(),
-								 uint32_t id = 0) : obj(o), cutoff(c), sample_id(s), id(id) {};
-		SampleObject(const SampleObject& o) : obj(o.obj), cutoff(o.cutoff),
-		sample_id(o.sample_id), id(o.id) {} ;
+		SampleObject() : obj(), sample_id(), id(0) {}
+		SampleObject(T o, std::string& s = std::string(),
+								 uint32_t id = 0) : obj(o), sample_id(s), id(id) {}
+		SampleObject(const SampleObject& o) : obj(o.obj),
+		sample_id(o.sample_id), id(o.id) {}
 
 		T obj;
-		uint32_t cutoff;
 		std::string sample_id;
 		uint32_t id;
 };
@@ -149,7 +150,7 @@ template <class qf_obj, class key_obj>
 uint64_t ColoredDbg<qf_obj, key_obj>::get_num_bitvectors(void) const {
 	uint64_t total = 0;
 	for (uint32_t i = 0; i < num_serializations; i++)
-		total += eqclasses[i].bit_size();
+		total += eqclasses[i].size();
 
 	return total / num_samples;
 }
@@ -169,18 +170,9 @@ void ColoredDbg<qf_obj,
 						 <= mantis::NUM_BV_BUFFER);
 			uint64_t src_idx = ((it_local->second.first - 1) * num_samples);
 			uint64_t dest_idx = ((it_input.second.first - 1) * num_samples);
-			// here:
-			uint64_t i{0}, wrdCntr{0};
-			while (i < num_samples) {
-				auto bitCnt = wrdLengths[wrdCntr];
-				uint64_t wrd = bv_buffer.get_int(src_idx+i, bitCnt);
-				new_bv_buffer.set_int(dest_idx+i, wrd, bitCnt);
-				i+=bitCnt;
-				wrdCntr++;
-			}
-			/*for (uint32_t i = 0; i < num_samples; i++, src_idx++, dest_idx++)
+			for (uint32_t i = 0; i < num_samples; i++, src_idx++, dest_idx++)
 				if (bv_buffer[src_idx])
-					new_bv_buffer.set(dest_idx);*/
+					new_bv_buffer[dest_idx] = 1;
 		}
 	}
 	bv_buffer = new_bv_buffer;
@@ -203,13 +195,13 @@ void ColoredDbg<qf_obj, key_obj>::reinit(cdbg_bv_map_t<__uint128_t,
 }
 
 template <class qf_obj, class key_obj>
-bool ColoredDbg<qf_obj, key_obj>::add_kmer(key_obj& k, BitVector&
+bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key, const BitVector&
 																					 vector) {
 	// A kmer (hash) is seen only once during the merge process.
 	// So we insert every kmer in the dbg
-	uint64_t eq_id = 1;
+	uint64_t eq_id;
 	__uint128_t vec_hash = HashUtil::MurmurHash128A((void*)vector.data(),
-																								 vector.capacity(), 2038074743,
+																								 vector.capacity()/8, 2038074743,
 																								 2038074751);
 
 	auto it = eqclass_map.find(vec_hash);
@@ -231,26 +223,18 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(key_obj& k, BitVector&
     it->second.second += 1; // update the abundance.
 	}
 
-	k.count = eq_id;	// we use the count to store the eqclass ids
-	dbg.insert(k);
+	dbg.insert(KeyObject(key,0,eq_id)); // we use the count to store the eqclass ids
   return added_eq_class;
 }
 
 template <class qf_obj, class key_obj>
-void ColoredDbg<qf_obj, key_obj>::add_bitvector(BitVector& vector, uint64_t
+void ColoredDbg<qf_obj, key_obj>::add_bitvector(const BitVector& vector, uint64_t
 																								eq_id) {
 	uint64_t start_idx = (eq_id  % mantis::NUM_BV_BUFFER) * num_samples;
-	/*for (uint32_t i = 0; i < num_samples; i++, start_idx++)
-		if (vector[i])
-			bv_buffer.set(start_idx);*/
-    uint64_t i{0}, wrdCntr{0};
-    while (i < num_samples) {
-        auto bitCnt = wrdLengths[wrdCntr];
-        uint64_t wrd = vector.get_int(i, bitCnt);
-        bv_buffer.set_int(start_idx+i, wrd, bitCnt);
-        i+=bitCnt;
-        wrdCntr++;
-    }
+	for (uint32_t i = 0; i < num_samples/64*64; i+=64)
+		bv_buffer.set_int(start_idx+i, vector.get_int(i, 64), 64);
+	if (num_samples%64)
+		bv_buffer.set_int(start_idx+num_samples/64*64, vector.get_int(num_samples/64*64, num_samples%64), num_samples%64);
 }
 
 template <class qf_obj, class key_obj>
@@ -263,8 +247,8 @@ void ColoredDbg<qf_obj, key_obj>::bv_buffer_serialize() {
 	BitVectorRRR final_com_bv(bv_temp);
 	std::string bv_file(prefix + std::to_string(num_serializations) + "_" +
                       mantis::EQCLASS_FILE);
-	final_com_bv.serialize(bv_file);
-	bv_buffer.reset();
+	sdsl::store_to_file(final_com_bv, bv_file);
+	bv_buffer = BitVector(bv_buffer.bit_size());
 	num_serializations++;
 }
 
@@ -305,7 +289,7 @@ ColoredDbg<qf_obj,key_obj>::find_samples(const mantis::QuerySet& kmers) {
 			query_eqclass_map[eqclass] += 1;
 	}
 
-  mantis::QueryResult sample_map(num_samples, 0);
+  	mantis::QueryResult sample_vec(num_samples, 0);
 	for (auto it = query_eqclass_map.begin(); it != query_eqclass_map.end();
 			 ++it) {
 		auto eqclass_id = it->first;
@@ -319,80 +303,89 @@ ColoredDbg<qf_obj,key_obj>::find_samples(const mantis::QuerySet& kmers) {
 			uint64_t wrd = eqclasses[bucket_idx].get_int(bucket_offset, len);
 			for (uint32_t i = 0, sCntr = w * 64; i < len; i++, sCntr++)
 					if ((wrd >> i) & 0x01)
-							sample_map[sCntr] += count;
+							sample_vec[sCntr] += count;
 			bucket_offset += len;
 		}
 	}
-	return sample_map;
+	return sample_vec;
 }
 
 template <class qf_obj, class key_obj>
 cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 	key_obj>::construct(qf_obj *incqfs, uint64_t num_kmers)
 {
-	uint32_t nqf = 0;
 	uint64_t counter = 0;
 
   bool is_sampling = (num_kmers < std::numeric_limits<uint64_t>::max());
 
-	// merge all input CQFs into the final QF
-  std::vector<typename CQF<key_obj>::Iterator> it_incqfs;
-  it_incqfs.reserve(num_samples);
+	struct Iterator {
+		QFi qfi;
+		typename key_obj::kmer_t kmer;
+		uint32_t id;
+		Iterator(uint32_t id, const QF& cqf): id(id) {
+			if (qf_iterator(&cqf, &qfi, 0)) get_key();
+		}
+		void next() {
+			qfi_next(&qfi);
+			get_key();
+		}
+		bool end() const {
+			return qfi_end(&qfi);
+		}
+		bool operator>(const Iterator& rhs) const {
+			return key() > rhs.key();
+		}
+		const typename key_obj::kmer_t& key() const { return kmer; }
+	private:
+		void get_key() {
+			uint64_t value, count;
+			qfi_get(&qfi, &kmer, &value, &count);
+		}
+	};
 
-	// Initialize all iterators with sample specific cutoffs.
-	for (uint32_t i = 0; i < num_samples; i++) {
-		it_incqfs.emplace_back(incqfs[i].obj->begin(incqfs[i].cutoff));
-  }
+  struct Minheap_PQ {
+		void push(const Iterator& obj) {
+			c.emplace_back(obj);
+			std::push_heap(c.begin(), c.end(), std::greater<Iterator>());
+		}
+		void pop() {
+			std::pop_heap(c.begin(), c.end(), std::greater<Iterator>());
+			c.pop_back();
+		}
+		void replace_top(const Iterator& obj) {
+			c.emplace_back(obj);
+			pop();
+		}
+		Iterator& top() { return c.front(); }
+		bool empty() const { return c.empty(); }
+	private:
+		std::vector<Iterator> c;
+	};
+	Minheap_PQ minheap;
 
-	std::priority_queue<SampleObject<KeyObject>,
-		std::vector<SampleObject<KeyObject>>, compare<KeyObject>> minheap;
-	// Insert the first key from each CQF in minheap.
 	for (uint32_t i = 0; i < num_samples; i++) {
-		if (it_incqfs[i].done())
-			continue;
-		KeyObject key = *it_incqfs[i];
-		minheap.emplace(key, incqfs[i].cutoff, incqfs[i].sample_id, i);
-		nqf++;
-	}
+		Iterator qfi(i, incqfs[i].obj->cqf);
+		if (qfi.end()) continue;
+		minheap.push(qfi);
+  }
 
 	while (!minheap.empty()) {
-		assert(minheap.size() == nqf);
-		SampleObject<KeyObject> cur;
 		BitVector eq_class(num_samples);
-		// Get the smallest key from minheap and update the eqclass vector
-		cur = minheap.top();
-		eq_class.set(cur.id);
-		minheap.pop();
-		// Keep poping keys from minheap until you see a different key.
-		// While poping keys build the eq class for cur.
-		// Increment iterators for all CQFs whose keys are popped.
-		while (!minheap.empty() && cur.obj.key == minheap.top().obj.key) {
-			uint32_t id = minheap.top().id;
-			eq_class.set(id);
-			minheap.pop();
-			++it_incqfs[id];
-			if (it_incqfs[id].done())	// If the iterator is done then decrement nqf
-				nqf--;
-			else {	// Insert the current iterator head in minHeap
-				KeyObject key = *it_incqfs[id];
-				minheap.emplace(key, incqfs[id].cutoff, incqfs[id].sample_id, id);
-			}
-		}
-		// Move the iterator of the smallest key.
-		++it_incqfs[cur.id];
-		if (it_incqfs[cur.id].done())	// If the iterator is done then decrement nqf
-			nqf--;
-		else {	// Insert the current iterator head in minHeap
-			KeyObject key = *it_incqfs[cur.id];
-			minheap.emplace(key, incqfs[cur.id].cutoff, incqfs[cur.id].sample_id, cur.id);
-		}
-		// Add <kmer, vector> in the cdbg
-		bool added_eq_class = add_kmer(cur.obj, eq_class);
-		counter++;
+		KeyObject::kmer_t last_key;
+		do {
+			Iterator& cur = minheap.top();
+			last_key = cur.key();
+			eq_class[cur.id] = 1;
+			cur.next();
+			minheap.replace_top(cur);
+		} while(!minheap.empty() && last_key == minheap.top().key());
+
+		bool added_eq_class = add_kmer(last_key, eq_class);
+		++counter;
 
 		// Progress tracker
 		static uint64_t last_size = 0;
-		if (dbg.size() % 10000000 == 0 &&
+		if (dbg.size() % 1000000 == 0 &&
 				dbg.size() != last_size) {
 			last_size = dbg.size();
 			console->info("Kmers merged: {}  Num eq classes: {}  Total time: {}",
@@ -414,6 +407,8 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
       // Check if the sampling phase is finished based on the number of k-mers.
 			break;
     }
+
+		while(!minheap.empty() && minheap.top().end()) minheap.pop();
 	}
 
 	return eqclass_map;
@@ -450,8 +445,10 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
 	}
 
 	eqclasses.reserve(sorted_files.size());
+	BitVectorRRR bv;
 	for (auto file : sorted_files) {
-		eqclasses.push_back(BitVectorRRR(file.second));
+		sdsl::load_from_file(bv, file.second);
+		eqclasses.push_back(bv);
 		num_serializations++;
 	}
 
@@ -464,11 +461,6 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
 		num_samples++;
 	}
 	sampleid.close();
-	wrdLengths.resize( (num_samples-1)/64+1);
-	for (auto i = 0; i < wrdLengths.size()-1; i++) {
-		wrdLengths[i] = 64;
-	}
-	wrdLengths[wrdLengths.size()-1] = num_samples-((wrdLengths.size()-1)*64);
 }
 
 #endif
diff --git a/include/cqf.h b/include/cqf.h
index e2134c2..b526689 100644
--- a/include/cqf.h
+++ b/include/cqf.h
@@ -39,62 +39,35 @@
 template <class key_obj>
 class CQF {
 	public:
-		CQF();
-		CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed);
-		CQF(std::string& filename, bool flag);
-		CQF(const CQF<key_obj>& copy_cqf);
-
-		void insert(const key_obj& k);
-
-		/* Will return the count. */
-		uint64_t query(const key_obj& k);
+		CQF() { qf_init(&cqf, 1ULL << NUM_Q_BITS, NUM_HASH_BITS, 0, true, "", 23423); }
+		CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed) { qf_init(&cqf, 1ULL << qbits, key_bits, 0, true, "", seed); }
+		CQF(const CQF<key_obj>& copy_cqf) { memcpy(reinterpret_cast<void*>(&cqf), reinterpret_cast<void*>(const_cast<QF*>(&copy_cqf.cqf)), sizeof(QF)); }
+		CQF(std::string& filename, bool flag) {
+			if (flag)
+				qf_read(&cqf, filename.c_str());
+			else
+				qf_deserialize(&cqf, filename.c_str());
+		}
 
-		uint64_t get_index(const key_obj& k);
+		void insert(const key_obj& k) { qf_insert(&cqf, k.key, k.value, k.count, LOCK_AND_SPIN); }
+		uint64_t query(const key_obj& k) { return qf_count_key_value(&cqf, k.key, k.value); }
+		uint64_t get_index(const key_obj& k) { return get_bucket_index(k.key); }
 
-		void serialize(std::string filename) {
-			qf_serialize(&cqf, filename.c_str());
-		}
+		void serialize(std::string filename) { qf_serialize(&cqf, filename.c_str()); }
 
-		std::pair<uint64_t, uint64_t> queryValAndIdx( key_obj& k) const;
 		uint64_t range(void) const { return cqf.metadata->range; }
 		uint32_t seed(void) const { return cqf.metadata->seed; }
 		uint32_t keybits(void) const { return cqf.metadata->key_bits; }
 		uint64_t size(void) const { return cqf.metadata->ndistinct_elts; }
 		uint64_t capacity() const {return cqf.metadata->nslots; }
-		//uint64_t set_size(void) const { return set.size(); }
+
 		void reset(void) { qf_reset(&cqf); }
 
-		void dump_metadata(void) const { DEBUG_DUMP(&cqf); }
+		void dump_metadata(void) { DEBUG_DUMP(&cqf); }
 
 		void drop_pages(uint64_t cur);
 
-		class Iterator {
-			public:
-				Iterator(QFi it, uint32_t cutoff, uint64_t end_hash);
-				key_obj operator*(void) const;
-				void operator++(void);
-				bool done(void) const;
-
-				QFi iter;
-				int64_t last_prefetch_offset;
-				uint64_t buffer_size;
-			private:
-				/* global buffer to perform read ahead */
-				unsigned char *buffer;
-				uint32_t num_pages;
-				uint32_t cutoff;
-				uint64_t end_hash;
-				struct aiocb aiocb;
-		};
-
-		Iterator limits(uint64_t start_hash, uint64_t end_hash, uint32_t cutoff)
-			const;
-		Iterator begin(uint32_t cutoff) const;
-		Iterator end(uint32_t cutoff) const;
-
-	private:
 		QF cqf;
-		//std::unordered_set<uint64_t> set;
 };
 
 class KeyObject {
@@ -108,223 +81,10 @@ class KeyObject {
 
 		bool operator==(KeyObject k) { return key == k.key; }
 
-		uint64_t key;
+		typedef uint64_t kmer_t;
+		kmer_t key;
 		uint64_t value;
 		uint64_t count;
 };
 
-template <class key_obj>
-CQF<key_obj>::CQF() {
-	qf_init(&cqf, 1ULL << NUM_Q_BITS, NUM_HASH_BITS, 0, true, "", 23423);
-}
-
-template <class key_obj>
-CQF<key_obj>::CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed) {
-	qf_init(&cqf, 1ULL << qbits, key_bits, 0, true, "", seed);
-}
-
-template <class key_obj>
-CQF<key_obj>::CQF(std::string& filename, bool flag) {
-	if (flag)
-		qf_read(&cqf, filename.c_str());
-	else
-		qf_deserialize(&cqf, filename.c_str());
-}
-
-template <class key_obj>
-CQF<key_obj>::CQF(const CQF<key_obj>& copy_cqf) {
-  memcpy(reinterpret_cast<void*>(&cqf), reinterpret_cast<void*>(const_cast<QF*>(&copy_cqf.cqf)), sizeof(QF));
-}
-
-template <class key_obj>
-void CQF<key_obj>::insert(const key_obj& k) {
-	qf_insert(&cqf, k.key, k.value, k.count, LOCK_AND_SPIN);
-	// To validate the CQF
-	//set.insert(k.key);
-}
-
-template <class key_obj>
-uint64_t CQF<key_obj>::query(const key_obj& k) {
-	return qf_count_key_value(&cqf, k.key, k.value);
-}
-
-template <class key_obj>
-std::pair<uint64_t, uint64_t> CQF<key_obj>::queryValAndIdx(key_obj& k) const {
-	uint64_t eq, idx;
-	eq = qf_key_value_index(&cqf, k.key, k.value, &idx);
-	return std::make_pair(eq, idx);
-}
-
-template <class key_obj>
-uint64_t CQF<key_obj>::get_index(const key_obj& k) {
-	return get_bucket_index(k.key);
-}
-
-template <class key_obj>
-CQF<key_obj>::Iterator::Iterator(QFi it, uint32_t cutoff, uint64_t end_hash)
-	: iter(it), last_prefetch_offset(LLONG_MIN), cutoff(cutoff),
-	end_hash(end_hash) {
-		buffer_size = (((it.qf->metadata->size / 2048 -
-										 (rand() % (it.qf->metadata->size / 4096)))
-										+ 4095) / 4096) * 4096;
-		buffer = (unsigned char*)mmap(NULL, buffer_size, PROT_READ | PROT_WRITE,
-																	MAP_PRIVATE | MAP_ANONYMOUS, -1, 0);
-		if (buffer == MAP_FAILED) {
-			perror("buffer malloc");
-			std::cerr << "Can't allocate buffer space." << std::endl;
-			exit(1);
-		}
-	};
-
-template <class key_obj>
-key_obj CQF<key_obj>::Iterator::operator*(void) const {
-	uint64_t key = 0, value = 0, count = 0;
-	qfi_get(&iter, &key, &value, &count);
-	return key_obj(key, value, count);
-}
-
-// This function read one byte from each page in the iterator buffer.
-void handler_function(union sigval sv);
-
-template<class key_obj>
-void CQF<key_obj>::Iterator::operator++(void) {
-	uint64_t last_read_offset;
-	qfi_nextx(&iter, &last_read_offset);
-
-	// Read next "buffer_size" bytes from the file offset.
-	if ((int64_t)last_read_offset >= last_prefetch_offset) {
-		//DEBUG_CDBG("last_read_offset>last_prefetch_offset for " << iter.qf->mem->fd
-							 //<< " " << last_read_offset << ">" << last_prefetch_offset);
-		if (aiocb.aio_buf) {
-			int res = aio_error(&aiocb);
-			if (res == EINPROGRESS) {
-				//DEBUG_CDBG("didn't read fast enough for " << aiocb.aio_fildes <<
-					//" at " << last_read_offset << "(until " << last_prefetch_offset <<
-					//" buffer size: "<< buffer_size << ")...");
-				// const struct aiocb *const aiocb_list[1] = {&aiocb};
-				// aio_suspend(aiocb_list, 1, NULL);
-				//DEBUG_CDBG(" finished it");
-			} else if (res > 0) {
-				//DEBUG_CDBG("aio_error() returned " << std::dec << res);
-			} else if (res == 0) {
-				//DEBUG_CDBG("prefetch was OK for " << aiocb.aio_fildes << " at " <<
-									 //std::hex << aiocb.aio_offset << std::dec);
-			}
-		}
-
-		if ((last_prefetch_offset - (int64_t)buffer_size) > 0) {
-			madvise((unsigned char *)(iter.qf->metadata) + last_prefetch_offset -
-							 buffer_size, buffer_size, MADV_DONTNEED);
-			posix_fadvise(iter.qf->mem->fd, (off_t)(last_prefetch_offset -
-																							(int64_t)buffer_size),
-										buffer_size, POSIX_FADV_DONTNEED);
-		}
-
-		memset(&aiocb, 0, sizeof(struct aiocb));
-		aiocb.aio_fildes = iter.qf->mem->fd;
-		aiocb.aio_buf = (volatile void*)buffer;
-		aiocb.aio_nbytes = buffer_size;
-		if ((last_prefetch_offset + (int64_t)buffer_size) <
-				(int64_t)last_read_offset) {
-			if (last_prefetch_offset != 0)
-				//DEBUG_CDBG("resetting.. lpo:" << last_prefetch_offset << " lro:" <<
-										 //last_read_offset);
-			last_prefetch_offset = ( last_read_offset & ~(4095ULL) ) +
-															PAGE_BUFFER_SIZE;
-		} else {
-			last_prefetch_offset += buffer_size;
-		}
-		aiocb.aio_offset = (__off_t)last_prefetch_offset;
-		//DEBUG_CDBG("prefetch in " << iter.qf->mem->fd << " from " << std::hex <<
-							 //last_prefetch_offset << std::dec << " ... " << " buffer size: "
-							 //<< buffer_size << " into buffer at " << std::hex <<
-							 //((uint64_t)buffer) << std::dec);
-		// to touch each page in the buffer.
-		aiocb.aio_sigevent.sigev_notify = SIGEV_THREAD;
-		aiocb.aio_sigevent.sigev_notify_function = &handler_function;
-		aiocb.aio_sigevent.sigev_value.sival_ptr = (void*)this;
-
-		uint32_t ret = aio_read(&aiocb);
-		//uint32_t ret = posix_fadvise(iter.qf->mem->fd, last_read_offset,
-																 //buffer_size, POSIX_FADV_WILLNEED);
-		//DEBUG_CDBG("prefetch issued");
-		if (ret) {
-			std::cerr << "aio_read failed at " << iter.current << " total size " <<
-				iter.qf->metadata->nslots << std::endl;
-			perror("aio_read");
-		}
-	}
-
-	// Skip past the cutoff
-	do {
-		uint64_t key = 0, value = 0, count = 0;
-		qfi_get(&iter, &key, &value, &count);
-		if (count < cutoff)
-			qfi_next(&iter);
-		else
-			break;
-	} while(!qfi_end(&iter));
-
-	// drop pages of the last million slots.
-	//static uint64_t last_marker = 1;
-	//if (iter.current / PAGE_DROP_GRANULARITY > last_marker + 1) {
-	//uint64_t start_idx = last_marker * PAGE_DROP_GRANULARITY;
-	//uint64_t end_idx = (last_marker + 1) * PAGE_DROP_GRANULARITY;
-	//qf_drop_pages(iter.qf, start_idx, end_idx);
-	//last_marker += 1;
-	//}
-}
-
-/* Currently, the iterator only traverses forward. So, we only need to check
- * the right side limit.
- */
-template<class key_obj>
-bool CQF<key_obj>::Iterator::done(void) const {
-	uint64_t key = 0, value = 0, count = 0;
-	qfi_get(&iter, &key, &value, &count);
-	return key >= end_hash || qfi_end(&iter);
-}
-
-template<class key_obj>
-typename CQF<key_obj>::Iterator CQF<key_obj>::begin(uint32_t cutoff) const {
-	QFi qfi;
-	qf_iterator(&this->cqf, &qfi, 0);
-	// Skip past the cutoff
-	do {
-		uint64_t key = 0, value = 0, count = 0;
-		qfi_get(&qfi, &key, &value, &count);
-		if (count < cutoff)
-			qfi_next(&qfi);
-		else
-			break;
-	} while(!qfi_end(&qfi));
-
-	return Iterator(qfi, cutoff, UINT64_MAX);
-}
-
-template<class key_obj>
-typename CQF<key_obj>::Iterator CQF<key_obj>::end(uint32_t cutoff) const {
-	QFi qfi;
-	qf_iterator(&this->cqf, &qfi, 0xffffffffffffffff);
-	return Iterator(qfi, cutoff, UINT64_MAX);
-}
-
-template<class key_obj>
-typename CQF<key_obj>::Iterator CQF<key_obj>::limits(uint64_t start_hash,
-																										 uint64_t end_hash,
-																										 uint32_t cutoff) const {
-	QFi qfi;
-	qf_iterator_hash(&this->cqf, &qfi, start_hash);
-	// Skip past the cutoff
-	do {
-		uint64_t key = 0, value = 0, count = 0;
-		qfi_get(&qfi, &key, &value, &count);
-		if (count < cutoff)
-			qfi_next(&qfi);
-		else
-			break;
-	} while(!qfi_end(&qfi));
-
-	return Iterator(qfi, cutoff, end_hash);
-}
 #endif
diff --git a/include/cqf/gqf.h b/include/cqf/gqf.h
index 266469d..9565cb3 100644
--- a/include/cqf/gqf.h
+++ b/include/cqf/gqf.h
@@ -78,6 +78,15 @@ extern "C" {
 
 	typedef struct quotient_filter_iterator {
 		const QF *qf;
+		struct {
+			uint64_t nslots;
+			uint64_t xnslots;
+			uint64_t bits_per_slot;
+			uint64_t sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8;
+			uint64_t value_bits;
+			uint64_t key_remainder_bits;
+			uint64_t nblocks;
+		} cache;
 		uint64_t run;
 		uint64_t current;
 		uint64_t cur_start_index;
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 879aaea..8954af6 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -64,13 +64,13 @@ endif()
 install(TARGETS mantis
         RUNTIME DESTINATION bin)
 
-add_executable(monochromatic_component_iterator
-		monochromatic_component_iterator.cc)
-target_include_directories(monochromatic_component_iterator PUBLIC
-  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
-target_link_libraries(monochromatic_component_iterator
-				mantis_core)
-set_property(TARGET monochromatic_component_iterator PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
+#add_executable(monochromatic_component_iterator
+#		monochromatic_component_iterator.cc)
+#target_include_directories(monochromatic_component_iterator PUBLIC
+#  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+#target_link_libraries(monochromatic_component_iterator
+#				mantis_core)
+#set_property(TARGET monochromatic_component_iterator PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 
 add_executable(msf MSF.cc)
diff --git a/src/bitvector.cc b/src/bitvector.cc
deleted file mode 100644
index 22c10d5..0000000
--- a/src/bitvector.cc
+++ /dev/null
@@ -1,43 +0,0 @@
-#include "bitvector.h"
-
-BitVector::BitVector(uint64_t size) : size(size) {
-		bits = sdsl::bit_vector(size);
-}
-
-void BitVector::reset() {
-	bits = sdsl::bit_vector(size);
-}
-
-bool BitVector::operator[](uint64_t idx) {
-	assert(idx < size);
-	return bits[idx];
-}
-
-void BitVector::set(uint64_t idx) {
-	assert(idx < size);
-	bits[idx] = 1;
-}
-
-void BitVector::resize(const uint64_t len) {
-	bits.bit_resize(len);
-	size = len;
-}
-
-BitVectorRRR::BitVectorRRR(std::string& filename) {
-	sdsl::load_from_file(rrr_bits, filename);
-	size = rrr_bits.size();
-	DEBUG_CDBG("Read rrr bit vector of size " << size << " from file " <<
-						 filename);
-}
-
-bool BitVectorRRR::operator[](uint64_t idx) {
-	assert(idx < size);
-	return rrr_bits[idx];
-}
-
-bool BitVectorRRR::serialize(std::string& filename) {
-	DEBUG_CDBG("Serializing rrr bit vector of size " << size << " to file " <<
-						 filename);
-	return sdsl::store_to_file(rrr_bits, filename);
-}
-
diff --git a/src/build_eq_graph.cc b/src/build_eq_graph.cc
deleted file mode 100644
index 4bb85ec..0000000
--- a/src/build_eq_graph.cc
+++ /dev/null
@@ -1,166 +0,0 @@
-#include <iostream>
-#include <string>
-#include <cmath>
-#include <unordered_map>
-#include <unordered_set>
-
-#include "bitvector.h"
-#include "sdsl/rrr_vector.hpp"
-#include "hashutil.h"
-#include "clipp.h"
-
-uint32_t hamming_dist(BitVectorRRR& v, uint64_t vec_length, std::vector<uint32_t>& blengths,
-                      std::vector<uint32_t>& boffs, uint32_t i, uint32_t j, uint32_t thresh) {
-  auto d = [](uint64_t x, uint64_t y) -> int {
-      uint64_t res = x ^ y;
-      return __builtin_popcountll (res);
-  };
-
-  auto idx_i = i * vec_length;
-  auto idx_j = j * vec_length;
-
-  uint64_t dist{0};
-  uint64_t eqwords{0};
-  for (size_t idx = 0; idx < blengths.size(); ++idx) {
-    auto wx = v.get_int(idx_i + boffs[idx], blengths[idx]);
-    auto wy = v.get_int(idx_j + boffs[idx], blengths[idx]);
-    dist += d(wx, wy);
-    eqwords += (wx == wy) ? 1 : 0;
-    if (dist > thresh) { return dist; }
-  }
-  if (dist == 0 ) {
-      if (eqwords < blengths.size()) {
-        std::cerr << "dist = " << dist << ", but eqwords = " << eqwords << " / " << blengths.size() << "\n";
-      }
-      std::cerr << "for " << i << ", " << j << " eqwords = " << eqwords << "\n";
-  }
-  return dist;
-}
-
-int main(int argc, char* argv[]){
-  using namespace clipp; using std::cout; using std::string;
-  uint32_t thresh{5};
-  std::string fname;//{argv[1]};
-  uint64_t vec_length{0};//= std::stoul(argv[2]);
-  uint64_t num_to_process{std::numeric_limits<uint64_t>::max()};// = std::stoul(argv[3]);
-  bool help{false};
-  auto cli = (
-              value("input file", fname),
-              required("-l", "--length") & value("vec_length", vec_length) % "vector length",
-              option("-n") & value("nproc", num_to_process) % "maximum vectors to process (default = all)",
-              option("-t") & value("thresh", thresh) % "threshold of distance to report edges (default = 5)",
-              option("-h", "--help").set(help)
-              );
-
-  if (!parse(argc, argv, cli)) {
-    std::cerr << make_man_page(cli, argv[0]);
-    std::exit(1);
-  } else if (help) {
-    std::cerr << make_man_page(cli, argv[0]);
-    std::exit(1);
-  }
-
-  BitVectorRRR v(fname);
-
-  std::vector<std::unordered_map<uint64_t, std::vector<uint32_t>>> pattern_map;
-  auto num_buckets = std::ceil(vec_length/64.0);
-  pattern_map.resize(num_buckets);
-
-  std::vector<uint32_t> blengths;
-  std::vector<uint32_t> boffs;
-  size_t offset{0};
-  std::cerr << "[";
-  for (size_t i = 0; i < num_buckets; ++i) {
-    auto s = std::min(vec_length - offset, static_cast<uint64_t>(64u));
-    boffs.push_back(offset);
-    blengths.push_back(s);
-    std::cerr << " (" << offset << ", " << s << ")";
-    offset += s;
-  }
-  std::cerr << " ]\n";
-  std::cerr << "pattern map has " << num_buckets << " buckets\n";
-
-  auto tot_bits = v.bit_size();
-  std::cerr << "length = " << tot_bits << "\n";
-
-  offset = 0;
-  uint64_t vec_idx{0};
-  size_t max_num_vec = num_to_process;
-  while (offset < tot_bits and vec_idx < max_num_vec) {
-    for (size_t idx = 0; idx < blengths.size(); ++idx) {
-      auto w = v.get_int(offset + boffs[idx], blengths[idx]);
-      pattern_map[idx][w].push_back(vec_idx);
-    }
-    ++vec_idx;
-    offset = vec_idx * vec_length;
-    if ((vec_idx > 0) and (vec_idx % 500000 == 0)) {
-      std::cerr << "processed " << vec_idx << " vectors\n";
-    }
-  }
-
-  uint64_t s{0};
-  std::vector<double> means;
-  for (size_t b = 0; b < num_buckets; ++b) {
-    std::cerr << "bucket " << b << " has " << pattern_map[b].size() << " patterns (" << (static_cast<float>(vec_idx) / pattern_map[b].size()) << ")\n";
-    s += std::ceil((static_cast<float>(vec_idx) / pattern_map[b].size()));
-    means.push_back((static_cast<float>(vec_idx) / pattern_map[b].size()));
-  }
-
-  std::unordered_map<uint64_t, uint32_t> candidates;
-  std::unordered_set<uint32_t> skip;
-  std::vector<uint64_t> cd;
-  cd.reserve(s);
-  size_t nn{0};
-  size_t nc{0};
-  size_t m{std::numeric_limits<size_t>::max()};
-  std::cout << max_num_vec << '\t' << vec_length << '\n';
-  for (size_t x = 0; x < max_num_vec; ++x) {
-    offset = vec_length * x;
-    for (size_t idx = 0; idx < blengths.size(); ++idx) {
-      auto w = v.get_int(offset + boffs[idx], blengths[idx]);
-      auto& c1 = pattern_map[idx][w];
-      //cd.insert(cd.end(), c1.begin(), c1.end());
-      if (c1.size() < 2*means[idx]) {
-        for(auto c : c1) {
-          if (c > x) { candidates[c] += 1; }
-        }
-      }
-    }
-    //std::sort(cd.begin(), cd.end());
-    //auto last = std::unique(cd.begin(), cd.end());
-    //nc += std::distance(cd.begin(), last);
-
-    //std::cerr << "x = " << x << ", num candidates = " << candidates.size() << '\n';
-
-    for (auto& kv : candidates) {
-      //if (kv.second >= 35) {
-        nn++;
-        auto d = hamming_dist(v, vec_length, blengths, boffs, x, kv.first, thresh);
-        if (d==0) {
-          std::cerr << "WHAT?! " << x << " = " << kv.first << ", num matching blocks = " << kv.second << "\n"; 
-        for(size_t j = 0; j < vec_length; ++j) {
-          std::cerr << v[x*vec_length + j];
-        }
-        std::cerr << "\n\n";
-        for(size_t j = 0; j < vec_length; ++j) {
-          std::cerr << v[kv.first*vec_length + j];
-        }
-        std::cerr << "\n\n";
-        }
-        bool within_bound = d <= thresh;
-        nc += (within_bound);
-        m = (d < m) ? d : m;
-        if (within_bound) { std::cout << x << '\t' << kv.first << '\t' << d << '\n'; }
-        //}
-    }
-    if (x > 0 and x % 10000 == 0) {
-      std::cerr << "x = " << x << " ( " << (nc / static_cast<float>(x)) << ", " << (nn / static_cast<float>(x)) << " : " << m << ")\n";
-    }
-    candidates.clear();
-    //cd.clear();
-  }
-
-
-
-  return 0;
-}
diff --git a/src/coloreddbg.cc b/src/coloreddbg.cc
index 8b7c500..c759581 100644
--- a/src/coloreddbg.cc
+++ b/src/coloreddbg.cc
@@ -51,15 +51,15 @@
 #include "mantisconfig.hpp"
 
 // This function read one byte from each page in the iterator buffer.
-uint64_t tmp_sum;
-void handler_function(union sigval sv) {
-	CQF<KeyObject>::Iterator& it(*((CQF<KeyObject>::Iterator*)sv.sival_ptr));
-	unsigned char *start = (unsigned char*)(it.iter.qf->metadata) + it.last_prefetch_offset;
-	unsigned char *counter = (unsigned char*)(it.iter.qf->metadata) + it.last_prefetch_offset;
-	for (;counter < start + it.buffer_size; counter += 4096) {
-		tmp_sum += *counter;
-	}
-}
+//uint64_t tmp_sum;
+//void handler_function(union sigval sv) {
+	//CQF<KeyObject>::Iterator& it(*((CQF<KeyObject>::Iterator*)sv.sival_ptr));
+	//unsigned char *start = (unsigned char*)(it.iter.qf->metadata) + it.last_prefetch_offset;
+	//unsigned char *counter = (unsigned char*)(it.iter.qf->metadata) + it.last_prefetch_offset;
+	//for (;counter < start + it.buffer_size; counter += 4096) {
+		//tmp_sum += *counter;
+	//}
+//}
 
 /*
  * ===  FUNCTION  =============================================================
@@ -144,9 +144,8 @@ build_main ( BuildOpts& opt )
 	// mmap all the input cqfs
 	std::string cqf_file;
 	uint32_t nqf = 0;
-	uint32_t cutoff;
 	console->info("Reading input Squeakr files.");
-	while (infile >> cqf_file >> cutoff) {
+	while (infile >> cqf_file) {
 		if (!mantis::fs::FileExists(cqf_file.c_str())) {
 			console->error("Squeakr file {} does not exist.", cqf_file);
 			exit(1);
@@ -155,9 +154,9 @@ build_main ( BuildOpts& opt )
 		std::string sample_id = first_part(first_part(last_part(cqf_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}",nqf, cqfs[nqf].seed());
-		console->info("Sample id {} cut off {}", sample_id, cutoff);
+		console->info("Sample id {} cut off {}", sample_id);
 		cqfs.back().dump_metadata();
-    inobjects.emplace_back(&cqfs[nqf], cutoff, sample_id, nqf);
+    inobjects.emplace_back(&cqfs[nqf], sample_id, nqf);
     nqf++;
 	}
 
diff --git a/src/cqf/gqf.c b/src/cqf/gqf.c
index cb8f58e..5ebb915 100644
--- a/src/cqf/gqf.c
+++ b/src/cqf/gqf.c
@@ -32,6 +32,8 @@
 
 #define METADATA_WORD(qf,field,slot_index) (get_block((qf), (slot_index) / \
 					SLOTS_PER_BLOCK)->field[((slot_index)  % SLOTS_PER_BLOCK) / 64])
+#define QFI_METADATA_WORD(qfi,field,slot_index) (qfi_get_block((qfi), (slot_index) / \
+					SLOTS_PER_BLOCK)->field[((slot_index)  % SLOTS_PER_BLOCK) / 64])
 
 #define MAX_VALUE(nbits) ((1ULL << (nbits)) - 1)
 #define BILLION 1000000000L
@@ -462,6 +464,11 @@ static inline qfblock * get_block(const QF *qf, uint64_t block_index)
 	return (qfblock *)(((char *)qf->blocks) + block_index * (sizeof(qfblock) +
 						SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8));
 }
+static inline qfblock * qfi_get_block(const QFi *qfi, uint64_t block_index)
+{
+	return (qfblock *)(((char *)qfi->qf->blocks) + block_index *
+						qfi->cache.sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8);
+}
 #endif
 
 static inline int is_runend(const QF *qf, uint64_t index)
@@ -470,6 +477,12 @@ static inline int is_runend(const QF *qf, uint64_t index)
 																								64)) & 1ULL;
 }
 
+static inline int qfi_is_runend(const QFi *qfi, uint64_t index)
+{
+	return (QFI_METADATA_WORD(qfi, runends, index) >> ((index % SLOTS_PER_BLOCK) %
+																								64)) & 1ULL;
+}
+
 static inline int is_occupied(const QF *qf, uint64_t index)
 {
 	return (METADATA_WORD(qf, occupieds, index) >> ((index % SLOTS_PER_BLOCK) %
@@ -484,6 +497,12 @@ static inline uint64_t get_slot(const QF *qf, uint64_t index)
 	return get_block(qf, index / SLOTS_PER_BLOCK)->slots[index % SLOTS_PER_BLOCK];
 }
 
+static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
+{
+	assert(index < qfi->qf->metadata->xnslots);
+	return qfi_get_block(qfi, index / SLOTS_PER_BLOCK)->slots[index % SLOTS_PER_BLOCK];
+}
+
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 {
 	assert(index < qf->metadata->xnslots);
@@ -508,6 +527,19 @@ static inline uint64_t get_slot(const QF *qf, uint64_t index)
 															8)) & BITMASK(BITS_PER_SLOT));
 }
 
+static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
+{
+	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
+	 * to generate buggy code.  :/  */
+	assert(index < qfi->qf->metadata->xnslots);
+	uint64_t *p = (uint64_t *)&qfi_get_block(qfi, index /
+																			 SLOTS_PER_BLOCK)->slots[(index %
+																																SLOTS_PER_BLOCK)
+																			 * BITS_PER_SLOT / 8];
+	return (uint64_t)(((*p) >> (((index % SLOTS_PER_BLOCK) * BITS_PER_SLOT) %
+															8)) & BITMASK(BITS_PER_SLOT));
+}
+
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 {
 	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
@@ -546,6 +578,20 @@ static inline uint64_t get_slot(const QF *qf, uint64_t index)
 										BITMASK(qf->metadata->bits_per_slot));
 }
 
+static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
+{
+	assert(index < qfi->qf->metadata->xnslots);
+	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
+	 * to generate buggy code.  :/  */
+	uint64_t *p = (uint64_t *)&qfi_get_block(qfi, index /
+																			 SLOTS_PER_BLOCK)->slots[(index %
+																																SLOTS_PER_BLOCK)
+																			 * qfi->cache.bits_per_slot / 8];
+	return (uint64_t)(((*p) >> (((index % SLOTS_PER_BLOCK) *
+															 qfi->cache.bits_per_slot) % 8)) &
+										BITMASK(qfi->cache.bits_per_slot));
+}
+
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 {
 	assert(index < qf->metadata->xnslots);
@@ -1203,6 +1249,80 @@ static inline uint64_t decode_counter(const QF *qf, uint64_t index, uint64_t
 	return end + 1;
 }
 
+/* Returns the length of the encoding. 
+REQUIRES: index points to first slot of a counter. */
+static inline uint64_t qfi_decode_counter(const QFi *qfi, uint64_t index, uint64_t
+																			*remainder, uint64_t *count)
+{
+	uint64_t base;
+	uint64_t rem;
+	uint64_t cnt;
+	uint64_t digit;
+	uint64_t end;
+
+	*remainder = rem = qfi_get_slot(qfi, index);
+
+	if (qfi_is_runend(qfi, index)) { /* Entire run is "0" */
+		*count = 1; 
+		return index;
+	}
+
+	digit = qfi_get_slot(qfi, index + 1);
+
+	if (qfi_is_runend(qfi, index + 1)) {
+		*count = digit == rem ? 2 : 1;
+		return index + (digit == rem ? 1 : 0);
+	}
+
+	if (rem > 0 && digit >= rem) {
+		*count = digit == rem ? 2 : 1;
+		return index + (digit == rem ? 1 : 0);
+	}
+
+	if (rem > 0 && digit == 0 && qfi_get_slot(qfi, index + 2) == rem) {
+		*count = 3;
+		return index + 2;
+	}
+
+	if (rem == 0 && digit == 0) {
+		if (qfi_get_slot(qfi, index + 2) == 0) {
+			*count = 3;
+			return index + 2;
+		} else {
+			*count = 2;
+			return index + 1;
+		}
+	}
+
+	cnt = 0;
+	base = (1ULL << qfi->qf->metadata->bits_per_slot) - (rem ? 2 : 1);
+
+	end = index + 1;
+	while (digit != rem && !qfi_is_runend(qfi, end)) {
+		if (digit > rem)
+			digit--;
+		if (digit && rem)
+			digit--;
+		cnt = cnt * base + digit;
+
+		end++;
+		digit = qfi_get_slot(qfi, end);
+	}
+
+	if (rem) {
+		*count = cnt + 3;
+		return end;
+	}
+
+	if (qfi_is_runend(qfi, end) || qfi_get_slot(qfi, end + 1) != 0) {
+		*count = 1;
+		return index;
+	}
+
+	*count = cnt + 4;
+	return end + 1;
+}
+
 /* return the next slot which corresponds to a 
  * different element 
  * */
@@ -2006,6 +2126,15 @@ bool qf_iterator(const QF *qf, QFi *qfi, uint64_t position)
 	if (qfi->current < position)
 		qfi->current = position;
 
+	qfi->cache.nslots = qf->metadata->nslots;
+	qfi->cache.xnslots = qf->metadata->xnslots;
+	qfi->cache.sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8 =
+						(sizeof(qfblock) + SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8);
+	qfi->cache.bits_per_slot = qf->metadata->bits_per_slot;
+	qfi->cache.value_bits = qf->metadata->value_bits;
+	qfi->cache.key_remainder_bits = qf->metadata->key_remainder_bits;
+	qfi->cache.nblocks = qf->metadata->nblocks;
+
 #ifdef LOG_CLUSTER_LENGTH
 	qfi->c_info = (cluster_data* )calloc(qf->metadata->nslots/32,
 																			 sizeof(cluster_data));
@@ -2088,11 +2217,11 @@ int qfi_get(const QFi *qfi, uint64_t *key, uint64_t *value, uint64_t *count)
 	assert(qfi->current < qfi->qf->metadata->nslots);
 
 	uint64_t current_remainder, current_count;
-	decode_counter(qfi->qf, qfi->current, &current_remainder, &current_count);
+	qfi_decode_counter(qfi, qfi->current, &current_remainder, &current_count);
 
-	*value = current_remainder & BITMASK(qfi->qf->metadata->value_bits);
-	current_remainder = current_remainder >> qfi->qf->metadata->value_bits;
-	*key = (qfi->run << qfi->qf->metadata->key_remainder_bits) | current_remainder;
+	*value = current_remainder & BITMASK(qfi->cache.value_bits);
+	current_remainder = current_remainder >> qfi->cache.value_bits;
+	*key = (qfi->run << qfi->cache.key_remainder_bits) | current_remainder;
 	*count = current_count; 
 
 	/*qfi->current = end_index;*/ 		//get should not change the current index
@@ -2106,7 +2235,7 @@ int qfi_next(QFi *qfi) {
 int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 {
 	uint64_t block_index = qfi->run / SLOTS_PER_BLOCK;
-	qfblock* addr = get_block(qfi->qf, block_index);
+	qfblock* addr = qfi_get_block(qfi, block_index);
 	if (read_offset) *read_offset = (char*)addr - (char*)(qfi->qf->metadata);
 
 	if (qfi_end(qfi))
@@ -2114,15 +2243,15 @@ int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 	else {
 		/* move to the end of the current counter*/
 		uint64_t current_remainder, current_count;
-		qfi->current = decode_counter(qfi->qf, qfi->current, &current_remainder,
+		qfi->current = qfi_decode_counter(qfi, qfi->current, &current_remainder,
 																	&current_count);
 
-		if (!is_runend(qfi->qf, qfi->current)) {
+		if (!qfi_is_runend(qfi, qfi->current)) {
 			qfi->current++;
 #ifdef LOG_CLUSTER_LENGTH
 			qfi->cur_length++;
 #endif
-			if (qfi->current > qfi->qf->metadata->nslots)
+			if (qfi->current > qfi->cache.nslots)
 				return 1;
 			return 0;
 		}
@@ -2133,20 +2262,20 @@ int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 #endif
 			uint64_t rank = bitrank(addr->occupieds[0],
 															qfi->run % SLOTS_PER_BLOCK);
-			uint64_t next_run = bitselect(get_block(qfi->qf,
+			uint64_t next_run = bitselect(qfi_get_block(qfi,
 																							block_index)->occupieds[0],
 																		rank);
 			if (next_run == 64) {
 				rank = 0;
-				while (next_run == 64 && block_index < qfi->qf->metadata->nblocks) {
+				while (next_run == 64 && block_index < qfi->cache.nblocks) {
 					block_index++;
-					next_run = bitselect(get_block(qfi->qf, block_index)->occupieds[0],
+					next_run = bitselect(qfi_get_block(qfi, block_index)->occupieds[0],
 															 rank);
 				}
 			}
-			if (block_index == qfi->qf->metadata->nblocks) {
+			if (block_index == qfi->cache.nblocks) {
 				/* set the index values to max. */
-				qfi->run = qfi->current = qfi->qf->metadata->xnslots;
+				qfi->run = qfi->current = qfi->cache.xnslots;
 				return 1;
 			}
 			qfi->run = block_index * SLOTS_PER_BLOCK + next_run;
@@ -2173,7 +2302,7 @@ int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 
 inline int qfi_end(const QFi *qfi)
 {
-	if (qfi->current >= qfi->qf->metadata->xnslots /*&& is_runend(qfi->qf, qfi->current)*/)
+	if (qfi->current >= qfi->cache.xnslots /*&& is_runend(qfi->qf, qfi->current)*/)
 		return 1;
 	else
 		return 0;
diff --git a/src/validatemantis.cc b/src/validatemantis.cc
index 9f09ca8..2645dd2 100644
--- a/src/validatemantis.cc
+++ b/src/validatemantis.cc
@@ -61,7 +61,7 @@ validate_main ( ValidateOpts& opt )
 {
 
 	spdlog::logger* console = opt.console.get();
-	// Read experiment CQFs and cutoffs
+	// Read experiment CQFs
 	std::ifstream infile(opt.inlist);
   uint64_t num_samples{0};
   if (infile.is_open()) {
@@ -82,19 +82,10 @@ validate_main ( ValidateOpts& opt )
 	cqfs = (CQF<KeyObject>*)calloc(num_samples, sizeof(CQF<KeyObject>));
 
 
-	// Read cutoffs files
-	//std::unordered_map<std::string, uint64_t> cutoffs;
-	//std::string sample_id;
-	//while (cutofffile >> sample_id >> cutoff) {
-	//std::pair<std::string, uint32_t> pair(last_part(sample_id, '/'), cutoff);
-	//cutoffs.insert(pair);
-	//}
-
 	// mmap all the input cqfs
 	std::string cqf_file;
 	uint32_t nqf = 0;
-	uint32_t cutoff;
-	while (infile >> cqf_file >> cutoff) {
+	while (infile >> cqf_file) {
 		if (!mantis::fs::FileExists(cqf_file.c_str())) {
 			console->error("Squeakr file {} does not exist.", cqf_file);
 			exit(1);
@@ -103,9 +94,9 @@ validate_main ( ValidateOpts& opt )
 		std::string sample_id = first_part(first_part(last_part(cqf_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}", nqf, cqfs[nqf].seed());
-		console->info("Sample id {} cut-off {}", sample_id, cutoff);
+		console->info("Sample id {} cut-off {}", sample_id);
 		cqfs[nqf].dump_metadata();
-		inobjects[nqf] = SampleObject<CQF<KeyObject>*>(&cqfs[nqf], cutoff,
+		inobjects[nqf] = SampleObject<CQF<KeyObject>*>(&cqfs[nqf],
 																									 sample_id, nqf);
 		nqf++;
 	}
@@ -145,7 +136,7 @@ validate_main ( ValidateOpts& opt )
 																										total_kmers);
 	console->info("Total k-mers to query: {}", total_kmers);
 
-	// Query kmers in each experiment CQF ignoring kmers below the cutoff.
+	// Query kmers in each experiment CQF
 	// Maintain the fraction of kmers present in each experiment CQF.
 	std::vector<std::unordered_map<uint64_t, float>> ground_truth;
 	std::vector<mantis::QueryResult> cdbg_output;
@@ -153,14 +144,10 @@ validate_main ( ValidateOpts& opt )
 	for (auto kmers : multi_kmers) {
 		std::unordered_map<uint64_t, float> fraction_present;
 		for (uint64_t i = 0; i < nqf; i++) {
-			uint32_t cutoff = inobjects[i].cutoff;
 			for (auto kmer : kmers) {
 				KeyObject k(kmer, 0, 0);
 				uint64_t count = cqfs[i].query(k);
-				if (count < cutoff)
-					continue;
-				else
-					fraction_present[inobjects[i].id] += 1;
+				fraction_present[inobjects[i].id] += 1;
 			}
 		}
 		// Query kmers in the cdbg
diff --git a/src/walkEqcls.cc b/src/walkEqcls.cc
deleted file mode 100644
index 66310cd..0000000
--- a/src/walkEqcls.cc
+++ /dev/null
@@ -1,937 +0,0 @@
-
-#include "compressedSetBit.h"
-#include "hashutil.h"
-#include "bitvector.h"
-#include "sdsl/bits.hpp"
-#include "sparsepp/spp.h"
-
-#include <time.h>
-#include <random>
-#include <sstream>
-#include <algorithm>
-
-
-void print_time_elapsed(string desc, struct timeval *start, struct timeval *end) {
-    struct timeval elapsed;
-    if (start->tv_usec > end->tv_usec) {
-        end->tv_usec += 1000000;
-        end->tv_sec--;
-    }
-    elapsed.tv_usec = end->tv_usec - start->tv_usec;
-    elapsed.tv_sec = end->tv_sec - start->tv_sec;
-    float time_elapsed = (elapsed.tv_sec * 1000000 + elapsed.tv_usec) / 1000000.f;
-    std::cout << desc << "Total Time Elapsed: " << to_string(time_elapsed) << " seconds" << std::endl;
-}
-
-// @input
-// cnt: setbit cnt 
-// num_samples: total number of bits
-// @return true if the output of delta_compression/decompression is the same as bitvector_rrr
-//template<typename IndexSizeT>
-bool validate(uint16_t cnt, uint16_t num_samples = 2586) {
-    std::cout << "\n[Validate]\n";
-
-    std::cout << "validate for " << cnt << " set bits out of " << num_samples << "\n";
-    std::set<uint32_t> randIdx;
-
-    BitVector bv(num_samples);
-    std::vector<uint32_t> idxList(cnt);
-    size_t i = 0;
-    while (i < cnt) {
-        //std::cout << "i:"<<i<<"\n";
-        uint32_t currIdx = rand() % num_samples;
-        //std::cout << "b" << currIdx << "\n";
-        if (randIdx.find(currIdx) != randIdx.end()) continue;
-        randIdx.insert(currIdx);
-        bv.set(currIdx);
-        idxList[i] = currIdx;
-        //std::cout << currIdx << "\n";
-        i++;
-    }
-    BitVectorRRR bvr(bv);
-    std::vector<uint32_t> bvr_idxList;
-    uint16_t wrdCnt = 64;
-    for (uint16_t i = 0; i < num_samples; i += wrdCnt) {
-        wrdCnt = std::min((uint16_t) 64, (uint16_t) (num_samples - i));
-        uint64_t wrd = bvr.get_int(i, wrdCnt);
-        for (uint16_t j = 0, idx = i; j < wrdCnt; j++, idx++) {
-            if (wrd >> j & 0x01) {
-                //std::cout << i << " " << j << "\n";
-                bvr_idxList.push_back(idx);
-            }
-        }
-    }
-    //std::cout <<"\nidx size: " << idxList.size() << "\n";
-    CompressedSetBit<uint32_t> setBitList(idxList);
-
-    vector <uint32_t> output;
-    setBitList.uncompress(output);
-    //std::cout << "\nAfter compress&decompress size is " << output.size() << "\n";
-    if (output.size() != bvr_idxList.size()) {
-        std::cout << "rrr idx list size: " << bvr_idxList.size() << " deltac size: " << output.size() << "\n";
-        return false;
-    }
-    for (size_t i = 0; i < output.size(); i++)
-        if (output[i] != bvr_idxList[i]) {
-            std::cout << i << " rrr idx: " << bvr_idxList[i] << " deltac: " << output[i] << "\n";
-            return false;
-        }
-    return true;
-}
-
-/*
- * validates if the rrr bvs in the input directory all together have unique rows
- */
-void validate_uniqueness(std::string &directory, size_t num_samples) {
-    spp::sparse_hash_map<BitVector, uint64_t, sdslhash<BitVector>> eqMap;
-    uint64_t cntr = 0;
-
-    for (auto f = 0; f < 12; f++) {
-        uint64_t curCntr = 0;
-        std::string filename = directory + std::to_string(f) + "_eqclass_rrr.cls";
-        BitVectorRRR eqcls(filename);
-        //subPattern.calcHash();
-        uint64_t bitcntr = 0;
-        while (bitcntr < eqcls.bit_size()) {
-            //std::cerr << "\n" << curCntr << "\n";
-
-            BitVector eq(num_samples);
-            size_t i = 0;
-            while (i < num_samples) {
-                size_t bitCnt = std::min(num_samples - i, (size_t) 64);
-                size_t wrd = eqcls.get_int(curCntr * num_samples + i, bitCnt);
-                for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
-                    if ((wrd >> j) & 0x01) {
-                        eq.set(curIdx);
-
-                    } /*else {
-                        std::cerr << curIdx << " ";
-                    }*/
-                }
-                i += bitCnt;
-                bitcntr += bitCnt;
-            }
-            // Find if the eqclass of the kmer is already there.
-            // If it is there then increment the abundance.
-            // Else create a new eq class.
-            if (eqMap.find(eq) == eqMap.end()) {
-                eqMap.emplace(std::piecewise_construct, std::forward_as_tuple(eq), std::forward_as_tuple(cntr));
-            } else { // eq class is seen before. Throw exception
-                std::cerr << "\nFound an already existing equivalence class pattern. eq. number "
-                          << cntr << " file " << f << " cur cntr: " << curCntr
-                          << " before: " << eqMap[eq] << "\n";
-                std::exit(1);
-            }
-            cntr++;
-            curCntr++;
-            if (curCntr % 1000000 == 0) {
-                std::cerr << "passed " << curCntr << "th eq.\n";
-            }
-        }
-    }
-    std::cerr << "Validation passed!!! Found " << cntr << " unique eq classes.\n";
-
-
-}
-
-void compareCompressions(std::string &filename, size_t num_samples) {
-    std::cout << "\n[CompareCompressions]\n";
-    size_t gtBV = 0;
-    size_t gtBVR = 0;
-    size_t bvrGTbv = 0;
-    size_t bvEQbvr = 0;
-    size_t compressedSum = 0;
-    size_t bvSum = 0;
-    size_t bvrSum = 0;
-
-    size_t roundIdxCnt = 0;
-    size_t totalIdxCnt = 0;
-    BitVectorRRR eqcls(filename);
-    size_t totalEqClsCnt = eqcls.bit_size() / num_samples; //222584822;
-    std::cout << "Total bit size: " << eqcls.bit_size() << "\ntotal # of equivalence classes: " << totalEqClsCnt
-              << "\n";
-    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
-        BitVector bv(num_samples);
-        std::vector<uint32_t> idxList;
-        idxList.reserve(num_samples);
-        size_t i = 0;
-        while (i < num_samples) {
-            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
-            size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
-            for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
-                if ((wrd >> j) & 0x01) {
-                    bv.set(curIdx);
-                    idxList.push_back(curIdx);
-                }
-            }
-            i += bitCnt;
-        }
-        //if (idxList.size() == 0) std::cerr << "Error!! " << eqclsCntr << " Shouldn't ever happen\n";
-        totalIdxCnt += idxList.size();
-        roundIdxCnt += idxList.size();
-        if (eqclsCntr != 0 && (eqclsCntr) % 1000000 == 0) {
-            std::cout << "\n\nTotal number of experiments are : " << eqclsCntr <<
-                      "\nTotal average set bits: " << totalIdxCnt / eqclsCntr <<
-                      "\nThis round average set bits: " << roundIdxCnt / 1000000 <<
-                      "\nbv average size : " << bvSum / eqclsCntr <<
-                      "\nbvr average size : " << bvrSum / eqclsCntr <<
-                      "\ncompressed average size : " << compressedSum / eqclsCntr <<
-                      "\ncompressed > bv : " << gtBV << " or " << (gtBV * 100) / eqclsCntr << "% of the time" <<
-                      "\ncompressed > bvr : " << gtBVR << " or " << (gtBVR * 100) / eqclsCntr << "% of the time" <<
-                      "\nbvr > bv : " << bvrGTbv << " or " << (bvrGTbv * 100) / eqclsCntr << "% of the time" <<
-                      "\n";
-            roundIdxCnt = 0;
-        }
-
-        BitVectorRRR bvr(bv);
-        CompressedSetBit<uint64_t> setBitList(idxList);
-
-        size_t bvSize = bv.bit_size()/8;//size_in_bytes();
-        size_t bvrSize = bvr.bit_size()/8;//size_in_bytes();
-        size_t compressedSize = setBitList.size_in_bytes();
-        bvSum += bvSize;
-        bvrSum += bvrSize;
-        compressedSum += compressedSize;
-        if (compressedSize > bvSize) gtBV++;
-        if (compressedSize > bvrSize) gtBVR++;
-        if (bvrSize > bvSize) bvrGTbv++;
-        if (bvrSize == bvSize) bvEQbvr++;
-        //vector<uint32_t> output;
-        //setBitList.uncompress(output);
-    }
-    std::cout << "\n\n\nFinalResults:\n" <<
-              "Total number of experiments are : " << totalEqClsCnt << "\n" <<
-              "\nbv average size : " << bvSum / totalEqClsCnt <<
-              "\nbvr average size : " << bvrSum / totalEqClsCnt <<
-              "\ncompressed average size : " << compressedSum / totalEqClsCnt <<
-              "\nHow many times compressed > bv : " << gtBV << " or " << (gtBV * 100) / totalEqClsCnt << "% of the time"
-              <<
-              "\nHow many times compressed > bvr : " << gtBVR << " or " << (gtBVR * 100) / totalEqClsCnt
-              << "% of the time" <<
-              "\nHow many times bvr > bv : " << bvrGTbv << " or " << (bvrGTbv * 100) / totalEqClsCnt << "% of the time"
-              <<
-              "\nHow many times bvr == bv : " << bvEQbvr << " or " << (bvEQbvr * 100) / totalEqClsCnt << "% of the time"
-              <<
-              "\n";
-}
-
-void compareCopies(size_t num_samples) {
-    std::cout << "\n[CompareCopies]\n";
-
-    struct timeval start, end;
-    struct timezone tzp;
-
-    size_t numOfCopies = 10;
-
-    size_t bit_cnt = 1000000000;
-    size_t i;
-    sdsl::bit_vector bits(bit_cnt);
-    srand(time(NULL));
-
-    gettimeofday(&start, &tzp);
-    for (auto i = 0; i < 1000000; i++) {
-        bits[rand() % bit_cnt] = 1;
-    }
-    gettimeofday(&end, &tzp);
-    print_time_elapsed("Set random bits done: ", &start, &end);
-
-    sdsl::bit_vector bits2(bit_cnt);
-    sdsl::bit_vector bits3(bit_cnt);
-    sdsl::bit_vector bits4(bit_cnt + 1);
-
-    gettimeofday(&start, &tzp);
-    for (auto c = 0; c < numOfCopies; c++) {
-        bits2 = bits;
-    }
-    gettimeofday(&end, &tzp);
-    print_time_elapsed("MemCpy: ", &start, &end);
-
-    gettimeofday(&start, &tzp);
-    for (auto c = 0; c < numOfCopies; c++) {
-        i = 0;
-        while (i < bit_cnt) {
-            if (bits[i])
-                bits3[i] = 1;
-            i++;
-        }
-    }
-
-    gettimeofday(&end, &tzp);
-    print_time_elapsed("Index by index!: ", &start, &end);
-
-    gettimeofday(&start, &tzp);
-    for (auto c = 0; c < numOfCopies; c++) {
-        i = 0;
-        size_t j = 1;
-        while (i < bit_cnt) {
-            size_t bitCnt = std::min(bit_cnt - i, (size_t) 64);
-            size_t wrd = bits.get_int(i, bitCnt);
-            bits4.set_int(j, wrd, bitCnt);
-            i += bitCnt;
-            j += bitCnt;
-        }
-    }
-    gettimeofday(&end, &tzp);
-    print_time_elapsed("Read int and write int: ", &start, &end);
-
-}
-
-void splitRows(std::string filename,
-               std::string outdir,
-               uint64_t num_samples = 2586) {
-    //std::cerr << "1\n";
-    std::string eqfile;
-    std::ifstream eqlist(filename);
-    std::ofstream bvlist(outdir+"/list.txt");
-    uint64_t totalEqCls = 0;
-    uint64_t rowcntr = 0;
-    if (eqlist.is_open()) {
-        while (getline(eqlist, eqfile)) {
-            sdsl::rrr_vector<63> bvr;
-            sdsl::load_from_file(bvr, eqfile);
-            std::cerr << "loaded " << bvr.size() << "\n";
-            totalEqCls = bvr.size()/num_samples;
-            std::cerr << "total eq in this set: " << totalEqCls << "\t";
-            std::cerr << "created\n";
-            for (uint64_t eqcntr = 0; eqcntr < totalEqCls; eqcntr++) {
-                sdsl::bit_vector eqcls(num_samples, 0);
-                uint64_t i = 0;
-                while (i < num_samples) {
-                    uint64_t bitCnt = std::min(num_samples - i, (uint64_t) 64);
-                    uint64_t wrd = bvr.get_int(eqcntr*num_samples+i, bitCnt);
-                    //std::cerr << wrd << " ";
-                    eqcls.set_int(i, wrd, bitCnt);
-                    i+=bitCnt;
-                }
-                std::string outbvfile = outdir + "/row" + std::to_string(rowcntr) + ".sim.bf.bv";
-                sdsl::store_to_file(eqcls, outbvfile);
-                bvlist << outbvfile << "\n";
-                rowcntr++;
-            }
-        }
-        eqlist.close();
-        bvlist.close();
-    }
-
-}
-
-void splitColumns(std::string filename,
-               std::string outdir,
-               uint64_t totalEqClsCnt = 222000000,
-               uint64_t num_samples = 2586) {
-    std::string eqfile;
-    std::ifstream eqlist(filename);
-    std::ofstream bvlist(outdir+"/collist.txt");
-    std::vector<sdsl::bit_vector> cols(num_samples);
-    //std::vector<uint64_t> wrds(num_samples);
-    for (auto &bv : cols) bv = sdsl::bit_vector(totalEqClsCnt, 0);
-    if (eqlist.is_open()) {
-        uint64_t accumTotalEqCls = 0, lineCntr{0};
-        while (getline(eqlist, eqfile)) {
-            //if (lineCntr >= 10) {
-                sdsl::rrr_vector<63> bvr;
-                std::cerr << "file: " << eqfile << "\n";
-                sdsl::load_from_file(bvr, eqfile);
-                std::cerr << "loaded " << bvr.size()
-                          << " accumulative Eq Cnt: " << accumTotalEqCls << "\n";
-                //std::cerr << "total eq in this set: " << totalEqCls << "\t";
-                //std::cerr << "created\n";
-                uint64_t b = 0;
-                while (b < bvr.size() and accumTotalEqCls < totalEqClsCnt) {
-                    uint64_t c{0}, bitcnt{0}, wrd{0}, sampleCntr{0};
-                    while (c < num_samples) {
-                        bitcnt = std::min(num_samples - c, (uint64_t) 64);
-                        wrd = bvr.get_int(b + c, bitcnt);
-                        for (uint64_t j = 0; j < bitcnt; j++) {
-                            if ((wrd >> j) & 0x01) {
-                                cols[sampleCntr][accumTotalEqCls] = 1;
-                            }
-                            sampleCntr++;
-                        }
-                        c += bitcnt;
-                    }
-                    /*for (uint64_t c = 0; c < num_samples; c++) {
-                        if (bvr[(b + c)]) {
-                            cols[c][accumTotalEqCls] = 1;
-                        }
-                    }*/
-                    //std::cerr << "\n";
-                    accumTotalEqCls++;
-                    if (accumTotalEqCls % 1000000 == 0 || accumTotalEqCls > 222584820) {
-                        std::cerr << accumTotalEqCls << " processed\n";
-                    }
-                    b += num_samples;
-                }
-            /*} else {
-                lineCntr++;
-                accumTotalEqCls += 20000000;
-            }*/
-        }
-        std::cerr << "\n\nColumn bvs ready to be stored to file .. \n";
-        uint64_t colcntr{0};
-        for (auto& v : cols) {
-            std::string outbvfile = outdir + "/col" + std::to_string(colcntr) + ".sim.bf.bv";
-            sdsl::store_to_file(v, outbvfile);
-            bvlist << outbvfile << "\n";
-            colcntr++;
-        }
-
-        eqlist.close();
-        bvlist.close();
-    }
-
-}
-
-
-void decompress(std::string filename,
-                std::string outfilename,
-                uint64_t totalEqCls,
-                uint64_t num_samples = 2586) {
-    //std::cerr << "1\n";
-    sdsl::rrr_vector<63> bvr;
-    sdsl::load_from_file(bvr, filename);
-    //sdsl::rank_support_rrr<1, 63> ranks(&bvr);
-    //std::cerr << "1\n";
-    //totalEqCls = 1;
-    size_t prev = 0;
-    size_t cur = 0;
-    //std::cerr << "1\n";
-    /*for (uint64_t i = 1; i < 21; i++) {
-        cur = ranks(2586 * i);
-        std::cout << "rank: " << cur << " " << cur - prev << "\n";
-        prev = cur;
-    }*/
-    //std::exit(1);
-    std::cerr << "loaded " << bvr.size() << "\n";
-    sdsl::bit_vector eqcls(totalEqCls * num_samples, 0);
-    std::cerr << "created\n";
-    for (uint64_t i = 0; i < totalEqCls * num_samples; i += 64) {
-        uint64_t bitCnt = std::min(totalEqCls * num_samples - i, (uint64_t) 64);
-        uint64_t wrd = bvr.get_int(i, bitCnt);
-        //std::cerr << wrd << " ";
-        eqcls.set_int(i, wrd, bitCnt);
-    }
-    sdsl::store_to_file(eqcls, outfilename);
-}
-
-void compare_reordered_original(std::string filename1,
-                                std::string filename2,
-                                std::string order_filename,
-                                uint64_t num_samples) {
-    std::cout << "\n[compare_reordered_original]\n";
-
-    struct timeval start, end;
-    struct timezone tzp;
-
-    uint64_t setBitCnt1{0}, setBitCnt2{0};
-    std::ifstream orderFile(order_filename);
-    std::vector<size_t> newOrder;
-    while (!orderFile.eof()) {
-        size_t val;
-        orderFile >> val;
-        //std::cout << val << " ";
-        newOrder.push_back(val);
-    }
-    std::cout << "\n";
-    sdsl::bit_vector eqcls;
-    sdsl::bit_vector reordered_eqcls;
-    sdsl::load_from_file(eqcls, filename1);
-    sdsl::load_from_file(reordered_eqcls, filename2);
-    size_t totalEqClsCnt = reordered_eqcls.size() / num_samples; //222584822;
-    std::cout << "Total number of Eq. Clss: " << totalEqClsCnt << "\n";
-    //totalEqClsCnt = 1000001;
-    gettimeofday(&start, &tzp);
-
-    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
-
-        std::vector<size_t> eqcls_setbits;
-        std::vector<size_t> reordered_eqcls_setbits;
-        eqcls_setbits.reserve(num_samples);
-        reordered_eqcls_setbits.reserve(num_samples);
-
-        // transpose the matrix of eq. classes
-        size_t i = 0;
-        while (i < num_samples) {
-            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
-            size_t wrd1 = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
-            size_t wrd2 = reordered_eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
-            for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
-                if ((wrd1 >> j) & 0x01) {
-                    setBitCnt1++;
-                    eqcls_setbits.push_back(newOrder[curIdx]);
-                }
-                if ((wrd2 >> j) & 0x01) {
-                    setBitCnt2++;
-                    reordered_eqcls_setbits.push_back(curIdx);
-                }
-
-            }
-            i += bitCnt;
-        }
-        std::sort(eqcls_setbits.begin(), eqcls_setbits.end());
-        std::sort(reordered_eqcls_setbits.begin(), reordered_eqcls_setbits.end());
-
-        if (eqcls_setbits != reordered_eqcls_setbits) {
-            std::cout << "ERROR! EQ CLSES in ROW: " << eqclsCntr << " NOT THE SAME.\n";
-            std::exit(1);
-        }
-        if (eqclsCntr != 0 && (eqclsCntr) % 1000000 == 0) {
-            gettimeofday(&end, &tzp);
-            std::stringstream ss;
-            ss << eqclsCntr << " eqclses processed, ";
-            print_time_elapsed(ss.str(), &start, &end);
-            gettimeofday(&start, &tzp);
-        }
-
-    }
-    if (setBitCnt1 != setBitCnt2) {
-        std::cout << "ERROR! EQ CLSES SET BITS NOT THE SAME: " << setBitCnt1 << " VS " << setBitCnt2 << "\n";
-        std::exit(1);
-    }
-    std::cout << "\nValidation Passed!\n\n";
-}
-
-void reorder(std::string filename,
-             std::string out_filename,
-             std::vector<size_t> &newOrder,
-             uint64_t num_samples) {
-    std::cout << "\n[Reorder]\n";
-    struct timeval start, end;
-    struct timezone tzp;
-
-    //std::cout << "\n";
-    sdsl::bit_vector eqcls;
-    sdsl::load_from_file(eqcls, filename);
-    size_t totalEqClsCnt = eqcls.size() / num_samples; //222584822;
-    std::cout << "Total number of Eq. Clss: " << totalEqClsCnt << "\n";
-    //totalEqClsCnt = 1280000;
-    sdsl::bit_vector reordered_eqcls(eqcls.size(), 0);
-    gettimeofday(&start, &tzp);
-
-    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
-
-        // transpose the matrix of eq. classes
-        size_t i = 0;
-        while (i < num_samples) {
-            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
-            size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
-            for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
-                if ((wrd >> j) & 0x01) {
-                    //std::cout << curIdx << ":" << newOrder[curIdx] << " ";
-                    reordered_eqcls[eqclsCntr * num_samples + newOrder[curIdx]] = 1;
-                }
-            }
-            i += bitCnt;
-        }
-
-        //std::cout << "\n";
-        //std::exit(1);
-        if (eqclsCntr != 0 && (eqclsCntr) % 1000000 == 0) {
-            gettimeofday(&end, &tzp);
-            std::stringstream ss;
-            ss << eqclsCntr << " eqclses processed, ";
-            print_time_elapsed(ss.str(), &start, &end);
-            gettimeofday(&start, &tzp);
-        }
-    }
-    std::cout << "\noutfilename: " << out_filename << "\n";
-    for (auto idx = 0; idx < num_samples; idx++) {
-        std::cout << reordered_eqcls[idx];
-    }
-    std::cout << "\n";
-    for (size_t eqclsCntr = 0; eqclsCntr < 2; eqclsCntr++) {
-        for (size_t i = 0; i < num_samples; i++) {
-            std::cout << reordered_eqcls[num_samples * eqclsCntr + i];
-        }
-        std::cout << "\n";
-    }
-    sdsl::store_to_file(reordered_eqcls, out_filename);
-
-}
-
-void reorder(std::string filename,
-             std::string out_filename,
-             std::string order_filename,
-             uint64_t num_samples) {
-
-    std::ifstream orderFile(order_filename);
-    std::vector<size_t> newOrder;
-    newOrder.resize(num_samples);
-    uint64_t cntr = 0;
-    while (!orderFile.eof()) {
-        size_t val;
-        orderFile >> val;
-        //std::cout << val << " ";
-        newOrder[val] = cntr++;
-        //newOrder.push_back(val);
-    }
-
-    reorder(filename, out_filename, newOrder, num_samples);
-}
-
-void build_fakeEq_And_randReord(std::string outfile,
-                                uint64_t totalEqClsCnt = 1280000,
-                                uint64_t num_samples = 2586,
-                                uint64_t wordSize = 8) {
-    std::cout << "\n[Build_fakeEq_And_randReord]\n";
-    uint64_t bvSize = num_samples * totalEqClsCnt;
-    sdsl::bit_vector eqcls(bvSize, 0);
-
-    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
-        size_t i = 0;
-        while (i < num_samples) {
-            uint64_t wrd = rand() % 2 ? 0 : -1;
-            size_t bitCnt = std::min(num_samples - i, (size_t) wordSize);
-            eqcls.set_int(eqclsCntr * num_samples + i, wrd, bitCnt);
-            //wrd = wrd?0:-1;
-            i += bitCnt;
-        }
-    }
-
-    for (size_t eqclsCntr = 0; eqclsCntr < 2; eqclsCntr++) {
-        for (size_t i = 0; i < num_samples; i++) {
-            std::cout << eqcls[num_samples * eqclsCntr + i];
-        }
-        std::cout << "\n";
-    }
-    sdsl::store_to_file(eqcls, outfile + ".eq");
-
-    std::vector<uint64_t> randomizedIndex(num_samples);
-    for (uint64_t i = 0; i < num_samples; i++)
-        randomizedIndex[i] = i;
-    std::random_shuffle(randomizedIndex.begin(), randomizedIndex.end());
-    for (size_t i = 0; i < num_samples; i++) {
-        std::cout << randomizedIndex[i] << " ";
-    }
-    std::cout << "\n";
-    reorder(outfile + ".eq", outfile + "_randOrder.eq", randomizedIndex, num_samples);
-}
-
-void build_distMat(std::string filename,
-                   std::string out_filename,
-                   uint64_t num_samples) {
-    std::cout << "\n[Build_distMat]\n";
-    struct timeval start, end, row2colStart, colPairCompStart;
-    struct timezone tzp;
-
-    std::vector<std::vector<uint64_t>> hamDistMat(num_samples);
-    for (auto &v : hamDistMat) {
-        v.resize(num_samples);
-        for (auto &d : v) d = 0;
-    }
-
-    std::vector<std::vector<double>> mutInfoMat(num_samples);
-    std::vector<std::vector<double>> jointMat(num_samples);
-    for (auto &v : mutInfoMat) {
-        v.resize(num_samples);
-        for (auto &d : v) d = 0;
-    }
-    for (auto &v : jointMat) {
-        v.resize(num_samples);
-        for (auto &d : v) d = 0;
-    }
-
-    //BitVectorRRR eqcls(filename);
-    sdsl::bit_vector eqcls;
-    sdsl::load_from_file(eqcls, filename);
-
-    size_t totalEqClsCnt = eqcls.bit_size() / num_samples; //222584822;
-    //totalEqClsCnt = 1280000;
-    //sdsl::bit_vector uncompressed(totalEqClsCnt*num_samples, 0);
-    std::cout << "Total bit size: " << eqcls.bit_size()
-              << "\ntotal # of equivalence classes: " << totalEqClsCnt << "\n";
-
-    std::vector<sdsl::bit_vector> cols(num_samples);
-    for (auto &bv : cols) bv = sdsl::bit_vector(totalEqClsCnt, 0);
-
-    gettimeofday(&start, &tzp);
-    gettimeofday(&row2colStart, &tzp);
-
-    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
-
-        // transpose the matrix of eq. classes
-        size_t i = 0;
-        while (i < num_samples) {
-            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
-            size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
-            //uncompressed.set_int(eqclsCntr*num_samples+i, wrd, bitCnt);
-            for (size_t j = 0, curIdx = i; j < bitCnt; j++, curIdx++) {
-                if ((wrd >> j) & 0x01) {
-                    cols[curIdx][eqclsCntr] = 1;
-                }
-            }
-            i += bitCnt;
-        }
-
-        if (eqclsCntr != 0 && (eqclsCntr) % 1000000 == 0) {
-            gettimeofday(&end, &tzp);
-            std::stringstream ss;
-            ss << eqclsCntr << " eqclses processed, ";
-            print_time_elapsed(ss.str(), &start, &end);
-            gettimeofday(&start, &tzp);
-        }
-    }
-    //sdsl::store_to_file(uncompressed, "test.eq");
-    gettimeofday(&end, &tzp);
-    print_time_elapsed("DONE!, ", &row2colStart, &end);
-    gettimeofday(&start, &tzp);
-
-    gettimeofday(&colPairCompStart, &tzp);
-
-    // calc ham distance
-    size_t bitCnt = 64;
-    for (size_t k = 0; k < num_samples; k++) {
-        for (size_t j = k + 1; j < num_samples; j++) {
-            uint64_t dist = 0;
-            uint64_t mutprob[4];
-            uint64_t denum = totalEqClsCnt;
-            for (int b = 0; b < 4; b++) mutprob[b] = 0;
-            uint64_t indivprob[2];
-            for (int b = 0; b < 2; b++) indivprob[b] = 0;
-            //calculate distance between column i and j
-            size_t i = 0;
-            while (i < totalEqClsCnt) {
-                bitCnt = std::min(totalEqClsCnt - i, (size_t) 64);
-                uint64_t wrd1 = cols[k].get_int(i, bitCnt);
-                uint64_t wrd2 = cols[j].get_int(i, bitCnt);
-
-                // compare words
-                // xor & pop count
-                dist += sdsl::bits::cnt(wrd1 ^ wrd2);
-
-                indivprob[0] += sdsl::bits::cnt(wrd1);
-                indivprob[1] += sdsl::bits::cnt(wrd2);
-                mutprob[0] += sdsl::bits::cnt((~wrd1) & (~wrd2)) - (64 - bitCnt);
-                mutprob[1] += sdsl::bits::cnt((~wrd1) & wrd2);
-                mutprob[2] += sdsl::bits::cnt(wrd1 & (~wrd2));
-                mutprob[3] += sdsl::bits::cnt(wrd1 & wrd2);
-                i += bitCnt;
-            }
-            hamDistMat[k][j] = dist;
-            hamDistMat[j][k] = dist;
-
-
-            /* mutInfoMat[k][j] =
-            (mutprob[0]?mutprob[0]*(log2(denum)+log2(mutprob[0])- log2(denum - indivprob[0])-log2(denum - indivprob[1])):0) +
-            (mutprob[1]?mutprob[1]*(log2(denum)+log2(mutprob[1])- log2(denum - indivprob[0])-log2(indivprob[1])):0) +
-            (mutprob[2]?mutprob[2]*(log2(denum)+log2(mutprob[2])- log2(indivprob[0])-log2(denum - indivprob[1])):0) +
-            (mutprob[3]?mutprob[3]*(log2(denum)+log2(mutprob[3])- log2(indivprob[0])-log2(indivprob[1])):0);
-            mutInfoMat[k][j] /= (double)(denum);
-            mutInfoMat[j][k] = mutInfoMat[k][j]; */
-
-            mutInfoMat[k][j] =
-                    (mutprob[0] ? mutprob[0] * log2((double) (denum * mutprob[0]) /
-                                                    (double) ((denum - indivprob[0]) * (denum - indivprob[1]))) : 0) +
-                    (mutprob[1] ? mutprob[1] *
-                                  log2((double) (denum * mutprob[1]) / (double) ((denum - indivprob[0]) * indivprob[1]))
-                                : 0) +
-                    (mutprob[2] ? mutprob[2] * log2((double) (denum * mutprob[2]) /
-                                                    (double) ((indivprob[0]) * (denum - indivprob[1]))) : 0) +
-                    (mutprob[3] ? mutprob[3] *
-                                  log2((double) (denum * mutprob[3]) / (double) (indivprob[0] * (indivprob[1]))) : 0);
-            mutInfoMat[k][j] /= (double) (denum);
-            mutInfoMat[j][k] = mutInfoMat[k][j];
-
-            jointMat[k][j] =
-                    (mutprob[0] ? mutprob[0] * log2((double) (mutprob[0]) / (double) denum) : 0) +
-                    (mutprob[1] ? mutprob[1] * log2((double) (mutprob[1]) / (double) denum) : 0) +
-                    (mutprob[2] ? mutprob[2] * log2((double) (mutprob[2]) / (double) denum) : 0) +
-                    (mutprob[3] ? mutprob[3] * log2((double) (mutprob[3]) / (double) denum) : 0);
-            jointMat[k][j] /= (-1.0 * (double) (denum));
-            jointMat[j][k] = jointMat[k][j];
-            /*   std::cout << mutInfoMat[k][j] << " : "
-                   << mutprob[0] << " "
-                   << mutprob[1] << " "
-                   << mutprob[2] << " "
-                   << mutprob[3] << " "
-                   << indivprob[0] << " "
-                   << indivprob[1] << " "
-                   << denum << "\n"; */
-
-            //if (mutInfoMat[k][j]) std::cout << mutInfoMat[k][j] << "\n";
-        }
-        if (k % 100 == 0) {
-            gettimeofday(&end, &tzp);
-            std::stringstream ss;
-            ss << k << ",";//<< j << ", ";
-            print_time_elapsed(ss.str(), &start, &end);
-            gettimeofday(&start, &tzp);
-        }
-    }
-    gettimeofday(&end, &tzp);
-
-    print_time_elapsed(" DONE!, ", &start, &end);
-    gettimeofday(&colPairCompStart, &tzp);
-
-    std::ofstream out(out_filename + ".ham");
-    std::ofstream mutout(out_filename + ".mutinf"/* ".mutinfo" */);
-    //std::ofstream jout(out_filename+".joint");
-    //out << hamDistMat.size() << "\n";
-    double mutInfoInv = 0;
-
-    for (size_t i = 0; i < hamDistMat.size(); i++) {
-        out << hamDistMat[i][0];
-        mutInfoInv = (jointMat[i][0] - mutInfoMat[i][0]) < 0 ? 0 : (jointMat[i][0] - mutInfoMat[i][0]);
-        mutout << mutInfoInv;
-        for (size_t j = 1; j < hamDistMat[i].size(); j++) {
-            out << "\t" << hamDistMat[i][j];
-            mutInfoInv = (jointMat[i][j] - mutInfoMat[i][j]) < 0 ? 0 : (jointMat[i][j] - mutInfoMat[i][j]);
-            mutout << "\t" << mutInfoInv;
-            //jout << jointMat[i][j] << "\t";
-            //if (hamDistMat[i][j] != 0) {
-
-            //std::cout << j << " ";
-            // out << i << "\t" << j << "\t" << hamDistMat[i][j] << "\n";
-            //}
-            //if (mutInfoMat[i][j] != 0) {
-            // mutout <<  i << "\t" << j << "\t" << mutInfoMat[i][j] << "\t" << jointMat[i][j] << "\n";
-            //}
-        }
-        out << "\n";
-        mutout << "\n";
-        //jout << "\n";
-    }
-}
-
-void writeEq(std::string filename,
-             std::string out_filename,
-             uint64_t num_samples,
-             uint64_t totalEqCls) {
-    sdsl::rrr_vector<63> eqcls;
-    sdsl::load_from_file(eqcls, filename);
-    std::ofstream out(out_filename + ".matrix");
-    size_t totalEqClsCnt = eqcls.size() / num_samples; //222584822;
-    if (totalEqCls > 0) {
-        totalEqClsCnt = totalEqCls;
-    }
-    for (size_t eqclsCntr = 0; eqclsCntr < totalEqClsCnt; eqclsCntr++) {
-        size_t i = 0;
-        while (i < num_samples) {
-            size_t bitCnt = std::min(num_samples - i, (size_t) 64);
-            size_t wrd = eqcls.get_int(eqclsCntr * num_samples + i, bitCnt);
-            for (size_t j = 0; j < bitCnt; j++) {
-                if (((wrd >> j) & 0x01))
-                    out << "1";
-                else
-                    out <<" ";
-                //out << ((wrd >> j) & 0x01) << "\t";
-            }
-            i += bitCnt;
-        }
-        out << "\n";
-    }
-    out.close();
-}
-
-int main(int argc, char *argv[]) {
-
-    uint64_t num_samples = 2586;
-    std::string command = argv[1];
-
-    if (command == "validate") {
-        std::cout << "validate for different number of set bits\n";
-        for (uint16_t i = 1; i <= num_samples; i++) {
-            if (!validate(i, num_samples)) {
-                std::cerr << "ERROR: NOT VALIDATED\n";
-                std::exit(1);
-            }
-        }
-        std::cout
-                << "SUCCESSFULLY VALIDATED THE COMPRESSION/DECOMPRESSION PROCESS.\n\n#####NEXT STEP#####\nCompare Sizes:\n";
-    } else if (command == "decompress") {
-        std::string filename = argv[2];
-        std::string outfilename = argv[3];
-        uint64_t totalEqCls = std::stoull(argv[4]);
-        decompress(filename, outfilename, totalEqCls, num_samples);
-    } else if (command == "compareCompressions") {
-        std::string filename = argv[2];
-        compareCompressions(filename, num_samples);
-    } else if (command == "compareCopies")
-        compareCopies(num_samples);
-    else if (command == "distMat") {
-        if (argc < 4) {
-            std::cerr << "ERROR: MISSING LAST ARGUMENT\n";
-            std::exit(1);
-        }
-        std::string filename = argv[2];
-        std::string output_filename = argv[3];
-        build_distMat(filename, output_filename, num_samples);
-    } else if (command == "writeEq") {
-        if (argc < 4) {
-            std::cerr << "ERROR: MISSING LAST ARGUMENT\n";
-            std::exit(1);
-        }
-        std::string filename = argv[2];
-        std::string output_filename = argv[3];
-        num_samples = stoull(argv[4]);
-        uint64_t totalEqCls = 0;
-        if (argc == 6)
-            totalEqCls = std::stoull(argv[5]);
-
-        writeEq(filename, output_filename, num_samples, totalEqCls);
-    } else if (command == "reorder") {
-        if (argc < 5) {
-            std::cerr << "ERROR: MISSING ARGUMENT. 4 needed.\n";
-            std::exit(1);
-        }
-        std::string filename = argv[2];
-        std::string output_filename = argv[3];
-        std::string order_filename = argv[4];
-        reorder(filename, output_filename, order_filename, num_samples);
-    } else if (command == "compare_reordered_original") {
-        if (argc < 5) {
-            std::cerr << "ERROR: MISSING ARGUMENT. 4 needed.\n";
-            std::exit(1);
-        }
-        std::string filename1 = argv[2];
-        std::string filename2 = argv[3];
-        std::string order_filename = argv[4];
-        compare_reordered_original(filename1, filename2, order_filename, num_samples);
-    } else if (command == "fakeEq_randOrder") {
-        std::string outfile = argv[2];
-        uint64_t rows = 1048576;//2^20;
-        build_fakeEq_And_randReord(outfile,
-                                   rows,
-                                   num_samples,
-                                   8);
-    } else if (command == "validate_uniqueness") {
-        std::string dir = argv[2];
-        num_samples = stoull(argv[3]);
-        validate_uniqueness(dir, num_samples);
-    } else if (command == "splitRows") {
-        std::string filename = argv[2];
-        std::string outdir = argv[3];
-        num_samples = stoull(argv[4]);
-        splitRows(filename, outdir, num_samples);
-    } else if (command == "splitColumns") {
-        std::string filename = argv[2];
-        std::string outdir = argv[3];
-        num_samples = stoull(argv[4]);
-        uint64_t num_eqs = stoull(argv[5]);
-        splitColumns(filename, outdir, num_eqs, num_samples);
-    } else if (command == "quickvalidation") {
-        std::string filename = argv[2];
-        sdsl::bit_vector eqcls;
-        sdsl::load_from_file(eqcls, filename);
-        std::ofstream out(filename + ".seq");
-        uint64_t i = 0;
-        out << "start " << eqcls.bit_size() << "\n";
-        while (i < eqcls.bit_size()) {
-            size_t wrd = eqcls.get_int(i, 64);
-            for (size_t j = 0; j < 64; j++) {
-                if (((wrd >> j) & 0x01)) {
-                    std::cerr << (i+j) << " ";
-                }
-            }
-            i += 64;
-        }
-        out.close();
-
-    } else {
-        std::cerr << "ERROR: NO COMMANDS PROVIDED\n"
-                  << "OPTIONS ARE: validate, compareCompressions, compareCopies, reorder\n";
-        std::exit(1);
-    }
-
-}
-

From e42078014af07c33874ae93cdc611f0f96168c2b Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 15 Aug 2018 15:35:11 -0400
Subject: [PATCH 083/122] Adding walkCqf back which for now contains just
 filtering cqf

---
 src/CMakeLists.txt | 12 +++++-----
 src/walkCqf.cc     | 58 ++++++++++++++++++++++++++++++++++++----------
 2 files changed, 52 insertions(+), 18 deletions(-)

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 8954af6..b884a7e 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -93,12 +93,12 @@ add_executable(mstBoost MST_boost.cc)
 target_link_libraries(mstBoost mantis_core)
 set_property(TARGET mstBoost PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
-#add_executable(walkCqf walkCqf.cc)
-#target_include_directories(walkCqf PUBLIC
-#		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
-#target_link_libraries(walkCqf
-#		mantis_core)
-#set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
+add_executable(walkCqf walkCqf.cc)
+target_include_directories(walkCqf PUBLIC
+		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+target_link_libraries(walkCqf
+		mantis_core)
+set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 #add_executable(walkEqcls walkEqcls.cc)
 #target_include_directories(walkEqcls PUBLIC
diff --git a/src/walkCqf.cc b/src/walkCqf.cc
index 7f6cd6a..95a087a 100644
--- a/src/walkCqf.cc
+++ b/src/walkCqf.cc
@@ -46,6 +46,34 @@
 
 #define BITMASK(nbits) ((nbits) == 64 ? 0xffffffffffffffff : (1ULL << (nbits)) - 1ULL)
 
+struct Iterator {
+	QFi qfi;
+	uint64_t kmer;
+	uint64_t val;
+	uint64_t cnt;
+	Iterator(const QF& cqf) {
+		if (qf_iterator(&cqf, &qfi, 0)) get_key();
+	}
+	void next() {
+		qfi_next(&qfi);
+		get_key();
+	}
+	bool end() const {
+		return qfi_end(&qfi);
+	}
+	bool operator>(const Iterator& rhs) const {
+		return key() > rhs.key();
+	}
+	const uint64_t key() const { return kmer; }
+	const uint64_t value() const { return val; }
+	const uint64_t count() const { return cnt; }
+
+private:
+	void get_key() {
+		qfi_get(&qfi, &kmer, &val, &cnt);
+	}
+};
+
 /* Print elapsed time using the start and end timeval */
 void print_time_elapsed(string desc, struct timeval* start, struct timeval* end) 
 {
@@ -74,7 +102,7 @@ void run_filter(std::string ds_file,
 	cout << "Done loading cqf in time: ";
 	gettimeofday(&end, &tzp);
 	print_time_elapsed("", &start, &end);
-	typename CQF<KeyObject>::Iterator it = cqf.begin(0);
+	Iterator it(cqf.cqf);//= cqf.begin(0);
 
 	uint64_t quotientBits = std::ceil(std::log2(approximate_num_of_kmers_greater_than_cutoff))+1;
 	std::cout << "quotientBits : " << quotientBits << "\n";
@@ -83,20 +111,22 @@ void run_filter(std::string ds_file,
 	gettimeofday(&start, &tzp);
 	uint64_t cntr = 1;
 	uint64_t insertedCntr = 0;
-	while (!it.done()) {
-		KeyObject k = *it;
+	while (!it.end()) {
+		//KeyObject k = *it;
+		KeyObject k(it.key(), it.value(), it.count());
 		if (k.count >= cutoff) {
 			k.count = 1;//cutoff;
 			newCqf.insert(k);
 			insertedCntr++;
 		}
-		++it;
+		//++it;
+		it.next();
 		if (cntr % 10000000 == 0) {
 			std::cout << cntr << " kmers passed, " 
-					  << insertedCntr << " kmers inserted, " 
-					  << newCqf.noccupied_slots() << " slots occupied, "
-					  << " load factor: " 
-					  << static_cast<double>(newCqf.noccupied_slots())/static_cast<double>(1ULL << quotientBits) << "\n"; 
+					  << insertedCntr << " kmers inserted" ;
+					  //<< newCqf.noccupied_slots() << " slots occupied, "
+					  //<< " load factor: "
+					  //<< static_cast<double>(newCqf.noccupied_slots())/static_cast<double>(1ULL << quotientBits) << "\n";
 		}
 		cntr++;
 	}
@@ -108,6 +138,7 @@ void run_filter(std::string ds_file,
 
 void run_list_kmers(std::string ds_file, 
 				std::string out_file) {
+/*
 	struct timeval start, end;
 	struct timezone tzp;
 	
@@ -118,23 +149,26 @@ void run_list_kmers(std::string ds_file,
 	cout << "Done loading cqf in time: ";
 	gettimeofday(&end, &tzp);
 	print_time_elapsed("", &start, &end);
-	typename CQF<KeyObject>::Iterator it = cqf.begin(0);
+	//typename CQF<KeyObject>::Iterator it = cqf.begin(0);
 
 	gettimeofday(&start, &tzp);
 	std::ofstream fout(out_file, ios::out);
-	while (!it.done()) {
-		KeyObject k = *it;
+	while (!it.end()) {
+		//KeyObject k = *it;
+		KeyObject k(it.key(), it.value(), it.count());
 		// kmers.push_back(HashUtil::hash_64i(k.key, BITMASK(cqf.keybits())));
 		uint64_t kint = HashUtil::hash_64i(k.key, BITMASK(cqf.keybits()));
 		//if (k.count >= cutoff) {
 			std::string kstr = Kmer::int_to_str(kint);
 			fout << kstr << "\t" << k.count << "\n";
 		//}
-		++it;
+		//++it;
+		it.next();
 	}
 	fout.close();
 	gettimeofday(&end, &tzp);
 	print_time_elapsed("", &start, &end);
+*/
 }
 
 /*

From f3351bde71d16c4c48af6af1942d953494c3e493 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 16 Aug 2018 13:17:56 -0400
Subject: [PATCH 084/122] change the name of the file validateMSF to walkMSF
 since it does more things than just validating (querying etc.)

---
 src/CMakeLists.txt                 | 8 ++++----
 src/{validateMSF.cc => walkMSF.cc} | 0
 2 files changed, 4 insertions(+), 4 deletions(-)
 rename src/{validateMSF.cc => walkMSF.cc} (100%)

diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index b884a7e..51dbbd6 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -80,12 +80,12 @@ target_link_libraries(msf
 				                mantis_core)
 set_property(TARGET msf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
-add_executable(loadColorCls validateMSF.cc)
-target_include_directories(loadColorCls PUBLIC
+add_executable(walkMSF walkMSF.cc)
+target_include_directories(walkMSF PUBLIC
 		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
-target_link_libraries(loadColorCls
+target_link_libraries(walkMSF
 		mantis_core)
-set_property(TARGET loadColorCls PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
+set_property(TARGET walkMSF PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
 add_executable(mstBoost MST_boost.cc)
 		target_include_directories(mstBoost PUBLIC
diff --git a/src/validateMSF.cc b/src/walkMSF.cc
similarity index 100%
rename from src/validateMSF.cc
rename to src/walkMSF.cc

From d724904f4fa2aa930e2727f8feae13238ad1e487 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 16 Aug 2018 14:55:07 -0400
Subject: [PATCH 085/122] Just reverting added functionality to gqf (which is
 not used anymore)

---
 include/cqf/gqf.h |  1 -
 src/cqf/gqf.c     | 31 -------------------------------
 2 files changed, 32 deletions(-)

diff --git a/include/cqf/gqf.h b/include/cqf/gqf.h
index 9565cb3..4339226 100644
--- a/include/cqf/gqf.h
+++ b/include/cqf/gqf.h
@@ -150,7 +150,6 @@ extern "C" {
 		 value, into qf. */
 	uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value);
 
-	uint64_t qf_key_value_index(const QF *qf, uint64_t key, uint64_t value, uint64_t* idx);
 	/* Initialize an iterator */
 	bool qf_iterator(const QF *qf, QFi *qfi, uint64_t position);
 
diff --git a/src/cqf/gqf.c b/src/cqf/gqf.c
index 5ebb915..ad06a78 100644
--- a/src/cqf/gqf.c
+++ b/src/cqf/gqf.c
@@ -2065,37 +2065,6 @@ uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value)
 	return 0;
 }
 
-
-uint64_t qf_key_value_index(const QF* qf, uint64_t key, uint64_t value, uint64_t* idx) {
-	uint64_t hash = (key << qf->metadata->value_bits) | (value &
-														   BITMASK(qf->metadata->value_bits));
-	uint64_t hash_remainder   = hash & BITMASK(qf->metadata->bits_per_slot);
-	int64_t hash_bucket_index = hash >> qf->metadata->bits_per_slot;
-
-	if (!is_occupied(qf, hash_bucket_index))
-		return 0;
-
-	int64_t runstart_index = hash_bucket_index == 0 ? 0 : run_end(qf,
-																  hash_bucket_index-1)
-														  + 1;
-	if (runstart_index < hash_bucket_index)
-		runstart_index = hash_bucket_index;
-
-	/* printf("MC RUNSTART: %02lx RUNEND: %02lx\n", runstart_index, runend_index); */
-
-	uint64_t current_remainder, current_count, current_end;
-	do {
-		current_end = decode_counter(qf, runstart_index, &current_remainder,
-									 &current_count);
-		if (current_remainder == hash_remainder) {
-			(*idx) = current_end;
-			return current_count; // FIXME not sure about this
-		}
-		runstart_index = current_end + 1;
-	} while (!is_runend(qf, current_end));
-
-	return 0;
-}
 /* initialize the iterator at the run corresponding
  * to the position index
  */

From 5ed15a554d4ae53662ef5772e00877ed3296cd6b Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Sat, 18 Aug 2018 12:22:22 -0700
Subject: [PATCH 086/122] Moving the new CQF code in mantis. compiles, not
 tested.

---
 include/coloreddbg.h                |   42 +-
 include/cqf.h                       |   90 --
 include/cqf/gqf.h                   |  207 ----
 include/gqf/gqf.h                   |  331 +++++++
 include/gqf/gqf_file.h              |   45 +
 include/gqf/gqf_int.h               |  133 +++
 include/gqf/hashutil.h              |   42 +
 include/gqf_cpp.h                   |  232 +++++
 include/hashutil.h                  |   36 -
 include/kmer.h                      |   20 +-
 include/util.h                      |   21 +-
 src/CMakeLists.txt                  |    5 +-
 src/coloreddbg.cc                   |   26 +-
 src/{cqf => gqf}/gqf.c              | 1429 +++++++++++++++------------
 src/gqf/gqf_file.c                  |  254 +++++
 src/{hashutil.cc => gqf/hashutil.c} |   33 +-
 src/kmer.cc                         |   70 +-
 src/query.cc                        |   13 +-
 src/validatemantis.cc               |   17 +-
 19 files changed, 1912 insertions(+), 1134 deletions(-)
 delete mode 100644 include/cqf.h
 delete mode 100644 include/cqf/gqf.h
 create mode 100644 include/gqf/gqf.h
 create mode 100644 include/gqf/gqf_file.h
 create mode 100644 include/gqf/gqf_int.h
 create mode 100644 include/gqf/hashutil.h
 create mode 100644 include/gqf_cpp.h
 delete mode 100644 include/hashutil.h
 rename src/{cqf => gqf}/gqf.c (63%)
 create mode 100644 src/gqf/gqf_file.c
 rename src/{hashutil.cc => gqf/hashutil.c} (89%)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 1b028bc..2ed8358 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -31,8 +31,8 @@
 #include "sparsepp/spp.h"
 #include "tsl/sparse_map.h"
 #include "sdsl/bit_vectors.hpp"
-#include "cqf.h"
-#include "hashutil.h"
+#include "gqf_cpp.h"
+#include "gqf/hashutil.h"
 #include "common_types.h"
 #include "mantisconfig.hpp"
 
@@ -44,7 +44,7 @@ struct hash128 {
 	{
 		__uint128_t val = val128;
 		// Using the same seed as we use in k-mer hashing.
-		return HashUtil::MurmurHash64A((void*)&val, sizeof(__uint128_t),
+		return MurmurHash64A((void*)&val, sizeof(__uint128_t),
 																	 2038074743);
 	}
 };
@@ -60,8 +60,8 @@ class ColoredDbg {
 		ColoredDbg(std::string& cqf_file, std::vector<std::string>& eqclass_files,
 							 std::string& sample_file);
 
-		ColoredDbg(uint64_t qbits, uint64_t key_bits, uint32_t seed,
-							 std::string& prefix, uint64_t nqf);
+		ColoredDbg(uint64_t qbits, uint64_t key_bits, enum qf_hashmode hashmode,
+							 uint32_t seed, std::string& prefix, uint64_t nqf);
 		
 		void build_sampleid_map(qf_obj *incqfs);
 
@@ -199,9 +199,9 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key,
 	// A kmer (hash) is seen only once during the merge process.
 	// So we insert every kmer in the dbg
 	uint64_t eq_id;
-	__uint128_t vec_hash = HashUtil::MurmurHash128A((void*)vector.data(),
-																								 vector.capacity()/8, 2038074743,
-																								 2038074751);
+	__uint128_t vec_hash = MurmurHash128A((void*)vector.data(),
+																				vector.capacity()/8, 2038074743,
+																				2038074751);
 
 	auto it = eqclass_map.find(vec_hash);
   bool added_eq_class{false};
@@ -222,7 +222,7 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key,
     it->second.second += 1; // update the abundance.
 	}
 
-	dbg.insert(KeyObject(key,0,eq_id)); // we use the count to store the eqclass ids
+	dbg.insert(KeyObject(key,0,eq_id), QF_KEY_IS_HASH); // we use the count to store the eqclass ids
   return added_eq_class;
 }
 
@@ -283,7 +283,7 @@ ColoredDbg<qf_obj,key_obj>::find_samples(const mantis::QuerySet& kmers) {
 	std::unordered_map<uint64_t, uint64_t> query_eqclass_map;
 	for (auto k : kmers) {
 		key_obj key(k, 0, 0);
-		uint64_t eqclass = dbg.query(key);
+		uint64_t eqclass = dbg.query(key, 0);
 		if (eqclass)
 			query_eqclass_map[eqclass] += 1;
 	}
@@ -321,8 +321,8 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		QFi qfi;
 		typename key_obj::kmer_t kmer;
 		uint32_t id;
-		Iterator(uint32_t id, const QF& cqf): id(id) {
-			if (qf_iterator(&cqf, &qfi, 0)) get_key();
+		Iterator(uint32_t id, const QF* cqf): id(id) {
+			if (qf_iterator_from_position(cqf, &qfi, 0)) get_key();
 		}
 		void next() {
 			qfi_next(&qfi);
@@ -338,7 +338,7 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 	private:
 		void get_key() {
 			uint64_t value, count;
-			qfi_get(&qfi, &kmer, &value, &count);
+			qfi_get_hash(&qfi, &kmer, &value, &count);
 		}
 	};
 
@@ -363,7 +363,7 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 	Minheap_PQ minheap;
 
 	for (uint32_t i = 0; i < num_samples; i++) {
-		Iterator qfi(i, incqfs[i].obj->cqf);
+		Iterator qfi(i, incqfs[i].obj->get_cqf());
 		if (qfi.end()) continue;
 		minheap.push(qfi);
   }
@@ -384,11 +384,12 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 
 		// Progress tracker
 		static uint64_t last_size = 0;
-		if (dbg.size() % 1000000 == 0 &&
-				dbg.size() != last_size) {
-			last_size = dbg.size();
+		if (dbg.dist_elts() % 1000000 == 0 &&
+				dbg.dist_elts() != last_size) {
+			last_size = dbg.dist_elts();
 			console->info("Kmers merged: {}  Num eq classes: {}  Total time: {}",
-										dbg.size(), get_num_eqclasses(), time(nullptr) - start_time_);
+										dbg.dist_elts(), get_num_eqclasses(), time(nullptr) -
+										start_time_);
 		}
 
 		// Check if the bit vector buffer is full and needs to be serialized.
@@ -423,9 +424,10 @@ void ColoredDbg<qf_obj, key_obj>::build_sampleid_map(qf_obj *incqfs) {
 
 template <class qf_obj, class key_obj>
 ColoredDbg<qf_obj, key_obj>::ColoredDbg(uint64_t qbits, uint64_t key_bits,
+																				enum qf_hashmode hashmode,
 																				uint32_t seed, std::string& prefix,
 																				uint64_t nqf) :
-	dbg(qbits, key_bits, seed), bv_buffer(mantis::NUM_BV_BUFFER * nqf),
+	dbg(qbits, key_bits, hashmode, seed), bv_buffer(mantis::NUM_BV_BUFFER * nqf),
     prefix(prefix), num_samples(nqf), num_serializations(0), start_time_(std::time(nullptr)) {}
 
 template <class qf_obj, class key_obj>
@@ -433,7 +435,7 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
 																				std::vector<std::string>&
 																				eqclass_files, std::string&
 																				sample_file)
-    : dbg(cqf_file, false), bv_buffer(), start_time_(std::time(nullptr)) {
+    : dbg(cqf_file, CQF_FREAD), bv_buffer(), start_time_(std::time(nullptr)) {
 	num_samples = 0;
 	num_serializations = 0;
 
diff --git a/include/cqf.h b/include/cqf.h
deleted file mode 100644
index b526689..0000000
--- a/include/cqf.h
+++ /dev/null
@@ -1,90 +0,0 @@
-/*
- * ============================================================================
- *
- *       Filename:  cqf.h
- *
- *    Description:  
- *
- *        Version:  1.0
- *        Created:  2017-10-26 11:50:04 AM
- *       Revision:  none
- *       Compiler:  gcc
- *
- *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
- *   Organization:  Stony Brook University
- *
- * ============================================================================
- */
-
-#ifndef _CQF_H_
-#define _CQF_H_
-
-#include <iostream>
-#include <cassert>
-#include <unordered_set>
-
-#include <inttypes.h>
-#include <string.h>
-#include <math.h>
-#include <aio.h>
-
-#include "cqf/gqf.h"
-#include "util.h"
-
-#define NUM_HASH_BITS 28
-#define NUM_Q_BITS 20
-#define PAGE_DROP_GRANULARITY (1ULL << 21)
-#define PAGE_BUFFER_SIZE 4096
-
-template <class key_obj>
-class CQF {
-	public:
-		CQF() { qf_init(&cqf, 1ULL << NUM_Q_BITS, NUM_HASH_BITS, 0, true, "", 23423); }
-		CQF(uint64_t qbits, uint64_t key_bits, uint32_t seed) { qf_init(&cqf, 1ULL << qbits, key_bits, 0, true, "", seed); }
-		CQF(const CQF<key_obj>& copy_cqf) { memcpy(reinterpret_cast<void*>(&cqf), reinterpret_cast<void*>(const_cast<QF*>(&copy_cqf.cqf)), sizeof(QF)); }
-		CQF(std::string& filename, bool flag) {
-			if (flag)
-				qf_read(&cqf, filename.c_str());
-			else
-				qf_deserialize(&cqf, filename.c_str());
-		}
-
-		void insert(const key_obj& k) { qf_insert(&cqf, k.key, k.value, k.count, LOCK_AND_SPIN); }
-		uint64_t query(const key_obj& k) { return qf_count_key_value(&cqf, k.key, k.value); }
-		uint64_t get_index(const key_obj& k) { return get_bucket_index(k.key); }
-
-		void serialize(std::string filename) { qf_serialize(&cqf, filename.c_str()); }
-
-		uint64_t range(void) const { return cqf.metadata->range; }
-		uint32_t seed(void) const { return cqf.metadata->seed; }
-		uint32_t keybits(void) const { return cqf.metadata->key_bits; }
-		uint64_t size(void) const { return cqf.metadata->ndistinct_elts; }
-		uint64_t capacity() const {return cqf.metadata->nslots; }
-
-		void reset(void) { qf_reset(&cqf); }
-
-		void dump_metadata(void) { DEBUG_DUMP(&cqf); }
-
-		void drop_pages(uint64_t cur);
-
-		QF cqf;
-};
-
-class KeyObject {
-	public:
-		KeyObject() : key(0), value(0), count(0) {};
-
-		KeyObject(uint64_t k, uint64_t v, uint64_t c) : key(k),
-		value(v), count(c) {};
-
-		KeyObject(const KeyObject& k) : key(k.key), value(k.value), count(k.count) {};
-
-		bool operator==(KeyObject k) { return key == k.key; }
-
-		typedef uint64_t kmer_t;
-		kmer_t key;
-		uint64_t value;
-		uint64_t count;
-};
-
-#endif
diff --git a/include/cqf/gqf.h b/include/cqf/gqf.h
deleted file mode 100644
index 4339226..0000000
--- a/include/cqf/gqf.h
+++ /dev/null
@@ -1,207 +0,0 @@
-#ifndef QF_H
-#define QF_H
-
-#include <inttypes.h>
-#include <pthread.h>
-#include <stdbool.h>
-
-#ifdef __cplusplus
-extern "C" {
-#endif
-
-	/* Can be 
-		 0 (choose size at run-time), 
-		 8, 16, 32, or 64 (for optimized versions),
-		 or other integer <= 56 (for compile-time-optimized bit-shifting-based versions)
-		 */
-#define BITS_PER_SLOT 0
-
-#define BITMASK(nbits) ((nbits) == 64 ? 0xffffffffffffffff : (1ULL << (nbits)) \
-												- 1ULL)
-
-	struct __attribute__ ((__packed__)) qfblock;
-	typedef struct qfblock qfblock;
-
-	enum lock {
-		LOCK_NO_SPIN,
-		LOCK_AND_SPIN,
-		NO_LOCK
-	};
-
-	typedef struct {
-		uint64_t total_time_single;
-		uint64_t total_time_spinning;
-		uint64_t locks_taken;
-		uint64_t locks_acquired_single_attempt;
-	} wait_time_data;
-
-	typedef struct quotient_filter_mem {
-		int fd;
-		volatile int metadata_lock;
-		volatile int *locks;
-		wait_time_data *wait_times;
-	} quotient_filter_mem;
-
-	typedef quotient_filter_mem qfmem;
-
-	typedef struct quotient_filter_metadata {
-		uint64_t size;
-		uint32_t seed;
-		uint64_t nslots;
-		uint64_t xnslots;
-		uint64_t key_bits;
-		uint64_t value_bits;
-		uint64_t key_remainder_bits;
-		uint64_t bits_per_slot;
-		__uint128_t range;
-		uint64_t nblocks;
-		uint64_t nelts;
-		uint64_t ndistinct_elts;
-		uint64_t noccupied_slots;
-		uint64_t num_locks;
-	} quotient_filter_metadata;
-
-	typedef quotient_filter_metadata qfmetadata;
-
-	typedef struct quotient_filter {
-		qfmem *mem;
-		qfmetadata *metadata;
-		qfblock *blocks;
-	} quotient_filter;
-
-	typedef quotient_filter QF;
-
-	typedef struct {
-		uint64_t start_index;
-		uint16_t length;
-	} cluster_data;
-
-	typedef struct quotient_filter_iterator {
-		const QF *qf;
-		struct {
-			uint64_t nslots;
-			uint64_t xnslots;
-			uint64_t bits_per_slot;
-			uint64_t sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8;
-			uint64_t value_bits;
-			uint64_t key_remainder_bits;
-			uint64_t nblocks;
-		} cache;
-		uint64_t run;
-		uint64_t current;
-		uint64_t cur_start_index;
-		uint16_t cur_length;
-		uint32_t num_clusters;
-		cluster_data *c_info;
-	} quotient_filter_iterator;
-
-	typedef quotient_filter_iterator QFi;
-
-	/* Forward declaration for the macro. */
-	void qf_dump_metadata(const QF *qf);
-
-#define DEBUG_CQF(fmt, ...) \
-	do { if (PRINT_DEBUG) fprintf(stderr, fmt, __VA_ARGS__); } while (0)
-
-#define DEBUG_DUMP(qf) \
-	do { if (PRINT_DEBUG) qf_dump_metadata(qf); } while (0)
-
-	void qf_init(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t
-							 value_bits, bool mem, const char *path, uint32_t seed);
-
-	void qf_reset(QF *qf);
-
-	void qf_destroy(QF *qf, bool mem);
-
-	void qf_copy(QF *dest, QF *src);
-
-	/* Increment the counter for this key/value pair by count. */
-	bool qf_insert(QF *qf, uint64_t key, uint64_t value, uint64_t count,
-								 enum lock flag);
-
-	/* Remove count instances of this key/value combination. */
-	void qf_remove(QF *qf, uint64_t key, uint64_t value, uint64_t count, enum
-								 lock flag);
-
-	/* Remove all instances of this key/value pair. */
-	void qf_delete_key_value(QF *qf, uint64_t key, uint64_t value);
-
-	/* Remove all instances of this key. */
-	void qf_delete_key(QF *qf, uint64_t key);
-
-	/* Replace the association (key, oldvalue, count) with the association
-		 (key, newvalue, count). If there is already an association (key,
-		 newvalue, count'), then the two associations will be merged and
-		 their counters will be summed, resulting in association (key,
-		 newvalue, count' + count). */
-	void qf_replace(QF *qf, uint64_t key, uint64_t oldvalue, uint64_t newvalue);
-
-	/* Lookup the value associated with key.  Returns the count of that
-		 key/value pair in the QF.  If it returns 0, then, the key is not
-		 present in the QF. Only returns the first value associated with key
-		 in the QF.  If you want to see others, use an iterator. */
-	uint64_t qf_query(const QF *qf, uint64_t key, uint64_t *value);
-
-	/* Return the number of times key has been inserted, with any value,
-		 into qf. */
-	uint64_t qf_count_key(const QF *qf, uint64_t key);
-
-	/* Return the number of times key has been inserted, with the given
-		 value, into qf. */
-	uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value);
-
-	/* Initialize an iterator */
-	bool qf_iterator(const QF *qf, QFi *qfi, uint64_t position);
-
-	/* Initialize an iterator and position it at the smallest index containing a
-	 * hash value greater than or equal to "hash". */
-	bool qf_iterator_hash(const QF *qf, QFi *qfi, uint64_t hash);
-
-	/* Returns 0 if the iterator is still valid (i.e. has not reached the
-		 end of the QF. */
-	int qfi_get(const QFi *qfi, uint64_t *key, uint64_t *value, uint64_t *count);
-
-	/* Advance to next entry.  Returns whether or not another entry is
-		 found.  */
-	int qfi_next(QFi *qfi);
-	int qfi_nextx(QFi *qfi, uint64_t* read_offset);
-
-	/* Check to see if the if the end of the QF */
-	int qfi_end(const QFi *qfi); 
-
-	/* For debugging */
-	void qf_dump(const QF *);
-
-	/* write data structure of to the disk */
-	void qf_serialize(const QF *qf, const char *filename);
-
-	/* read data structure off the disk */
-	void qf_deserialize(QF *qf, const char *filename);
-
-	/* mmap the QF from disk. */
-	void qf_read(QF *qf, const char *path);
-
-	/* merge two QFs into the third one. */
-	void qf_merge(QF *qfa, QF *qfb, QF *qfc, enum lock flag);
-
-	/* merge multiple QFs into the final QF one. */
-	void qf_multi_merge(QF *qf_arr[], int nqf, QF *qfr, enum lock flag);
-
-	/* find cosine similarity between two QFs. */
-	uint64_t qf_inner_product(QF *qfa, QF *qfb);
-
-	/* magnitude of a QF. */
-	uint64_t qf_magnitude(QF *qf);
-
-	/* use madvice to drop pages corresponding to blocks from start_idx to
-	 * last_slot_idx. */
-	void qf_drop_pages(const QF *qf, uint64_t start_idx, uint64_t end_idx);
-
-	/* return the addr of the slot in qfblock */
-	const unsigned char *qf_get_addr(const QF *qf, uint64_t idx);
-
-#ifdef __cplusplus
-}
-#endif
-
-#endif /* QF_H */
diff --git a/include/gqf/gqf.h b/include/gqf/gqf.h
new file mode 100644
index 0000000..8fe0e7a
--- /dev/null
+++ b/include/gqf/gqf.h
@@ -0,0 +1,331 @@
+/*
+ * ============================================================================
+ *
+ *        Authors:  Prashant Pandey <ppandey@cs.stonybrook.edu>
+ *                  Rob Johnson <robj@vmware.com>   
+ *
+ * ============================================================================
+ */
+
+#ifndef _GQF_H_
+#define _GQF_H_
+
+#include <inttypes.h>
+#include <stdbool.h>
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+	typedef struct quotient_filter quotient_filter;
+	typedef quotient_filter QF;
+
+	/* CQFs support three hashing modes:
+
+		 - DEFAULT uses a hash that may introduce false positives, but
+       this can be useful when inserting large keys that need to be
+       hashed down to a small fingerprint.  With this type of hash,
+       you can iterate over the hash values of all the keys in the
+       CQF, but you cannot iterate over the keys themselves.
+
+		 - INVERTIBLE has no false positives, but the size of the hash
+       output must be the same as the size of the hash input,
+       e.g. 17-bit keys hashed to 17-bit outputs.  So this mode is
+       generally only useful when storing small keys in the CQF.  With
+       this hashing mode, you can use iterators to enumerate both all
+       the hashes in the CQF, or all the keys.
+
+		 - NONE, for when you've done the hashing yourself.  WARNING: the
+		   CQF can exhibit very bad performance if you insert a skewed
+			 distribution of intputs.
+	*/
+	
+	enum qf_hashmode {
+		QF_HASH_DEFAULT,
+		QF_HASH_INVERTIBLE,
+		QF_HASH_NONE
+	};
+
+	/* The CQF supports concurrent insertions and queries.  Only the
+		 portion of the CQF being examined or modified is locked, so it
+		 supports high throughput even with many threads.
+
+		 The CQF operations support 3 locking modes:
+
+		 - NO_LOCK: for single-threaded applications or applications
+       that do their own concurrency management.
+
+		 - WAIT_FOR_LOCK: Spin until you get the lock, then do the query
+       or update.
+
+		 - TRY_ONCE_LOCK: If you can't grab the lock on the first try,
+       return with an error code.
+	*/
+#define QF_NO_LOCK (0x01)
+#define QF_TRY_ONCE_LOCK (0x02)
+#define QF_WAIT_FOR_LOCK (0x04)
+
+	/* It is sometimes useful to insert a key that has already been
+		 hashed. */
+#define QF_KEY_IS_HASH (0x08)
+
+	/******************************************
+		 The CQF defines low-level constructor and destructor operations
+		 that are designed to enable the application to manage the memory
+		 used by the CQF. 
+	*******************************************/
+	
+	/*
+	 * Create an empty CQF in "buffer".  If there is not enough space at
+	 * buffer then it will return the total size needed in bytes to
+	 * initialize the CQF.  This function takes ownership of buffer.
+	 */
+	uint64_t qf_init(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t
+									 value_bits, enum qf_hashmode hash, uint32_t seed, void*
+									 buffer, uint64_t buffer_len);
+
+	/* Create a CQF in "buffer". Note that this does not initialize the
+	 contents of bufferss Use this function if you have read a CQF, e.g.
+	 off of disk or network, and want to begin using that stream of
+	 bytes as a CQF. The CQF takes ownership of buffer.  */
+	uint64_t qf_use(QF* qf, void* buffer, uint64_t buffer_len);
+
+	/* Destroy this CQF.  Returns a pointer to the memory that the CQF was
+		 using (i.e. passed into qf_init or qf_use) so that the application
+		 can release that memory. */
+	void *qf_destroy(QF *qf);
+
+	/* Allocate a new CQF using "nslots" at "buffer" and copy elements from "qf"
+	 * into it. 
+	 * If there is not enough space at buffer then it will return the total size
+	 * needed in bytes to initialize the new CQF.
+	 * */
+	uint64_t qf_resize(QF* qf, uint64_t nslots, void* buffer, uint64_t
+										 buffer_len);
+
+	/***********************************
+    The following convenience functions create and destroy CQFs by
+		using malloc/free to obtain and release the memory for the CQF. 
+	************************************/
+	
+	/* Initialize the CQF and allocate memory for the CQF. */
+	bool qf_malloc(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t
+								 value_bits, enum qf_hashmode hash, uint32_t seed);
+
+	bool qf_free(QF *qf);
+
+	/* Resize the QF to the specified number of slots.  Uses malloc() to
+	 * obtain the new memory, and calls free() on the old memory.
+	 * Return value:
+	 *    >= 0: number of keys copied during resizing.
+	 * */
+	int64_t qf_resize_malloc(QF *qf, uint64_t nslots);
+
+	/* Turn on automatic resizing.  Resizing is performed by calling
+		 qf_resize_malloc, so the CQF must meet the requirements of that
+		 function. */
+	void qf_set_auto_resize(QF* qf, bool enabled);
+
+	/***********************************
+   Functions for modifying the CQF.
+	***********************************/
+
+#define QF_NO_SPACE (-1)
+#define QF_COULDNT_LOCK (-2)
+#define QF_DOESNT_EXIST (-3)
+	
+	/* Increment the counter for this key/value pair by count. 
+	 * Return value:
+	 *    >= 0: distance from the home slot to the slot in which the key is
+	 *          inserted (or 0 if count == 0).
+	 *    == QF_NO_SPACE: the CQF has reached capacity.
+	 *    == QF_COULDNT_LOCK: TRY_ONCE_LOCK has failed to acquire the lock.
+	 */
+	int qf_insert(QF *qf, uint64_t key, uint64_t value, uint64_t count, uint8_t
+								flags);
+
+	/* Set the counter for this key/value pair to count. 
+	 Return value: Same as qf_insert. 
+	 Returns 0 if new count is equal to old count.
+	*/
+	int qf_set_count(QF *qf, uint64_t key, uint64_t value, uint64_t count,
+									 uint8_t flags);
+
+	/* Remove up to count instances of this key/value combination.
+	 * If the CQF contains <= count instances, then they will all be 
+	 * removed, which is not an error.
+	 * Return value:
+	 *    >=  0: number of slots freed.
+	 *    == QF_DOESNT_EXIST: Specified item did not exist.
+	 *    == QF_COULDNT_LOCK: TRY_ONCE_LOCK has failed to acquire the lock.
+	 */
+	int qf_remove(QF *qf, uint64_t key, uint64_t value, uint64_t count, uint8_t
+								flags);
+
+	/* Remove all instances of this key/value pair. */
+	int qf_delete_key_value(QF *qf, uint64_t key, uint64_t value, uint8_t flags);
+
+	/* Remove all instances of this key. */
+	/* NOT IMPLEMENTED YET. */
+	//void qf_delete_key(QF *qf, uint64_t key);
+
+	/* Replace the association (key, oldvalue, count) with the association
+		 (key, newvalue, count). If there is already an association (key,
+		 newvalue, count'), then the two associations will be merged and
+		 their counters will be summed, resulting in association (key,
+		 newvalue, count' + count). */
+	/* NOT IMPLEMENTED YET. */
+	//void qf_replace(QF *qf, uint64_t key, uint64_t oldvalue, uint64_t newvalue);
+
+	/****************************************
+   Query functions
+	****************************************/
+	
+	/* Lookup the value associated with key.  Returns the count of that
+		 key/value pair in the QF.  If it returns 0, then, the key is not
+		 present in the QF. Only returns the first value associated with key
+		 in the QF.  If you want to see others, use an iterator. 
+		 May return QF_COULDNT_LOCK if called with QF_TRY_LOCK.  */
+	uint64_t qf_query(const QF *qf, uint64_t key, uint64_t *value, uint8_t
+										flags);
+
+	/* Return the number of times key has been inserted, with any value,
+		 into qf. */
+	/* NOT IMPLEMENTED YET. */
+	//uint64_t qf_count_key(const QF *qf, uint64_t key);
+
+	/* Return the number of times key has been inserted, with the given
+		 value, into qf.
+		 May return QF_COULDNT_LOCK if called with QF_TRY_LOCK.  */
+	uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value,
+															uint8_t flags);
+
+	/* Returns a unique index corresponding to the key in the CQF.  Note
+		 that this can change if further modifications are made to the
+		 CQF.
+
+		 If the key is not found then returns QF_DOESNT_EXIST.
+		 May return QF_COULDNT_LOCK if called with QF_TRY_LOCK.
+	 */
+	int64_t qf_get_unique_index(const QF *qf, uint64_t key, uint64_t value,
+															uint8_t flags);
+
+
+	/****************************************
+   Metadata accessors.
+	****************************************/
+
+	/* Hashing info */
+	enum qf_hashmode qf_get_hashmode(const QF *qf);
+	uint64_t         qf_get_hash_seed(const QF *qf);
+	__uint128_t      qf_get_hash_range(const QF *qf);
+
+	/* Space usage info. */
+	bool     qf_is_auto_resize_enabled(const QF *qf);
+	uint64_t qf_get_total_size_in_bytes(const QF *qf);
+	uint64_t qf_get_nslots(const QF *qf);
+	uint64_t qf_get_num_occupied_slots(const QF *qf);
+
+	/* Bit-sizes info. */
+	uint64_t qf_get_num_key_bits(const QF *qf);
+	uint64_t qf_get_num_value_bits(const QF *qf);
+	uint64_t qf_get_num_key_remainder_bits(const QF *qf);
+	uint64_t qf_get_bits_per_slot(const QF *qf);
+
+	/* Number of (distinct) key-value pairs. */
+	uint64_t qf_get_sum_of_counts(const QF *qf);
+	uint64_t qf_get_num_distinct_key_value_pairs(const QF *qf);
+	
+	/****************************************
+		Iterators
+	*****************************************/
+	
+	typedef struct quotient_filter_iterator quotient_filter_iterator;
+	typedef quotient_filter_iterator QFi;
+
+#define QF_INVALID (-4)
+#define QFI_INVALID (-5)
+	
+	/* Initialize an iterator starting at the given position.
+	 * Return value:
+	 *  >= 0: iterator is initialized and positioned at the returned slot.
+	 *   = QFI_INVALID: iterator has reached end.
+	 */
+	int64_t qf_iterator_from_position(const QF *qf, QFi *qfi, uint64_t position);
+
+	/* Initialize an iterator and position it at the smallest index
+	 * containing a key-value pair whose hash is greater than or equal
+	 * to the specified key-value pair.
+	 * Return value:
+	 *  >= 0: iterator is initialized and position at the returned slot.
+	 *   = QFI_INVALID: iterator has reached end.
+	 */
+	int64_t qf_iterator_from_key_value(const QF *qf, QFi *qfi, uint64_t key,
+																		 uint64_t value, uint8_t flags);
+
+	/* Requires that the hash mode of the CQF is INVERTIBLE or NONE.
+	 * If the hash mode is DEFAULT then returns QF_INVALID.
+	 * Return value:
+	 *   = 0: Iterator is still valid.
+	 *   = QFI_INVALID: iterator has reached end.
+	 *   = QF_INVALID: hash mode is QF_DEFAULT_HASH
+	 */
+	int qfi_get_key(const QFi *qfi, uint64_t *key, uint64_t *value, uint64_t
+									*count);
+
+	/* Return value:
+	 *   = 0: Iterator is still valid.
+	 *   = QFI_INVALID: iterator has reached end.
+	 */
+	int qfi_get_hash(const QFi *qfi, uint64_t *hash, uint64_t *value, uint64_t
+									 *count);
+
+	/* Advance to next entry.
+	 * Return value:
+	 *   = 0: Iterator is still valid.
+	 *   = QFI_INVALID: iterator has reached end.
+	 */
+	int qfi_next(QFi *qfi);
+
+	/* Check to see if the if the end of the QF */
+	bool qfi_end(const QFi *qfi);
+
+	/************************************
+   Miscellaneous convenience functions.
+	*************************************/
+	
+	/* Reset the CQF to an empty filter. */
+	void qf_reset(QF *qf);
+
+	/* The caller should call qf_init on the dest QF using the same
+	 * parameters as the src QF before calling this function. Note: src
+	 * and dest must be exactly the same, including number of slots.  */
+	void qf_copy(QF *dest, const QF *src);
+
+	/* merge two QFs into the third one. Note: merges with any existing
+		 values in qfc.  */
+	void qf_merge(const QF *qfa, const QF *qfb, QF *qfc);
+
+	/* merge multiple QFs into the final QF one. */
+	void qf_multi_merge(const QF *qf_arr[], int nqf, QF *qfr);
+
+	/* find cosine similarity between two QFs. */
+	uint64_t qf_inner_product(const QF *qfa, const QF *qfb);
+
+	/* square of the L_2 norm of a QF (i.e. sum of squares of counts of
+		 all items in the CQF). */
+	uint64_t qf_magnitude(const QF *qf);
+
+	/***********************************
+		Debugging functions.
+	************************************/
+
+	void qf_dump(const QF *);
+	void qf_dump_metadata(const QF *qf);
+
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif /* _GQF_H_ */
diff --git a/include/gqf/gqf_file.h b/include/gqf/gqf_file.h
new file mode 100644
index 0000000..c4fdf87
--- /dev/null
+++ b/include/gqf/gqf_file.h
@@ -0,0 +1,45 @@
+/*
+ * ============================================================================
+ *
+ *        Authors:  Prashant Pandey <ppandey@cs.stonybrook.edu>
+ *                  Rob Johnson <robj@vmware.com>   
+ *
+ * ============================================================================
+ */
+
+#ifndef _GQF_FILE_H_
+#define _GQF_FILE_H_
+
+#include <inttypes.h>
+#include <pthread.h>
+#include <stdbool.h>
+
+#include "gqf.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+	/* Initialize a file-backed CQF at "filename". */
+	bool qf_initfile(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t
+									value_bits, enum qf_hashmode hash, uint32_t seed, char*
+									filename, int prot);
+
+	/* Read "filename" into "qf". */
+	uint64_t qf_usefile(QF* qf, const char* filename, int prot);
+
+	bool qf_closefile(QF* qf);
+
+	bool qf_deletefile(QF* qf);
+
+	/* write data structure of to the disk */
+	uint64_t qf_serialize(const QF *qf, const char *filename);
+
+	/* read data structure off the disk */
+	uint64_t qf_deserialize(QF *qf, const char *filename);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif // _GQF_FILE_H_
diff --git a/include/gqf/gqf_int.h b/include/gqf/gqf_int.h
new file mode 100644
index 0000000..ca34e8d
--- /dev/null
+++ b/include/gqf/gqf_int.h
@@ -0,0 +1,133 @@
+/*
+ * ============================================================================
+ *
+ *        Authors:  Prashant Pandey <ppandey@cs.stonybrook.edu>
+ *                  Rob Johnson <robj@vmware.com>   
+ *
+ * ============================================================================
+ */
+
+#ifndef _GQF_INT_H_
+#define _GQF_INT_H_
+
+#include <inttypes.h>
+#include <stdbool.h>
+
+#include "gqf.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#define MAGIC_NUMBER 1018874902021329732
+
+/* Can be 
+   0 (choose size at run-time), 
+   8, 16, 32, or 64 (for optimized versions),
+   or other integer <= 56 (for compile-time-optimized bit-shifting-based versions)
+*/
+#define QF_BITS_PER_SLOT 0
+
+/* Must be >= 6.  6 seems fastest. */
+#define QF_BLOCK_OFFSET_BITS (6)
+
+#define QF_SLOTS_PER_BLOCK (1ULL << QF_BLOCK_OFFSET_BITS)
+#define QF_METADATA_WORDS_PER_BLOCK ((QF_SLOTS_PER_BLOCK + 63) / 64)
+
+	typedef struct __attribute__ ((__packed__)) qfblock {
+		/* Code works with uint16_t, uint32_t, etc, but uint8_t seems just as fast as
+		 * anything else */
+		uint8_t offset; 
+		uint64_t occupieds[QF_METADATA_WORDS_PER_BLOCK];
+		uint64_t runends[QF_METADATA_WORDS_PER_BLOCK];
+
+#if QF_BITS_PER_SLOT == 8
+		uint8_t  slots[QF_SLOTS_PER_BLOCK];
+#elif QF_BITS_PER_SLOT == 16
+		uint16_t  slots[QF_SLOTS_PER_BLOCK];
+#elif QF_BITS_PER_SLOT == 32
+		uint32_t  slots[QF_SLOTS_PER_BLOCK];
+#elif QF_BITS_PER_SLOT == 64
+		uint64_t  slots[QF_SLOTS_PER_BLOCK];
+#elif QF_BITS_PER_SLOT != 0
+		uint8_t   slots[QF_SLOTS_PER_BLOCK * QF_BITS_PER_SLOT / 8];
+#else
+		uint8_t   slots[];
+#endif
+	} qfblock;
+
+  typedef struct file_info {
+		int fd;
+		char *filepath;
+	} file_info;
+
+	// The below struct is used to instrument the code.
+	// It is not used in normal operations of the CQF.
+	typedef struct {
+		uint64_t total_time_single;
+		uint64_t total_time_spinning;
+		uint64_t locks_taken;
+		uint64_t locks_acquired_single_attempt;
+	} wait_time_data;
+
+	typedef struct quotient_filter_runtime_data {
+		file_info f_info;
+		uint64_t num_locks;
+		volatile int metadata_lock;
+		volatile int *locks;
+		wait_time_data *wait_times;
+	} quotient_filter_runtime_data;
+
+	typedef quotient_filter_runtime_data qfruntime;
+
+	typedef struct quotient_filter_metadata {
+		uint64_t magic_endian_number;
+		enum qf_hashmode hash_mode;
+		uint32_t auto_resize;
+		uint64_t total_size_in_bytes;
+		uint32_t seed;
+		uint64_t nslots;
+		uint64_t xnslots;
+		uint64_t key_bits;
+		uint64_t value_bits;
+		uint64_t key_remainder_bits;
+		uint64_t bits_per_slot;
+		__uint128_t range;
+		uint64_t nblocks;
+		uint64_t nelts;
+		uint64_t ndistinct_elts;
+		uint64_t noccupied_slots;
+	} quotient_filter_metadata;
+
+	typedef quotient_filter_metadata qfmetadata;
+
+	typedef struct quotient_filter {
+		qfruntime *runtimedata;
+		qfmetadata *metadata;
+		qfblock *blocks;
+	} quotient_filter;
+
+	typedef quotient_filter QF;
+
+	// The below struct is used to instrument the code.
+	// It is not used in normal operations of the CQF.
+	typedef struct {
+		uint64_t start_index;
+		uint16_t length;
+	} cluster_data;
+
+	typedef struct quotient_filter_iterator {
+		const QF *qf;
+		uint64_t run;
+		uint64_t current;
+		uint64_t cur_start_index;
+		uint16_t cur_length;
+		uint32_t num_clusters;
+		cluster_data *c_info;
+	} quotient_filter_iterator;
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif /* _GQF_INT_H_ */
diff --git a/include/gqf/hashutil.h b/include/gqf/hashutil.h
new file mode 100644
index 0000000..06d1b1a
--- /dev/null
+++ b/include/gqf/hashutil.h
@@ -0,0 +1,42 @@
+/*
+ * ============================================================================
+ *
+ *        Authors:  Prashant Pandey <ppandey@cs.stonybrook.edu>
+ *                  Rob Johnson <robj@vmware.com>   
+ *
+ * ============================================================================
+ */
+
+#ifndef _HASHUTIL_H_
+#define _HASHUTIL_H_
+
+#include <sys/types.h>
+#include <stdlib.h>
+#include <stdint.h>
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+// MurmurHash2
+uint32_t MurmurHash(const void *buf, size_t length, uint32_t seed);
+uint64_t MurmurHash64B ( const void * key, int len, unsigned int
+ 												seed );
+uint64_t MurmurHash64A ( const void * key, int len, unsigned int
+ 												seed );
+__uint128_t MurmurHash128A ( const void * key, int len, unsigned
+																		int seed, unsigned int seed2 );
+
+// AES hash
+uint64_t AES_HASH(uint64_t x);
+
+uint64_t hash_64(uint64_t key, uint64_t mask);
+uint64_t hash_64i(uint64_t key, uint64_t mask);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif  // #ifndef _HASHUTIL_H_
+
+
diff --git a/include/gqf_cpp.h b/include/gqf_cpp.h
new file mode 100644
index 0000000..c64e703
--- /dev/null
+++ b/include/gqf_cpp.h
@@ -0,0 +1,232 @@
+/*
+ * ============================================================================
+ *
+ *        Authors:  Prashant Pandey <ppandey@cs.stonybrook.edu>
+ *                  Rob Johnson <robj@vmware.com>
+ *                  Rob Patro (rob.patro@cs.stonybrook.edu)
+ *
+ * ============================================================================
+ */
+
+#ifndef _CQF_H_
+#define _CQF_H_
+
+#include <iostream>
+#include <cassert>
+#include <unordered_set>
+
+#include <inttypes.h>
+#include <string.h>
+#include <math.h>
+#include <sys/mman.h>
+
+#include "gqf/gqf.h"
+#include "gqf/gqf_int.h"
+#include "gqf/gqf_file.h"
+#include "util.h"
+
+#define NUM_HASH_BITS 24
+#define NUM_Q_BITS 16
+#define SEED 2038074761
+
+enum readmode {
+	CQF_MMAP,
+	CQF_FREAD
+};
+
+template <class key_obj>
+class CQF {
+	public:
+		CQF();
+		CQF(uint64_t q_bits, uint64_t key_bits, enum qf_hashmode hash, uint32_t seed);
+		CQF(std::string& filename, enum readmode flag);
+		CQF(const CQF<key_obj>& copy_cqf);
+
+		int insert(const key_obj& k, uint8_t flags);
+
+		/* Will return the count. */
+		uint64_t query(const key_obj& k, uint8_t flags);
+
+		uint64_t inner_prod(const CQF<key_obj>& in_cqf);
+
+		void serialize(std::string filename) {
+			qf_serialize(&cqf, filename.c_str());
+		}
+
+		void set_auto_resize(void) { qf_set_auto_resize(&cqf, true); }
+		int64_t get_unique_index(const key_obj& k, uint8_t flags) const {
+			return qf_get_unique_index(&cqf, k.key, k.value, flags);
+		}
+
+		bool is_exact(void) const;
+		enum qf_hashmode hash_mode(void) const { return cqf.metadata->hash_mode; }
+		bool check_similarity(const CQF *other_cqf) const;
+
+		const QF* get_cqf(void) const { return &cqf; }
+		uint64_t range(void) const { return cqf.metadata->range; }
+		uint32_t seed(void) const { return cqf.metadata->seed; }
+		uint64_t numslots(void) const { return cqf.metadata->nslots; }
+		uint32_t keybits(void) const { return cqf.metadata->key_bits; }
+		uint64_t total_elts(void) const { return cqf.metadata->nelts; }
+		uint64_t dist_elts(void) const { return cqf.metadata->ndistinct_elts; }
+		//uint64_t set_size(void) const { return set.size(); }
+		void reset(void) { qf_reset(&cqf); }
+
+		void dump_metadata(void) const { qf_dump_metadata(&cqf); }
+
+		void drop_pages(uint64_t cur);
+
+		class Iterator {
+			public:
+				Iterator(QFi it);
+				key_obj operator*(void) const;
+				void operator++(void);
+				bool done(void) const;
+
+				key_obj get_cur_hash(void) const;
+
+				QFi iter;
+			private:
+				uint64_t end_hash;
+		};
+
+		Iterator begin(void) const;
+		Iterator end(void) const;
+
+	private:
+		QF cqf;
+		//std::unordered_set<uint64_t> set;
+};
+
+class KeyObject {
+	public:
+		KeyObject() : key(0), value(0), count(0) {};
+
+		KeyObject(uint64_t k, uint64_t v, uint64_t c) : key(k),
+		value(v), count(c) {};
+
+		KeyObject(const KeyObject& k) : key(k.key), value(k.value), count(k.count) {};
+
+		bool operator==(KeyObject k) { return key == k.key; }
+
+		typedef uint64_t kmer_t;
+		kmer_t key;
+		uint64_t value;
+		uint64_t count;
+};
+
+template <class key_obj>
+CQF<key_obj>::CQF() {
+	if (!qf_malloc(&cqf, 1ULL << NUM_Q_BITS, NUM_HASH_BITS, 0, QF_HASH_DEFAULT,
+								 SEED)) {
+		ERROR("Can't allocate the CQF");
+		exit(EXIT_FAILURE);
+	}
+}
+
+template <class key_obj>
+CQF<key_obj>::CQF(uint64_t q_bits, uint64_t key_bits, enum qf_hashmode hash,
+									uint32_t seed) {
+	if (!qf_malloc(&cqf, 1ULL << q_bits, key_bits, 0, hash, SEED)) {
+		ERROR("Can't allocate the CQF");
+		exit(EXIT_FAILURE);
+	}
+}
+
+template <class key_obj>
+CQF<key_obj>::CQF(std::string& filename, enum readmode flag) {
+	uint64_t size = 0;
+	if (flag == CQF_MMAP)
+	 size = qf_usefile(&cqf, filename.c_str(), PROT_READ);
+	else
+		size = qf_deserialize(&cqf, filename.c_str());
+
+	if (size == 0) {
+		ERROR("Can't read/deserialize the CQF");
+		exit(EXIT_FAILURE);
+	}
+}
+
+template <class key_obj> CQF<key_obj>::CQF(const CQF<key_obj>& copy_cqf) {
+	memcpy(reinterpret_cast<void*>(&cqf),
+				 reinterpret_cast<void*>(const_cast<QF*>(&copy_cqf.cqf)), sizeof(QF));
+}
+
+template <class key_obj>
+int CQF<key_obj>::insert(const key_obj& k, uint8_t flags) {
+	return qf_insert(&cqf, k.key, k.value, k.count, flags);
+	// To validate the CQF
+	//set.insert(k.key);
+}
+
+template <class key_obj>
+uint64_t CQF<key_obj>::query(const key_obj& k, uint8_t flags) {
+	return qf_count_key_value(&cqf, k.key, k.value, flags);
+}
+
+template <class key_obj>
+uint64_t CQF<key_obj>::inner_prod(const CQF<key_obj>& in_cqf) {
+	return qf_inner_product(&cqf, in_cqf.get_cqf());
+}
+
+template <class key_obj>
+bool CQF<key_obj>::is_exact(void) const {
+	if (cqf.metadata->hash_mode == QF_HASH_INVERTIBLE)
+		return true;
+	return false;
+}
+
+template <class key_obj>
+bool CQF<key_obj>::check_similarity(const CQF *other_cqf) const {
+	if (hash_mode() != other_cqf->hash_mode() || seed() != other_cqf->seed() ||
+			keybits() != other_cqf->keybits() || range() != other_cqf->range())
+		return false;
+	return true;
+}
+
+template <class key_obj>
+CQF<key_obj>::Iterator::Iterator(QFi it)
+	: iter(it) {};
+
+template <class key_obj>
+key_obj CQF<key_obj>::Iterator::operator*(void) const {
+	uint64_t key = 0, value = 0, count = 0;
+	qfi_get_key(&iter, &key, &value, &count);
+	return key_obj(key, value, count);
+}
+
+template <class key_obj>
+key_obj CQF<key_obj>::Iterator::get_cur_hash(void) const {
+	uint64_t key = 0, value = 0, count = 0;
+	qfi_get_hash(&iter, &key, &value, &count);
+	return key_obj(key, value, count);
+}
+
+template<class key_obj>
+void CQF<key_obj>::Iterator::operator++(void) {
+	qfi_next(&iter);
+}
+
+/* Currently, the iterator only traverses forward. So, we only need to check
+ * the right side limit.
+ */
+template<class key_obj>
+bool CQF<key_obj>::Iterator::done(void) const {
+	return qfi_end(&iter);
+}
+
+template<class key_obj>
+typename CQF<key_obj>::Iterator CQF<key_obj>::begin(void) const {
+	QFi qfi;
+	qf_iterator_from_position(&this->cqf, &qfi, 0);
+	return Iterator(qfi);
+}
+
+template<class key_obj>
+typename CQF<key_obj>::Iterator CQF<key_obj>::end(void) const {
+	QFi qfi;
+	qf_iterator_from_position(&this->cqf, &qfi, 0xffffffffffffffff);
+	return Iterator(qfi, UINT64_MAX);
+}
+
+#endif
diff --git a/include/hashutil.h b/include/hashutil.h
deleted file mode 100644
index 472d458..0000000
--- a/include/hashutil.h
+++ /dev/null
@@ -1,36 +0,0 @@
-/* -*- Mode: C++; c-basic-offset: 4; indent-tabs-mode: nil -*- */
-#ifndef _HASHUTIL_H_
-#define _HASHUTIL_H_
-
-#include <sys/types.h>
-#include <string>
-#include <stdlib.h>
-#include <stdint.h>
-
-class HashUtil {
-	public:
-
-		// MurmurHash2
-		static uint32_t MurmurHash(const void *buf, size_t length, uint32_t seed =
-															 0);
-		static uint32_t MurmurHash(const std::string &s, uint32_t seed = 0);
-		static uint64_t MurmurHash64B ( const void * key, int len, unsigned int
-																		seed );
-		static uint64_t MurmurHash64A ( const void * key, int len, unsigned int
-																		seed );
-		static __uint128_t MurmurHash128A ( const void * key, int len, unsigned
-																				int seed, unsigned int seed2 );
-
-		// AES hash
-		static uint64_t AES_HASH(uint64_t x);
-
-		static uint64_t hash_64(uint64_t key, uint64_t mask);
-		static uint64_t hash_64i(uint64_t key, uint64_t mask);
-
-	private:
-		HashUtil();
-};
-
-#endif  // #ifndef _HASHUTIL_H_
-
-
diff --git a/include/kmer.h b/include/kmer.h
index c7dbdea..97f4bfb 100644
--- a/include/kmer.h
+++ b/include/kmer.h
@@ -22,7 +22,6 @@
 #include <stdio.h>
 #include <string>
 
-#include "hashutil.h"
 #include "common_types.h"
 
 #define BITMASK(nbits) ((nbits) == 64 ? 0xffffffffffffffff : (1ULL << (nbits)) \
@@ -33,18 +32,15 @@ using namespace std;
 
 class Kmer {
 	public:
-		static inline char map_int(uint8_t base);
-		static inline uint8_t map_base(char base);
-		static uint64_t str_to_int(string str);
-		static string int_to_str(uint64_t kmer, uint64_t kmer_size);
-		static inline int reverse_complement_base(int x);
-		static uint64_t reverse_complement(uint64_t kmer, uint64_t kmer_size);
-		static inline bool compare_kmers(uint64_t kmer, uint64_t kmer_rev);
-		static inline unsigned __int128 word_reverse_complement(unsigned __int128 w);
-		static inline int64_t word_reverse_complement(uint64_t w);
-		static inline uint32_t word_reverse_complement(uint32_t w);
+		static char map_int(uint8_t base);
+		static uint8_t map_base(char base);
+		static __int128_t str_to_int(std::string str);
+		static std::string int_to_str(__int128_t kmer, uint64_t kmer_size);
+		static int reverse_complement_base(int x);
+		static __int128_t reverse_complement(__int128_t kmer, uint64_t kmer_size);
+		static bool compare_kmers(__int128_t kmer, __int128_t kmer_rev);
+
 		static mantis::QuerySets parse_kmers(const char *filename,
-																				 uint32_t seed, uint64_t range,
 																				 uint64_t kmer_size, uint64_t&
 																				 total_kmers);
 		static std::string generate_random_string(uint64_t len);
diff --git a/include/util.h b/include/util.h
index 396184a..fce583b 100644
--- a/include/util.h
+++ b/include/util.h
@@ -1,15 +1,6 @@
 /*
  * ============================================================================
  *
- *       Filename:  util.h
- *
- *    Description:  
- *
- *        Version:  1.0
- *        Created:  2017-09-21 12:39:52 PM
- *       Revision:  none
- *       Compiler:  gcc
- *
  *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
  *   Organization:  Stony Brook University
  *
@@ -33,6 +24,18 @@
 #define PRINT_DEBUG 0
 #endif
 
+#define DEBUG(x) do { \
+	if (PRINT_DEBUG) { std::cerr << x << std::endl; } \
+} while (0)
+
+#define ERROR(x) do { \
+	{ std::cerr << x << std::endl; } \
+} while (0)
+
+#define PRINT(x) do { \
+	{ std::cout << x << std::endl; } \
+} while (0)
+
 #define DEBUG_CDBG(x) do { \
 	  if (PRINT_DEBUG) { std::cerr << x << std::endl; } \
 } while (0)
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index c651923..399a0c1 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -3,13 +3,14 @@
 # most of the relevant API
 add_library(mantis_core STATIC
   kmer.cc
-  hashutil.cc
   query.cc
   util.cc
   validatemantis.cc
   coloreddbg.cc
   MantisFS.cc
-  cqf/gqf.c)
+  gqf/gqf.c
+	gqf/gqf_file.c
+	gqf/hashutil.c)
 
 set(MANTIS_DEBUG_CFLAGS "${MANTIS_C_FLAGS};-g")
 set(MANTIS_DEBUG_CXXFLAGS "${MANTIS_CXX_FLAGS};-g")
diff --git a/src/coloreddbg.cc b/src/coloreddbg.cc
index c759581..4bab65b 100644
--- a/src/coloreddbg.cc
+++ b/src/coloreddbg.cc
@@ -1,15 +1,6 @@
 /*
  * ============================================================================
  *
- *       Filename:  main.cc
- *
- *    Description:  
- *
- *        Version:  1.0
- *        Created:  2016-11-10 03:31:54 PM
- *       Revision:  none
- *       Compiler:  gcc
- *
  *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
  *   Organization:  Stony Brook University
  *
@@ -70,14 +61,6 @@
 	int
 build_main ( BuildOpts& opt )
 {
-	/* calling asyc read init */
-	struct aioinit aioinit;
-	memset(&aioinit, 0, sizeof(struct aioinit));
-	aioinit.aio_num = 2500;
-	aioinit.aio_threads = 100;
-	aioinit.aio_idle_time = 60;
-	aio_init(&aioinit);
-
 	spdlog::logger* console = opt.console.get();
 	std::ifstream infile(opt.inlist);
   uint64_t num_samples{0};
@@ -150,18 +133,23 @@ build_main ( BuildOpts& opt )
 			console->error("Squeakr file {} does not exist.", cqf_file);
 			exit(1);
 		}
-    cqfs.emplace_back(cqf_file, true);
+    cqfs.emplace_back(cqf_file, CQF_MMAP);
 		std::string sample_id = first_part(first_part(last_part(cqf_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}",nqf, cqfs[nqf].seed());
 		console->info("Sample id {} cut off {}", sample_id);
 		cqfs.back().dump_metadata();
     inobjects.emplace_back(&cqfs[nqf], sample_id, nqf);
+		if (!cqfs.front().check_similarity(&cqfs.back())) {
+			console->error("Passed Squeakr files are not similar.", cqf_file);
+			exit(1);
+		}
     nqf++;
 	}
 
 	ColoredDbg<SampleObject<CQF<KeyObject>*>, KeyObject> cdbg(opt.qbits,
 																														inobjects[0].obj->keybits(),
+																														cqfs[0].hash_mode(),
 																														inobjects[0].obj->seed(),
 																														prefix, nqf);
 	cdbg.set_console(console);
@@ -208,7 +196,7 @@ build_main ( BuildOpts& opt )
 	cdbg.construct(inobjects.data(), std::numeric_limits<uint64_t>::max());
 
 	console->info("Final colored dBG has {} k-mers and {} equivalence classes",
-								cdbg.get_cqf()->size(), cdbg.get_num_eqclasses());
+								cdbg.get_cqf()->dist_elts(), cdbg.get_num_eqclasses());
 
 	//cdbg.get_cqf()->dump_metadata();
 	//DEBUG_CDBG(cdbg.get_cqf()->set_size());
diff --git a/src/cqf/gqf.c b/src/gqf/gqf.c
similarity index 63%
rename from src/cqf/gqf.c
rename to src/gqf/gqf.c
index ad06a78..f2cc817 100644
--- a/src/cqf/gqf.c
+++ b/src/gqf/gqf.c
@@ -1,3 +1,12 @@
+/*
+ * ============================================================================
+ *
+ *        Authors:  Prashant Pandey <ppandey@cs.stonybrook.edu>
+ *                  Rob Johnson <robj@vmware.com>   
+ *
+ * ============================================================================
+ */
+
 #include <stdlib.h>
 #if 0
 # include <assert.h>
@@ -14,53 +23,31 @@
 #include <sys/stat.h>
 #include <fcntl.h>
 
-#include "cqf/gqf.h"
+#include "gqf/hashutil.h"
+#include "gqf/gqf.h"
+#include "gqf/gqf_int.h"
 
 /******************************************************************
  * Code for managing the metadata bits and slots w/o interpreting *
  * the content of the slots.
  ******************************************************************/
 
-/* Must be >= 6.  6 seems fastest. */
-#define BLOCK_OFFSET_BITS (6)
-
-#define SLOTS_PER_BLOCK (1ULL << BLOCK_OFFSET_BITS)
-#define METADATA_WORDS_PER_BLOCK ((SLOTS_PER_BLOCK + 63) / 64)
-
+#define MAX_VALUE(nbits) ((1ULL << (nbits)) - 1)
+#define BITMASK(nbits)                                    \
+  ((nbits) == 64 ? 0xffffffffffffffff : MAX_VALUE(nbits))
 #define NUM_SLOTS_TO_LOCK (1ULL<<16)
 #define CLUSTER_SIZE (1ULL<<14)
+#define METADATA_WORD(qf,field,slot_index)                              \
+  (get_block((qf), (slot_index) /                                       \
+             QF_SLOTS_PER_BLOCK)->field[((slot_index)  % QF_SLOTS_PER_BLOCK) / 64])
 
-#define METADATA_WORD(qf,field,slot_index) (get_block((qf), (slot_index) / \
-					SLOTS_PER_BLOCK)->field[((slot_index)  % SLOTS_PER_BLOCK) / 64])
-#define QFI_METADATA_WORD(qfi,field,slot_index) (qfi_get_block((qfi), (slot_index) / \
-					SLOTS_PER_BLOCK)->field[((slot_index)  % SLOTS_PER_BLOCK) / 64])
+#define GET_NO_LOCK(flag) (flag & QF_NO_LOCK)
+#define GET_TRY_ONCE_LOCK(flag) (flag & QF_TRY_ONCE_LOCK)
+#define GET_WAIT_FOR_LOCK(flag) (flag & QF_WAIT_FOR_LOCK)
+#define GET_KEY_HASH(flag) (flag & QF_KEY_IS_HASH)
 
-#define MAX_VALUE(nbits) ((1ULL << (nbits)) - 1)
+#define DISTANCE_FROM_HOME_SLOT_CUTOFF 1000
 #define BILLION 1000000000L
-#define PAGE_SIZE (1ULL << 12)
-#define PAGE_ALIGN(virt) (virt & ~(PAGE_SIZE - 1))
-
-typedef struct __attribute__ ((__packed__)) qfblock {
-	/* Code works with uint16_t, uint32_t, etc, but uint8_t seems just as fast as
-   * anything else */
-	uint8_t offset; 
-	uint64_t occupieds[METADATA_WORDS_PER_BLOCK];
-	uint64_t runends[METADATA_WORDS_PER_BLOCK];
-
-#if BITS_PER_SLOT == 8
-	uint8_t  slots[SLOTS_PER_BLOCK];
-#elif BITS_PER_SLOT == 16
-	uint16_t  slots[SLOTS_PER_BLOCK];
-#elif BITS_PER_SLOT == 32
-	uint32_t  slots[SLOTS_PER_BLOCK];
-#elif BITS_PER_SLOT == 64
-	uint64_t  slots[SLOTS_PER_BLOCK];
-#elif BITS_PER_SLOT != 0
-	uint8_t   slots[SLOTS_PER_BLOCK * BITS_PER_SLOT / 8];
-#else
-	uint8_t   slots[];
-#endif
-} qfblock;
 
 #ifdef DEBUG
 #define PRINT_DEBUG 1
@@ -71,8 +58,8 @@ typedef struct __attribute__ ((__packed__)) qfblock {
 #define DEBUG_CQF(fmt, ...) \
 	do { if (PRINT_DEBUG) fprintf(stderr, fmt, __VA_ARGS__); } while (0)
 
-#define PRINT_CQF(fmt, ...) \
-	do { fprintf(stdout, fmt, __VA_ARGS__); } while (0)
+#define DEBUG_DUMP(qf) \
+	do { if (PRINT_DEBUG) qf_dump_metadata(qf); } while (0)
 
 static __inline__ unsigned long long rdtsc(void)
 {
@@ -82,57 +69,57 @@ static __inline__ unsigned long long rdtsc(void)
 }
 
 #ifdef LOG_WAIT_TIME
-static inline bool qf_spin_lock(QF *cf, volatile int *lock, uint64_t idx, 
-																enum lock flag)
+static inline bool qf_spin_lock(QF *qf, volatile int *lock, uint64_t idx,
+																uint8_t flag)
 {
 	struct timespec start, end;
 	bool ret;
 
 	clock_gettime(CLOCK_THREAD_CPUTIME_ID, &start);
-	if (flag != LOCK_AND_SPIN) {
+	if (GET_WAIT_FOR_LOCK(flag) != QF_WAIT_FOR_LOCK) {
 		ret = !__sync_lock_test_and_set(lock, 1);
 		clock_gettime(CLOCK_THREAD_CPUTIME_ID, &end);
-		cf->mem->wait_times[idx].locks_acquired_single_attempt++;
-		cf->mem->wait_times[idx].total_time_single += BILLION * (end.tv_sec -
+		qf->runtimedata->wait_times[idx].locks_acquired_single_attempt++;
+		qf->runtimedata->wait_times[idx].total_time_single += BILLION * (end.tv_sec -
 																												start.tv_sec) +
 			end.tv_nsec - start.tv_nsec;
 	} else {
 		if (!__sync_lock_test_and_set(lock, 1)) {
 			clock_gettime(CLOCK_THREAD_CPUTIME_ID, &end);
-			cf->mem->wait_times[idx].locks_acquired_single_attempt++;
-			cf->mem->wait_times[idx].total_time_single += BILLION * (end.tv_sec -
+			qf->runtimedata->wait_times[idx].locks_acquired_single_attempt++;
+			qf->runtimedata->wait_times[idx].total_time_single += BILLION * (end.tv_sec -
 																													start.tv_sec) +
 			end.tv_nsec - start.tv_nsec;
 		} else {
 			while (__sync_lock_test_and_set(lock, 1))
 				while (*lock);
 			clock_gettime(CLOCK_THREAD_CPUTIME_ID, &end);
-			cf->mem->wait_times[idx].total_time_spinning += BILLION * (end.tv_sec -
+			qf->runtimedata->wait_times[idx].total_time_spinning += BILLION * (end.tv_sec -
 																														start.tv_sec) +
 				end.tv_nsec - start.tv_nsec;
 		}
 		ret = true;
 	}
-	cf->mem->wait_times[idx].locks_taken++;
+	qf->runtimedata->wait_times[idx].locks_taken++;
 
 	return ret;
 
 	/*start = rdtsc();*/
 	/*if (!__sync_lock_test_and_set(lock, 1)) {*/
 		/*clock_gettime(CLOCK_THREAD_CPUTIME_ID, &end);*/
-		/*cf->mem->wait_times[idx].locks_acquired_single_attempt++;*/
-		/*cf->mem->wait_times[idx].total_time_single += BILLION * (end.tv_sec -
+		/*qf->runtimedata->wait_times[idx].locks_acquired_single_attempt++;*/
+		/*qf->runtimedata->wait_times[idx].total_time_single += BILLION * (end.tv_sec -
 		 * start.tv_sec) + end.tv_nsec - start.tv_nsec;*/
 	/*} else {*/
 		/*while (__sync_lock_test_and_set(lock, 1))*/
 			/*while (*lock);*/
 		/*clock_gettime(CLOCK_THREAD_CPUTIME_ID, &end);*/
-		/*cf->mem->wait_times[idx].total_time_spinning += BILLION * (end.tv_sec -
+		/*qf->runtimedata->wait_times[idx].total_time_spinning += BILLION * (end.tv_sec -
 		 * start.tv_sec) + end.tv_nsec - start.tv_nsec;*/
 	/*}*/
 
 	/*end = rdtsc();*/
-	/*cf->mem->wait_times[idx].locks_taken++;*/
+	/*qf->runtimedata->wait_times[idx].locks_taken++;*/
 	/*return;*/
 }
 #else
@@ -140,9 +127,9 @@ static inline bool qf_spin_lock(QF *cf, volatile int *lock, uint64_t idx,
  * Try to acquire a lock once and return even if the lock is busy.
  * If spin flag is set, then spin until the lock is available.
  */
-static inline bool qf_spin_lock(volatile int *lock, enum lock flag)
+static inline bool qf_spin_lock(volatile int *lock, uint8_t flag)
 {
-	if (flag != LOCK_AND_SPIN) {
+	if (GET_WAIT_FOR_LOCK(flag) != QF_WAIT_FOR_LOCK) {
 		return !__sync_lock_test_and_set(lock, 1);
 	} else {
 		while (__sync_lock_test_and_set(lock, 1))
@@ -160,30 +147,32 @@ static inline void qf_spin_unlock(volatile int *lock)
 	return;
 }
 
-static bool qf_lock(QF *cf, uint64_t hash_bucket_index, enum lock flag, bool
-										small)
+static bool qf_lock(QF *qf, uint64_t hash_bucket_index, bool small, uint8_t
+										runtime_lock)
 {
 	uint64_t hash_bucket_lock_offset  = hash_bucket_index % NUM_SLOTS_TO_LOCK;
 	if (small) {
 #ifdef LOG_WAIT_TIME
-		if (!qf_spin_lock(cf, &cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK],
-											hash_bucket_index/NUM_SLOTS_TO_LOCK, flag))
+		if (!qf_spin_lock(qf, &qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK],
+											hash_bucket_index/NUM_SLOTS_TO_LOCK,
+											runtime_lock))
 			return false;
 		if (NUM_SLOTS_TO_LOCK - hash_bucket_lock_offset <= CLUSTER_SIZE) {
-			if (!qf_spin_lock(cf, &cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1],
-												hash_bucket_index/NUM_SLOTS_TO_LOCK+1, flag)) {
-				qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
+			if (!qf_spin_lock(qf, &qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1],
+												hash_bucket_index/NUM_SLOTS_TO_LOCK+1,
+												runtime_lock)) {
+				qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
 				return false;
 			}
 		}
 #else
-		if (!qf_spin_lock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK],
-											flag))
+		if (!qf_spin_lock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK],
+											runtime_lock))
 			return false;
 		if (NUM_SLOTS_TO_LOCK - hash_bucket_lock_offset <= CLUSTER_SIZE) {
-			if (!qf_spin_lock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1],
-												flag)) {
-				qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
+			if (!qf_spin_lock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1],
+												runtime_lock)) {
+				qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
 				return false;
 			}
 		}
@@ -192,48 +181,48 @@ static bool qf_lock(QF *cf, uint64_t hash_bucket_index, enum lock flag, bool
 #ifdef LOG_WAIT_TIME
 		if (hash_bucket_index >= NUM_SLOTS_TO_LOCK && hash_bucket_lock_offset <=
 				CLUSTER_SIZE) {
-			if (!qf_spin_lock(cf,
-												&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1],
-												flag))
+			if (!qf_spin_lock(qf,
+												&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1],
+												runtime_lock))
 				return false;
 		}
-		if (!qf_spin_lock(cf,
-											&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK],
-											flag)) {
+		if (!qf_spin_lock(qf,
+											&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK],
+											runtime_lock)) {
 			if (hash_bucket_index >= NUM_SLOTS_TO_LOCK && hash_bucket_lock_offset <=
 					CLUSTER_SIZE)
-				qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
+				qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
 			return false;
 		}
-		if (!qf_spin_lock(cf, &cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1],
-											flag)) {
-			qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
+		if (!qf_spin_lock(qf, &qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1],
+											runtime_lock)) {
+			qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
 			if (hash_bucket_index >= NUM_SLOTS_TO_LOCK && hash_bucket_lock_offset <=
 					CLUSTER_SIZE)
-				qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
+				qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
 			return false;
 		}
 #else
 		if (hash_bucket_index >= NUM_SLOTS_TO_LOCK && hash_bucket_lock_offset <=
 				CLUSTER_SIZE) {
 			if
-				(!qf_spin_lock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1],
-											 flag))
+				(!qf_spin_lock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1],
+											 runtime_lock))
 				return false;
 		}
-		if (!qf_spin_lock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK],
-											flag)) {
+		if (!qf_spin_lock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK],
+											runtime_lock)) {
 			if (hash_bucket_index >= NUM_SLOTS_TO_LOCK && hash_bucket_lock_offset <=
 					CLUSTER_SIZE)
-				qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
+				qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
 			return false;
 		}
-		if (!qf_spin_lock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1],
-											flag)) {
-			qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
+		if (!qf_spin_lock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1],
+											runtime_lock)) {
+			qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
 			if (hash_bucket_index >= NUM_SLOTS_TO_LOCK && hash_bucket_lock_offset <=
 					CLUSTER_SIZE)
-				qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
+				qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
 			return false;
 		}
 #endif
@@ -241,32 +230,33 @@ static bool qf_lock(QF *cf, uint64_t hash_bucket_index, enum lock flag, bool
 	return true;
 }
 
-static void qf_unlock(QF *cf, uint64_t hash_bucket_index, bool small)
+static void qf_unlock(QF *qf, uint64_t hash_bucket_index, bool small)
 {
 	uint64_t hash_bucket_lock_offset  = hash_bucket_index % NUM_SLOTS_TO_LOCK;
 	if (small) {
 		if (NUM_SLOTS_TO_LOCK - hash_bucket_lock_offset <= CLUSTER_SIZE) {
-			qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1]);
+			qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1]);
 		}
-		qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
+		qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
 	} else {
-		qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1]);
-		qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
+		qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK+1]);
+		qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK]);
 		if (hash_bucket_index >= NUM_SLOTS_TO_LOCK && hash_bucket_lock_offset <=
 				CLUSTER_SIZE)
-			qf_spin_unlock(&cf->mem->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
+			qf_spin_unlock(&qf->runtimedata->locks[hash_bucket_index/NUM_SLOTS_TO_LOCK-1]);
 	}
 }
 
-static void modify_metadata(QF *cf, uint64_t *metadata, int cnt)
+static void modify_metadata(QF *qf, uint64_t *metadata, int cnt)
 {
 #ifdef LOG_WAIT_TIME
-	qf_spin_lock(cf, &cf->mem->metadata_lock,cf->num_locks, LOCK_AND_SPIN);
+	qf_spin_lock(qf, &qf->runtimedata->metadata_lock,
+							 qf->runtimedata->num_locks, QF_WAIT_FOR_LOCK);
 #else
-	qf_spin_lock(&cf->mem->metadata_lock, LOCK_AND_SPIN);
+	qf_spin_lock(&qf->runtimedata->metadata_lock, QF_WAIT_FOR_LOCK);
 #endif
 	*metadata = *metadata + cnt;
-	qf_spin_unlock(&cf->mem->metadata_lock);
+	qf_spin_unlock(&qf->runtimedata->metadata_lock);
 	return;
 }
 
@@ -453,7 +443,7 @@ static inline uint64_t bitselectv(const uint64_t val, int ignore, int rank)
 	return bitselect(val & ~BITMASK(ignore % 64), rank);
 }
 
-#if BITS_PER_SLOT > 0
+#if QF_BITS_PER_SLOT > 0
 static inline qfblock * get_block(const QF *qf, uint64_t block_index)
 {
 	return &qf->blocks[block_index];
@@ -462,55 +452,38 @@ static inline qfblock * get_block(const QF *qf, uint64_t block_index)
 static inline qfblock * get_block(const QF *qf, uint64_t block_index)
 {
 	return (qfblock *)(((char *)qf->blocks) + block_index * (sizeof(qfblock) +
-						SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8));
-}
-static inline qfblock * qfi_get_block(const QFi *qfi, uint64_t block_index)
-{
-	return (qfblock *)(((char *)qfi->qf->blocks) + block_index *
-						qfi->cache.sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8);
+						QF_SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8));
 }
 #endif
 
 static inline int is_runend(const QF *qf, uint64_t index)
 {
-	return (METADATA_WORD(qf, runends, index) >> ((index % SLOTS_PER_BLOCK) %
-																								64)) & 1ULL;
-}
-
-static inline int qfi_is_runend(const QFi *qfi, uint64_t index)
-{
-	return (QFI_METADATA_WORD(qfi, runends, index) >> ((index % SLOTS_PER_BLOCK) %
+	return (METADATA_WORD(qf, runends, index) >> ((index % QF_SLOTS_PER_BLOCK) %
 																								64)) & 1ULL;
 }
 
 static inline int is_occupied(const QF *qf, uint64_t index)
 {
-	return (METADATA_WORD(qf, occupieds, index) >> ((index % SLOTS_PER_BLOCK) %
+	return (METADATA_WORD(qf, occupieds, index) >> ((index % QF_SLOTS_PER_BLOCK) %
 																									64)) & 1ULL;
 }
 
-#if BITS_PER_SLOT == 8 || BITS_PER_SLOT == 16 || BITS_PER_SLOT == 32 || BITS_PER_SLOT == 64
+#if QF_BITS_PER_SLOT == 8 || QF_BITS_PER_SLOT == 16 || QF_BITS_PER_SLOT == 32 || QF_BITS_PER_SLOT == 64
 
 static inline uint64_t get_slot(const QF *qf, uint64_t index)
 {
 	assert(index < qf->metadata->xnslots);
-	return get_block(qf, index / SLOTS_PER_BLOCK)->slots[index % SLOTS_PER_BLOCK];
-}
-
-static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
-{
-	assert(index < qfi->qf->metadata->xnslots);
-	return qfi_get_block(qfi, index / SLOTS_PER_BLOCK)->slots[index % SLOTS_PER_BLOCK];
+	return get_block(qf, index / QF_SLOTS_PER_BLOCK)->slots[index % QF_SLOTS_PER_BLOCK];
 }
 
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 {
 	assert(index < qf->metadata->xnslots);
-	get_block(qf, index / SLOTS_PER_BLOCK)->slots[index % SLOTS_PER_BLOCK] =
+	get_block(qf, index / QF_SLOTS_PER_BLOCK)->slots[index % QF_SLOTS_PER_BLOCK] =
 		value & BITMASK(qf->metadata->bits_per_slot);
 }
 
-#elif BITS_PER_SLOT > 0
+#elif QF_BITS_PER_SLOT > 0
 
 /* Little-endian code ....  Big-endian is TODO */
 
@@ -520,24 +493,11 @@ static inline uint64_t get_slot(const QF *qf, uint64_t index)
 	 * to generate buggy code.  :/  */
 	assert(index < qf->metadata->xnslots);
 	uint64_t *p = (uint64_t *)&get_block(qf, index /
-																			 SLOTS_PER_BLOCK)->slots[(index %
-																																SLOTS_PER_BLOCK)
-																			 * BITS_PER_SLOT / 8];
-	return (uint64_t)(((*p) >> (((index % SLOTS_PER_BLOCK) * BITS_PER_SLOT) %
-															8)) & BITMASK(BITS_PER_SLOT));
-}
-
-static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
-{
-	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
-	 * to generate buggy code.  :/  */
-	assert(index < qfi->qf->metadata->xnslots);
-	uint64_t *p = (uint64_t *)&qfi_get_block(qfi, index /
-																			 SLOTS_PER_BLOCK)->slots[(index %
-																																SLOTS_PER_BLOCK)
-																			 * BITS_PER_SLOT / 8];
-	return (uint64_t)(((*p) >> (((index % SLOTS_PER_BLOCK) * BITS_PER_SLOT) %
-															8)) & BITMASK(BITS_PER_SLOT));
+																			 QF_SLOTS_PER_BLOCK)->slots[(index %
+																																QF_SLOTS_PER_BLOCK)
+																			 * QF_BITS_PER_SLOT / 8];
+	return (uint64_t)(((*p) >> (((index % QF_SLOTS_PER_BLOCK) * QF_BITS_PER_SLOT) %
+															8)) & BITMASK(QF_BITS_PER_SLOT));
 }
 
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
@@ -546,13 +506,13 @@ static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 	 * to generate buggy code.  :/  */
 	assert(index < qf->metadata->xnslots);
 	uint64_t *p = (uint64_t *)&get_block(qf, index /
-																			 SLOTS_PER_BLOCK)->slots[(index %
-																																SLOTS_PER_BLOCK)
-																			 * BITS_PER_SLOT / 8];
+																			 QF_SLOTS_PER_BLOCK)->slots[(index %
+																																QF_SLOTS_PER_BLOCK)
+																			 * QF_BITS_PER_SLOT / 8];
 	uint64_t t = *p;
-	uint64_t mask = BITMASK(BITS_PER_SLOT);
+	uint64_t mask = BITMASK(QF_BITS_PER_SLOT);
 	uint64_t v = value;
-	int shift = ((index % SLOTS_PER_BLOCK) * BITS_PER_SLOT) % 8;
+	int shift = ((index % QF_SLOTS_PER_BLOCK) * QF_BITS_PER_SLOT) % 8;
 	mask <<= shift;
 	v <<= shift;
 	t &= ~mask;
@@ -570,41 +530,27 @@ static inline uint64_t get_slot(const QF *qf, uint64_t index)
 	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
 	 * to generate buggy code.  :/  */
 	uint64_t *p = (uint64_t *)&get_block(qf, index /
-																			 SLOTS_PER_BLOCK)->slots[(index %
-																																SLOTS_PER_BLOCK)
+																			 QF_SLOTS_PER_BLOCK)->slots[(index %
+																																QF_SLOTS_PER_BLOCK)
 																			 * qf->metadata->bits_per_slot / 8];
-	return (uint64_t)(((*p) >> (((index % SLOTS_PER_BLOCK) *
+	return (uint64_t)(((*p) >> (((index % QF_SLOTS_PER_BLOCK) *
 															 qf->metadata->bits_per_slot) % 8)) &
 										BITMASK(qf->metadata->bits_per_slot));
 }
 
-static inline uint64_t qfi_get_slot(const QFi *qfi, uint64_t index)
-{
-	assert(index < qfi->qf->metadata->xnslots);
-	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
-	 * to generate buggy code.  :/  */
-	uint64_t *p = (uint64_t *)&qfi_get_block(qfi, index /
-																			 SLOTS_PER_BLOCK)->slots[(index %
-																																SLOTS_PER_BLOCK)
-																			 * qfi->cache.bits_per_slot / 8];
-	return (uint64_t)(((*p) >> (((index % SLOTS_PER_BLOCK) *
-															 qfi->cache.bits_per_slot) % 8)) &
-										BITMASK(qfi->cache.bits_per_slot));
-}
-
 static inline void set_slot(const QF *qf, uint64_t index, uint64_t value)
 {
 	assert(index < qf->metadata->xnslots);
 	/* Should use __uint128_t to support up to 64-bit remainders, but gcc seems
 	 * to generate buggy code.  :/  */
 	uint64_t *p = (uint64_t *)&get_block(qf, index /
-																			 SLOTS_PER_BLOCK)->slots[(index %
-																																SLOTS_PER_BLOCK)
+																			 QF_SLOTS_PER_BLOCK)->slots[(index %
+																																QF_SLOTS_PER_BLOCK)
 																			 * qf->metadata->bits_per_slot / 8];
 	uint64_t t = *p;
 	uint64_t mask = BITMASK(qf->metadata->bits_per_slot);
 	uint64_t v = value;
-	int shift = ((index % SLOTS_PER_BLOCK) * qf->metadata->bits_per_slot) % 8;
+	int shift = ((index % QF_SLOTS_PER_BLOCK) * qf->metadata->bits_per_slot) % 8;
 	mask <<= shift;
 	v <<= shift;
 	t &= ~mask;
@@ -625,14 +571,14 @@ static inline uint64_t block_offset(const QF *qf, uint64_t blockidx)
 			get_block(qf, blockidx)->offset < BITMASK(8*sizeof(qf->blocks[0].offset)))
 		return get_block(qf, blockidx)->offset;
 
-	return run_end(qf, SLOTS_PER_BLOCK * blockidx - 1) - SLOTS_PER_BLOCK *
+	return run_end(qf, QF_SLOTS_PER_BLOCK * blockidx - 1) - QF_SLOTS_PER_BLOCK *
 		blockidx + 1;
 }
 
 static inline uint64_t run_end(const QF *qf, uint64_t hash_bucket_index)
 {
-	uint64_t bucket_block_index       = hash_bucket_index / SLOTS_PER_BLOCK;
-	uint64_t bucket_intrablock_offset = hash_bucket_index % SLOTS_PER_BLOCK;
+	uint64_t bucket_block_index       = hash_bucket_index / QF_SLOTS_PER_BLOCK;
+	uint64_t bucket_intrablock_offset = hash_bucket_index % QF_SLOTS_PER_BLOCK;
 	uint64_t bucket_blocks_offset = block_offset(qf, bucket_block_index);
 
 	uint64_t bucket_intrablock_rank   = bitrank(get_block(qf,
@@ -643,17 +589,17 @@ static inline uint64_t run_end(const QF *qf, uint64_t hash_bucket_index)
 		if (bucket_blocks_offset <= bucket_intrablock_offset)
 			return hash_bucket_index;
 		else
-			return SLOTS_PER_BLOCK * bucket_block_index + bucket_blocks_offset - 1;
+			return QF_SLOTS_PER_BLOCK * bucket_block_index + bucket_blocks_offset - 1;
 	}
 
 	uint64_t runend_block_index  = bucket_block_index + bucket_blocks_offset /
-		SLOTS_PER_BLOCK;
-	uint64_t runend_ignore_bits  = bucket_blocks_offset % SLOTS_PER_BLOCK;
+		QF_SLOTS_PER_BLOCK;
+	uint64_t runend_ignore_bits  = bucket_blocks_offset % QF_SLOTS_PER_BLOCK;
 	uint64_t runend_rank         = bucket_intrablock_rank - 1;
 	uint64_t runend_block_offset = bitselectv(get_block(qf,
 																						runend_block_index)->runends[0],
 																						runend_ignore_bits, runend_rank);
-	if (runend_block_offset == SLOTS_PER_BLOCK) {
+	if (runend_block_offset == QF_SLOTS_PER_BLOCK) {
 		if (bucket_blocks_offset == 0 && bucket_intrablock_rank == 0) {
 			/* The block begins in empty space, and this bucket is in that region of
 			 * empty space */
@@ -668,11 +614,11 @@ static inline uint64_t run_end(const QF *qf, uint64_t hash_bucket_index)
 				runend_block_offset = bitselectv(get_block(qf,
 																									 runend_block_index)->runends[0],
 																				 runend_ignore_bits, runend_rank);
-			} while (runend_block_offset == SLOTS_PER_BLOCK);
+			} while (runend_block_offset == QF_SLOTS_PER_BLOCK);
 		}
 	}
 
-	uint64_t runend_index = SLOTS_PER_BLOCK * runend_block_index +
+	uint64_t runend_index = QF_SLOTS_PER_BLOCK * runend_block_index +
 		runend_block_offset;
 	if (runend_index < hash_bucket_index)
 		return hash_bucket_index;
@@ -682,11 +628,11 @@ static inline uint64_t run_end(const QF *qf, uint64_t hash_bucket_index)
 
 static inline int offset_lower_bound(const QF *qf, uint64_t slot_index)
 {
-	const qfblock * b = get_block(qf, slot_index / SLOTS_PER_BLOCK);
-	const uint64_t slot_offset = slot_index % SLOTS_PER_BLOCK;
+	const qfblock * b = get_block(qf, slot_index / QF_SLOTS_PER_BLOCK);
+	const uint64_t slot_offset = slot_index % QF_SLOTS_PER_BLOCK;
 	const uint64_t boffset = b->offset;
 	const uint64_t occupieds = b->occupieds[0] & BITMASK(slot_offset+1);
-	assert(SLOTS_PER_BLOCK == 64);
+	assert(QF_SLOTS_PER_BLOCK == 64);
 	if (boffset <= slot_offset) {
 		const uint64_t runends = (b->runends[0] & BITMASK(slot_offset)) >> boffset;
 		return popcnt(occupieds) - popcnt(runends);
@@ -735,15 +681,15 @@ static inline uint64_t shift_into_b(const uint64_t a, const uint64_t b,
 	return a_component | b_shifted | (b & b_mask);
 }
 
-#if BITS_PER_SLOT == 8 || BITS_PER_SLOT == 16 || BITS_PER_SLOT == 32 || BITS_PER_SLOT == 64
+#if QF_BITS_PER_SLOT == 8 || QF_BITS_PER_SLOT == 16 || QF_BITS_PER_SLOT == 32 || QF_BITS_PER_SLOT == 64
 
 static inline void shift_remainders(QF *qf, uint64_t start_index, uint64_t
 																		empty_index)
 {
-	uint64_t start_block  = start_index / SLOTS_PER_BLOCK;
-	uint64_t start_offset = start_index % SLOTS_PER_BLOCK;
-	uint64_t empty_block  = empty_index / SLOTS_PER_BLOCK;
-	uint64_t empty_offset = empty_index % SLOTS_PER_BLOCK;
+	uint64_t start_block  = start_index / QF_SLOTS_PER_BLOCK;
+	uint64_t start_offset = start_index % QF_SLOTS_PER_BLOCK;
+	uint64_t empty_block  = empty_index / QF_SLOTS_PER_BLOCK;
+	uint64_t empty_offset = empty_index % QF_SLOTS_PER_BLOCK;
 
 	assert (start_index <= empty_index && empty_index < qf->metadata->xnslots);
 
@@ -752,9 +698,9 @@ static inline void shift_remainders(QF *qf, uint64_t start_index, uint64_t
 						&get_block(qf, empty_block)->slots[0],
 						empty_offset * sizeof(qf->blocks[0].slots[0]));
 		get_block(qf, empty_block)->slots[0] = get_block(qf,
-																			empty_block-1)->slots[SLOTS_PER_BLOCK-1];
+																			empty_block-1)->slots[QF_SLOTS_PER_BLOCK-1];
 		empty_block--;
-		empty_offset = SLOTS_PER_BLOCK-1;
+		empty_offset = QF_SLOTS_PER_BLOCK-1;
 	}
 
 	memmove(&get_block(qf, empty_block)->slots[start_offset+1], 
@@ -796,26 +742,26 @@ static inline void qf_dump_block(const QF *qf, uint64_t i)
 	printf("%-192d", get_block(qf, i)->offset);
 	printf("\n");
 
-	for (j = 0; j < SLOTS_PER_BLOCK; j++)
+	for (j = 0; j < QF_SLOTS_PER_BLOCK; j++)
 		printf("%02lx ", j);
 	printf("\n");
 
-	for (j = 0; j < SLOTS_PER_BLOCK; j++)
+	for (j = 0; j < QF_SLOTS_PER_BLOCK; j++)
 		printf(" %d ", (get_block(qf, i)->occupieds[j/64] & (1ULL << (j%64))) ? 1 : 0);
 	printf("\n");
 
-	for (j = 0; j < SLOTS_PER_BLOCK; j++)
+	for (j = 0; j < QF_SLOTS_PER_BLOCK; j++)
 		printf(" %d ", (get_block(qf, i)->runends[j/64] & (1ULL << (j%64))) ? 1 : 0);
 	printf("\n");
 
-#if BITS_PER_SLOT == 8 || BITS_PER_SLOT == 16 || BITS_PER_SLOT == 32
-	for (j = 0; j < SLOTS_PER_BLOCK; j++)
+#if QF_BITS_PER_SLOT == 8 || QF_BITS_PER_SLOT == 16 || QF_BITS_PER_SLOT == 32
+	for (j = 0; j < QF_SLOTS_PER_BLOCK; j++)
 		printf("%02x ", get_block(qf, i)->slots[j]);
-#elif BITS_PER_SLOT == 64
-	for (j = 0; j < SLOTS_PER_BLOCK; j++)
+#elif QF_BITS_PER_SLOT == 64
+	for (j = 0; j < QF_SLOTS_PER_BLOCK; j++)
 		printf("%02lx ", get_block(qf, i)->slots[j]);
 #else
-	for (j = 0; j < SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8; j++)
+	for (j = 0; j < QF_SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8; j++)
 		printf("%02x ", get_block(qf, i)->slots[j]);
 #endif
 
@@ -825,7 +771,6 @@ static inline void qf_dump_block(const QF *qf, uint64_t i)
 }
 
 void qf_dump_metadata(const QF *qf) {
-	printf("Seed: %u\n", qf->metadata->seed);
 	printf("Slots: %lu Occupied: %lu Elements: %lu Distinct: %lu\n",
 				 qf->metadata->nslots,
 				 qf->metadata->noccupied_slots,
@@ -902,7 +847,7 @@ static inline void shift_runends(QF *qf, int64_t first, uint64_t last,
 
 }
 
-static inline void insert_replace_slots_and_shift_remainders_and_runends_and_offsets(QF		*qf, 
+static inline bool insert_replace_slots_and_shift_remainders_and_runends_and_offsets(QF		*qf, 
 																																										 int		 operation, 
 																																										 uint64_t		 bucket_index,
 																																										 uint64_t		 overwrite_index,
@@ -912,27 +857,29 @@ static inline void insert_replace_slots_and_shift_remainders_and_runends_and_off
 {
 	uint64_t empties[67];
 	uint64_t i;
+	int64_t j;
 	int64_t ninserts = total_remainders - noverwrites;
 	uint64_t insert_index = overwrite_index + noverwrites;
 
 	if (ninserts > 0) {
 		/* First, shift things to create n empty spaces where we need them. */
 		find_next_n_empty_slots(qf, insert_index, ninserts, empties);
-
-		for (i = 0; i < ninserts - 1; i++)
-			shift_slots(qf, empties[i+1] + 1, empties[i] - 1, i + 1);
+		if (empties[0] >= qf->metadata->xnslots) {
+			return false;
+		}
+		for (j = 0; j < ninserts - 1; j++)
+			shift_slots(qf, empties[j+1] + 1, empties[j] - 1, j + 1);
 		shift_slots(qf, insert_index, empties[ninserts - 1] - 1, ninserts);
 
-		for (i = 0; i < ninserts - 1; i++)
-			shift_runends(qf, empties[i+1] + 1, empties[i] - 1, i + 1);
+		for (j = 0; j < ninserts - 1; j++)
+			shift_runends(qf, empties[j+1] + 1, empties[j] - 1, j + 1);
 		shift_runends(qf, insert_index, empties[ninserts - 1] - 1, ninserts);
 
-
 		for (i = noverwrites; i < total_remainders - 1; i++)
 			METADATA_WORD(qf, runends, overwrite_index + i) &= ~(1ULL <<
 																													 (((overwrite_index
 																															+ i) %
-																														 SLOTS_PER_BLOCK)
+																														 QF_SLOTS_PER_BLOCK)
 																														% 64));
 
 		switch (operation) {
@@ -940,20 +887,20 @@ static inline void insert_replace_slots_and_shift_remainders_and_runends_and_off
 				assert (noverwrites == 0);
 				METADATA_WORD(qf, runends, overwrite_index + total_remainders - 1) |=
 					1ULL << (((overwrite_index + total_remainders - 1) %
-										SLOTS_PER_BLOCK) % 64);
+										QF_SLOTS_PER_BLOCK) % 64);
 				break;
 			case 1: /* append to bucket */
 				METADATA_WORD(qf, runends, overwrite_index + noverwrites - 1)      &=
-					~(1ULL << (((overwrite_index + noverwrites - 1) % SLOTS_PER_BLOCK) %
+					~(1ULL << (((overwrite_index + noverwrites - 1) % QF_SLOTS_PER_BLOCK) %
 										 64));
 				METADATA_WORD(qf, runends, overwrite_index + total_remainders - 1) |=
 					1ULL << (((overwrite_index + total_remainders - 1) %
-										SLOTS_PER_BLOCK) % 64);
+										QF_SLOTS_PER_BLOCK) % 64);
 				break;
 			case 2: /* insert into bucket */
 				METADATA_WORD(qf, runends, overwrite_index + total_remainders - 1) &=
 					~(1ULL << (((overwrite_index + total_remainders - 1) %
-											SLOTS_PER_BLOCK) % 64));
+											QF_SLOTS_PER_BLOCK) % 64));
 				break;
 			default:
 				fprintf(stderr, "Invalid operation %d\n", operation);
@@ -961,11 +908,11 @@ static inline void insert_replace_slots_and_shift_remainders_and_runends_and_off
 		}
 
 		uint64_t npreceding_empties = 0;
-		for (i = bucket_index / SLOTS_PER_BLOCK + 1; i <= empties[0]/SLOTS_PER_BLOCK; i++) {
-			while (npreceding_empties < ninserts &&
-						 empties[ninserts - 1 - npreceding_empties]  / SLOTS_PER_BLOCK < i)
+		for (i = bucket_index / QF_SLOTS_PER_BLOCK + 1; i <= empties[0]/QF_SLOTS_PER_BLOCK; i++) {
+			while ((int64_t)npreceding_empties < ninserts &&
+						 empties[ninserts - 1 - npreceding_empties]  / QF_SLOTS_PER_BLOCK < i)
 				npreceding_empties++;
-			
+
 			if (get_block(qf, i)->offset + ninserts - npreceding_empties < BITMASK(8*sizeof(qf->blocks[0].offset)))
 				get_block(qf, i)->offset += ninserts - npreceding_empties;
 			else
@@ -978,19 +925,10 @@ static inline void insert_replace_slots_and_shift_remainders_and_runends_and_off
 	
 	modify_metadata(qf, &qf->metadata->noccupied_slots, ninserts);
 
-	static uint64_t counter = 0;
-	static uint64_t last_cnt = 0;
-	counter++;
-	if (counter % 10000000 == 0 &&
-			counter != last_cnt) {
-		last_cnt = counter;
-		fprintf(stdout, "Home slot: %ld Insertion slot: %ld Difference: %ld Fraction done: %lf\n",
-						bucket_index, overwrite_index, overwrite_index - bucket_index,
-						bucket_index / (float)qf->metadata->nslots);
-	}
+	return true;
 }
 
-static inline void remove_replace_slots_and_shift_remainders_and_runends_and_offsets(QF		        *qf,
+static inline int remove_replace_slots_and_shift_remainders_and_runends_and_offsets(QF		        *qf,
 																																										 int		 operation,
 																																										 uint64_t		 bucket_index,
 																																										 uint64_t		 overwrite_index,
@@ -1022,6 +960,7 @@ static inline void remove_replace_slots_and_shift_remainders_and_runends_and_off
 	uint64_t current_bucket = bucket_index;
 	uint64_t current_slot = overwrite_index + total_remainders;
 	uint64_t current_distance = old_length - total_remainders;
+	int ret_current_distance = current_distance;
 
 	while (current_distance > 0) {
 		if (is_runend(qf, current_slot + current_distance - 1)) {
@@ -1062,7 +1001,7 @@ static inline void remove_replace_slots_and_shift_remainders_and_runends_and_off
 	// Then find the runend slot corresponding to the last run in the
 	// original_bucket block.
 	// Update the offset of the block to which it belongs.
-	uint64_t original_block = original_bucket / SLOTS_PER_BLOCK;
+	uint64_t original_block = original_bucket / QF_SLOTS_PER_BLOCK;
 	while (1 && old_length > total_remainders) {	// we only update offsets if we shift/delete anything
 		int32_t last_occupieds_bit = bitscanreverse(get_block(qf, original_block)->occupieds[0]);
 		// there is nothing in the block
@@ -1071,25 +1010,25 @@ static inline void remove_replace_slots_and_shift_remainders_and_runends_and_off
 				break;
 			get_block(qf, original_block + 1)->offset = 0;
 		} else {
-			uint64_t last_occupieds_hash_index = SLOTS_PER_BLOCK * original_block + last_occupieds_bit;
+			uint64_t last_occupieds_hash_index = QF_SLOTS_PER_BLOCK * original_block + last_occupieds_bit;
 			uint64_t runend_index = run_end(qf, last_occupieds_hash_index);
 			// runend spans across the block
 			// update the offset of the next block
-			if (runend_index / SLOTS_PER_BLOCK == original_block) { // if the run ends in the same block
+			if (runend_index / QF_SLOTS_PER_BLOCK == original_block) { // if the run ends in the same block
 				if (get_block(qf, original_block + 1)->offset == 0)
 					break;
 				get_block(qf, original_block + 1)->offset = 0;
-			} else if (runend_index / SLOTS_PER_BLOCK == original_block + 1) { // if the last run spans across one block
-				if (get_block(qf, original_block + 1)->offset == (runend_index % SLOTS_PER_BLOCK) + 1)
+			} else if (runend_index / QF_SLOTS_PER_BLOCK == original_block + 1) { // if the last run spans across one block
+				if (get_block(qf, original_block + 1)->offset == (runend_index % QF_SLOTS_PER_BLOCK) + 1)
 					break;
-				get_block(qf, original_block + 1)->offset = (runend_index % SLOTS_PER_BLOCK) + 1;
+				get_block(qf, original_block + 1)->offset = (runend_index % QF_SLOTS_PER_BLOCK) + 1;
 			} else { // if the last run spans across multiple blocks
 				uint64_t i;
-				for (i = original_block + 1; i < runend_index / SLOTS_PER_BLOCK - 1; i++)
-					get_block(qf, i)->offset = SLOTS_PER_BLOCK;
-				if (get_block(qf, runend_index / SLOTS_PER_BLOCK)->offset == (runend_index % SLOTS_PER_BLOCK) + 1)
+				for (i = original_block + 1; i < runend_index / QF_SLOTS_PER_BLOCK - 1; i++)
+					get_block(qf, i)->offset = QF_SLOTS_PER_BLOCK;
+				if (get_block(qf, runend_index / QF_SLOTS_PER_BLOCK)->offset == (runend_index % QF_SLOTS_PER_BLOCK) + 1)
 					break;
-				get_block(qf, runend_index / SLOTS_PER_BLOCK)->offset = (runend_index % SLOTS_PER_BLOCK) + 1;
+				get_block(qf, runend_index / QF_SLOTS_PER_BLOCK)->offset = (runend_index % QF_SLOTS_PER_BLOCK) + 1;
 			}
 		}
 		original_block++;
@@ -1102,6 +1041,8 @@ static inline void remove_replace_slots_and_shift_remainders_and_runends_and_off
 		modify_metadata(qf, &qf->metadata->ndistinct_elts, -1);
 		/*qf->metadata->ndistinct_elts--;*/
 	}
+
+	return ret_current_distance;
 }
 
 /*****************************************************************************
@@ -1249,80 +1190,6 @@ static inline uint64_t decode_counter(const QF *qf, uint64_t index, uint64_t
 	return end + 1;
 }
 
-/* Returns the length of the encoding. 
-REQUIRES: index points to first slot of a counter. */
-static inline uint64_t qfi_decode_counter(const QFi *qfi, uint64_t index, uint64_t
-																			*remainder, uint64_t *count)
-{
-	uint64_t base;
-	uint64_t rem;
-	uint64_t cnt;
-	uint64_t digit;
-	uint64_t end;
-
-	*remainder = rem = qfi_get_slot(qfi, index);
-
-	if (qfi_is_runend(qfi, index)) { /* Entire run is "0" */
-		*count = 1; 
-		return index;
-	}
-
-	digit = qfi_get_slot(qfi, index + 1);
-
-	if (qfi_is_runend(qfi, index + 1)) {
-		*count = digit == rem ? 2 : 1;
-		return index + (digit == rem ? 1 : 0);
-	}
-
-	if (rem > 0 && digit >= rem) {
-		*count = digit == rem ? 2 : 1;
-		return index + (digit == rem ? 1 : 0);
-	}
-
-	if (rem > 0 && digit == 0 && qfi_get_slot(qfi, index + 2) == rem) {
-		*count = 3;
-		return index + 2;
-	}
-
-	if (rem == 0 && digit == 0) {
-		if (qfi_get_slot(qfi, index + 2) == 0) {
-			*count = 3;
-			return index + 2;
-		} else {
-			*count = 2;
-			return index + 1;
-		}
-	}
-
-	cnt = 0;
-	base = (1ULL << qfi->qf->metadata->bits_per_slot) - (rem ? 2 : 1);
-
-	end = index + 1;
-	while (digit != rem && !qfi_is_runend(qfi, end)) {
-		if (digit > rem)
-			digit--;
-		if (digit && rem)
-			digit--;
-		cnt = cnt * base + digit;
-
-		end++;
-		digit = qfi_get_slot(qfi, end);
-	}
-
-	if (rem) {
-		*count = cnt + 3;
-		return end;
-	}
-
-	if (qfi_is_runend(qfi, end) || qfi_get_slot(qfi, end + 1) != 0) {
-		*count = 1;
-		return index;
-	}
-
-	*count = cnt + 4;
-	return end + 1;
-}
-
 /* return the next slot which corresponds to a 
  * different element 
  * */
@@ -1337,15 +1204,16 @@ static inline uint64_t next_slot(QF *qf, uint64_t current)
 	return current;
 }
 
-static inline bool insert1(QF *qf, __uint128_t hash, enum lock flag)
+static inline int insert1(QF *qf, __uint128_t hash, uint8_t runtime_lock)
 {
+	int ret_distance = 0;
 	uint64_t hash_remainder           = hash & BITMASK(qf->metadata->bits_per_slot);
 	uint64_t hash_bucket_index        = hash >> qf->metadata->bits_per_slot;
-	uint64_t hash_bucket_block_offset = hash_bucket_index % SLOTS_PER_BLOCK;
+	uint64_t hash_bucket_block_offset = hash_bucket_index % QF_SLOTS_PER_BLOCK;
 
-	if (flag != NO_LOCK) {
-		if (!qf_lock(qf, hash_bucket_index, flag, /*small*/ true))
-			return false;
+	if (GET_NO_LOCK(runtime_lock) != QF_NO_LOCK) {
+		if (!qf_lock(qf, hash_bucket_index, /*small*/ true, runtime_lock))
+			return QF_COULDNT_LOCK;
 	}
 	if (is_empty(qf, hash_bucket_index) /* might_be_empty(qf, hash_bucket_index) && runend_index == hash_bucket_index */) {
 		METADATA_WORD(qf, runends, hash_bucket_index) |= 1ULL <<
@@ -1353,7 +1221,8 @@ static inline bool insert1(QF *qf, __uint128_t hash, enum lock flag)
 		set_slot(qf, hash_bucket_index, hash_remainder);
 		METADATA_WORD(qf, occupieds, hash_bucket_index) |= 1ULL <<
 			(hash_bucket_block_offset % 64);
-
+		
+		ret_distance = 0;
 		modify_metadata(qf, &qf->metadata->ndistinct_elts, 1);
 		modify_metadata(qf, &qf->metadata->noccupied_slots, 1);
 		modify_metadata(qf, &qf->metadata->nelts, 1);
@@ -1523,44 +1392,36 @@ static inline bool insert1(QF *qf, __uint128_t hash, enum lock flag)
 
 		if (operation >= 0) {
 			uint64_t empty_slot_index = find_first_empty_slot(qf, runend_index+1);
-
+			if (empty_slot_index >= qf->metadata->xnslots) {
+				return QF_NO_SPACE;
+			}
 			shift_remainders(qf, insert_index, empty_slot_index);
 
 			set_slot(qf, insert_index, new_value);
-
-			static uint64_t counter = 0;
-			static uint64_t last_cnt = 0;
-			counter++;
-			if (counter % 10000000 == 0 &&
-					counter != last_cnt) {
-				last_cnt = counter;
-				fprintf(stdout, "Home slot: %ld Insertion slot: %ld Difference: %ld Fraction done: %lf\n",
-								hash_bucket_index, insert_index, insert_index - hash_bucket_index,
-								hash_bucket_index / (float)qf->metadata->nslots);
-			}
+			ret_distance = insert_index - hash_bucket_index;
 
 			shift_runends(qf, insert_index, empty_slot_index-1, 1);
 			switch (operation) {
 				case 0:
 					METADATA_WORD(qf, runends, insert_index)   |= 1ULL << ((insert_index
 																																	%
-																																	SLOTS_PER_BLOCK)
+																																	QF_SLOTS_PER_BLOCK)
 																																 % 64);
 					break;
 				case 1:
 					METADATA_WORD(qf, runends, insert_index-1) &= ~(1ULL <<
 																													(((insert_index-1) %
-																														SLOTS_PER_BLOCK) %
+																														QF_SLOTS_PER_BLOCK) %
 																													 64));
 					METADATA_WORD(qf, runends, insert_index)   |= 1ULL << ((insert_index
 																																	%
-																																	SLOTS_PER_BLOCK)
+																																	QF_SLOTS_PER_BLOCK)
 																																 % 64);
 					break;
 				case 2:
 					METADATA_WORD(qf, runends, insert_index)   &= ~(1ULL <<
 																													((insert_index %
-																														SLOTS_PER_BLOCK) %
+																														QF_SLOTS_PER_BLOCK) %
 																													 64));
 					break;
 				default:
@@ -1572,8 +1433,8 @@ static inline bool insert1(QF *qf, __uint128_t hash, enum lock flag)
 			 * and block of the empty slot  
 			 * */
 			uint64_t i;
-			for (i = hash_bucket_index / SLOTS_PER_BLOCK + 1; i <=
-					 empty_slot_index/SLOTS_PER_BLOCK; i++) {
+			for (i = hash_bucket_index / QF_SLOTS_PER_BLOCK + 1; i <=
+					 empty_slot_index/QF_SLOTS_PER_BLOCK; i++) {
 				if (get_block(qf, i)->offset < BITMASK(8*sizeof(qf->blocks[0].offset)))
 					get_block(qf, i)->offset++;
 				assert(get_block(qf, i)->offset != 0);
@@ -1585,24 +1446,25 @@ static inline bool insert1(QF *qf, __uint128_t hash, enum lock flag)
 			(hash_bucket_block_offset % 64);
 	}
 
-	if (flag != NO_LOCK) {
+	if (GET_NO_LOCK(runtime_lock) != QF_NO_LOCK) {
 		qf_unlock(qf, hash_bucket_index, /*small*/ true);
 	}
 
-	return true;
+	return ret_distance;
 }
 
-static inline bool insert(QF *qf, __uint128_t hash, uint64_t count, enum lock
-													flag)
+static inline int insert(QF *qf, __uint128_t hash, uint64_t count, uint8_t
+												 runtime_lock)
 {
+	int ret_distance = 0;
 	uint64_t hash_remainder           = hash & BITMASK(qf->metadata->bits_per_slot);
 	uint64_t hash_bucket_index        = hash >> qf->metadata->bits_per_slot;
-	uint64_t hash_bucket_block_offset = hash_bucket_index % SLOTS_PER_BLOCK;
+	uint64_t hash_bucket_block_offset = hash_bucket_index % QF_SLOTS_PER_BLOCK;
 	/*uint64_t hash_bucket_lock_offset  = hash_bucket_index % NUM_SLOTS_TO_LOCK;*/
 
-	if (flag != NO_LOCK) {
-		if (!qf_lock(qf, hash_bucket_index, flag, /*small*/ false))
-			return false;
+	if (GET_NO_LOCK(runtime_lock) != QF_NO_LOCK) {
+		if (!qf_lock(qf, hash_bucket_index, /*small*/ false, runtime_lock))
+			return QF_COULDNT_LOCK;
 	}
 
 	uint64_t runend_index             = run_end(qf, hash_bucket_index);
@@ -1621,7 +1483,7 @@ static inline bool insert(QF *qf, __uint128_t hash, uint64_t count, enum lock
 		modify_metadata(qf, &qf->metadata->nelts, 1);
 		/* This trick will, I hope, keep the fast case fast. */
 		if (count > 1) {
-			insert(qf, hash, count - 1, NO_LOCK);
+			insert(qf, hash, count - 1, QF_NO_LOCK);
 		}
 	} else { /* Non-empty slot */
 		uint64_t new_values[67];
@@ -1629,16 +1491,20 @@ static inline bool insert(QF *qf, __uint128_t hash, uint64_t count, enum lock
 																																	hash_bucket_index
 																																	- 1) + 1;
 
+		bool ret;
 		if (!is_occupied(qf, hash_bucket_index)) { /* Empty bucket, but its slot is occupied. */
 			uint64_t *p = encode_counter(qf, hash_remainder, count, &new_values[67]);
-			insert_replace_slots_and_shift_remainders_and_runends_and_offsets(qf, 
-																																				0, 
-																																				hash_bucket_index, 
-																																				runstart_index, 
-																																				p, 
-																																				&new_values[67] - p, 
-																																				0);
+			ret = insert_replace_slots_and_shift_remainders_and_runends_and_offsets(qf, 
+																																							0, 
+																																							hash_bucket_index, 
+																																							runstart_index, 
+																																							p, 
+																																							&new_values[67] - p, 
+																																							0);
+			if (!ret)
+				return QF_NO_SPACE;
 			modify_metadata(qf, &qf->metadata->ndistinct_elts, 1);
+			ret_distance = runstart_index - hash_bucket_index;
 		} else { /* Non-empty bucket */
 
 			uint64_t current_remainder, current_count, current_end;
@@ -1656,36 +1522,45 @@ static inline bool insert(QF *qf, __uint128_t hash, uint64_t count, enum lock
 				 then append a counter for this remainder to the run. */
 			if (current_remainder < hash_remainder) {
 				uint64_t *p = encode_counter(qf, hash_remainder, count, &new_values[67]);
-				insert_replace_slots_and_shift_remainders_and_runends_and_offsets(qf, 
-																																					1, /* Append to bucket */
-																																					hash_bucket_index, 
-																																					current_end + 1, 
-																																					p, 
-																																					&new_values[67] - p, 
-																																					0);
+				ret = insert_replace_slots_and_shift_remainders_and_runends_and_offsets(qf, 
+																																								1, /* Append to bucket */
+																																								hash_bucket_index, 
+																																								current_end + 1, 
+																																								p, 
+																																								&new_values[67] - p, 
+																																								0);
+				if (!ret)
+					return QF_NO_SPACE;
 				modify_metadata(qf, &qf->metadata->ndistinct_elts, 1);
+				ret_distance = (current_end + 1) - hash_bucket_index;
 				/* Found a counter for this remainder.  Add in the new count. */
 			} else if (current_remainder == hash_remainder) {
 				uint64_t *p = encode_counter(qf, hash_remainder, current_count + count, &new_values[67]);
-				insert_replace_slots_and_shift_remainders_and_runends_and_offsets(qf, 
+				ret = insert_replace_slots_and_shift_remainders_and_runends_and_offsets(qf, 
 																																					is_runend(qf, current_end) ? 1 : 2, 
 																																					hash_bucket_index, 
 																																					runstart_index, 
 																																					p, 
 																																					&new_values[67] - p, 
 																																					current_end - runstart_index + 1);
+			if (!ret)
+				return QF_NO_SPACE;
+			ret_distance = runstart_index - hash_bucket_index;
 				/* No counter for this remainder, but there are larger
 					 remainders, so we're not appending to the bucket. */
 			} else {
 				uint64_t *p = encode_counter(qf, hash_remainder, count, &new_values[67]);
-				insert_replace_slots_and_shift_remainders_and_runends_and_offsets(qf, 
-																																					2, /* Insert to bucket */
-																																					hash_bucket_index, 
-																																					runstart_index, 
-																																					p, 
-																																					&new_values[67] - p, 
-																																					0);
+				ret = insert_replace_slots_and_shift_remainders_and_runends_and_offsets(qf, 
+																																								2, /* Insert to bucket */
+																																								hash_bucket_index, 
+																																								runstart_index, 
+																																								p, 
+																																								&new_values[67] - p, 
+																																								0);
+				if (!ret)
+					return QF_NO_SPACE;
 				modify_metadata(qf, &qf->metadata->ndistinct_elts, 1);
+			ret_distance = runstart_index - hash_bucket_index;
 			}
 		}
 		METADATA_WORD(qf, occupieds, hash_bucket_index) |= 1ULL << (hash_bucket_block_offset % 64);
@@ -1693,29 +1568,30 @@ static inline bool insert(QF *qf, __uint128_t hash, uint64_t count, enum lock
 		modify_metadata(qf, &qf->metadata->nelts, count);
 	}
 
-	if (flag != NO_LOCK) {
+	if (GET_NO_LOCK(runtime_lock) != QF_NO_LOCK) {
 		qf_unlock(qf, hash_bucket_index, /*small*/ false);
 	}
 
-	return true;
+	return ret_distance;
 }
 
-inline static bool _remove(QF *qf, __uint128_t hash, uint64_t count, enum lock
-													 flag)
+inline static int _remove(QF *qf, __uint128_t hash, uint64_t count, uint8_t
+													runtime_lock)
 {
+	int ret_numfreedslots = 0;
 	uint64_t hash_remainder           = hash & BITMASK(qf->metadata->bits_per_slot);
 	uint64_t hash_bucket_index        = hash >> qf->metadata->bits_per_slot;
 	uint64_t current_remainder, current_count, current_end;
 	uint64_t new_values[67];
 
-	if (flag != NO_LOCK) {
-		if (!qf_lock(qf, hash_bucket_index, flag, /*small*/ false))
-			return false;
+	if (GET_NO_LOCK(runtime_lock) != QF_NO_LOCK) {
+		if (!qf_lock(qf, hash_bucket_index, /*small*/ false, runtime_lock))
+			return -2;
 	}
 
 	/* Empty bucket */
 	if (!is_occupied(qf, hash_bucket_index))
-		return false;
+		return -1;
 
 	uint64_t runstart_index = hash_bucket_index == 0 ? 0 : run_end(qf, hash_bucket_index - 1) + 1;
 	uint64_t original_runstart_index = runstart_index;
@@ -1729,7 +1605,7 @@ inline static bool _remove(QF *qf, __uint128_t hash, uint64_t count, enum lock
 	}
 	/* remainder not found in the given run */
 	if (current_remainder != hash_remainder)
-		return false;
+		return -1;
 	
 	if (original_runstart_index == runstart_index && is_runend(qf, current_end))
 		only_item_in_the_run = 1;
@@ -1738,7 +1614,7 @@ inline static bool _remove(QF *qf, __uint128_t hash, uint64_t count, enum lock
 	uint64_t *p = encode_counter(qf, hash_remainder,
 															 count > current_count ? 0 : current_count - count,
 															 &new_values[67]);
-	remove_replace_slots_and_shift_remainders_and_runends_and_offsets(qf,
+	ret_numfreedslots = remove_replace_slots_and_shift_remainders_and_runends_and_offsets(qf,
 																																		only_item_in_the_run,
 																																		hash_bucket_index,
 																																		runstart_index,
@@ -1750,28 +1626,30 @@ inline static bool _remove(QF *qf, __uint128_t hash, uint64_t count, enum lock
 	modify_metadata(qf, &qf->metadata->nelts, -count);
 	/*qf->metadata->nelts -= count;*/
 
-	if (flag != NO_LOCK) {
+	if (GET_NO_LOCK(runtime_lock) != QF_NO_LOCK) {
 		qf_unlock(qf, hash_bucket_index, /*small*/ false);
 	}
 
-	return true;
+	return ret_numfreedslots;
 }
 
 /***********************************************************************
  * Code that uses the above to implement key-value-counter operations. *
  ***********************************************************************/
 
-void qf_init(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t value_bits,
-						 bool mem, const char * path, uint32_t seed)
+uint64_t qf_init(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t value_bits,
+								 enum qf_hashmode hash, uint32_t seed, void* buffer, uint64_t
+								 buffer_len)
 {
 	uint64_t num_slots, xnslots, nblocks;
 	uint64_t key_remainder_bits, bits_per_slot;
 	uint64_t size;
+	uint64_t total_num_bytes;
 
 	assert(popcnt(nslots) == 1); /* nslots must be a power of 2 */
 	num_slots = nslots;
 	xnslots = nslots + 10*sqrt((double)nslots);
-	nblocks = (xnslots + SLOTS_PER_BLOCK - 1) / SLOTS_PER_BLOCK;
+	nblocks = (xnslots + QF_SLOTS_PER_BLOCK - 1) / QF_SLOTS_PER_BLOCK;
 	key_remainder_bits = key_bits;
 	while (nslots > 1) {
 		assert(key_remainder_bits > 0);
@@ -1780,52 +1658,26 @@ void qf_init(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t value_bits,
 	}
 
 	bits_per_slot = key_remainder_bits + value_bits;
-	assert (BITS_PER_SLOT == 0 || BITS_PER_SLOT == qf->metadata->bits_per_slot);
+	assert (QF_BITS_PER_SLOT == 0 || QF_BITS_PER_SLOT == qf->metadata->bits_per_slot);
 	assert(bits_per_slot > 1);
-#if BITS_PER_SLOT == 8 || BITS_PER_SLOT == 16 || BITS_PER_SLOT == 32 || BITS_PER_SLOT == 64
+#if QF_BITS_PER_SLOT == 8 || QF_BITS_PER_SLOT == 16 || QF_BITS_PER_SLOT == 32 || QF_BITS_PER_SLOT == 64
 	size = nblocks * sizeof(qfblock);
 #else
-	size = nblocks * (sizeof(qfblock) + SLOTS_PER_BLOCK * bits_per_slot / 8);
+	size = nblocks * (sizeof(qfblock) + QF_SLOTS_PER_BLOCK * bits_per_slot / 8);
 #endif
 
-	qf->mem = (qfmem *)calloc(sizeof(qfmem), 1);
+	total_num_bytes = sizeof(qfmetadata) + size;
+	if (buffer == NULL || total_num_bytes > buffer_len)
+		return total_num_bytes;
 
-	if (mem) {
-		qf->metadata = (qfmetadata *)calloc(sizeof(qfmetadata), 1);
-		if (qf->metadata == NULL) {
-			perror("Can't allocate qf metadata");
-			exit(EXIT_FAILURE);
-		}
-		qf->blocks = (qfblock *)calloc(size, 1);
-		if (qf->blocks == NULL) {
-			perror("Can't allocate qf blocks");
-			exit(EXIT_FAILURE);
-		}
-	} else {
-		int ret;
-		uint64_t mmap_size = size + sizeof(qfmetadata);
-
-		qf->mem->fd = open(path, O_RDWR | O_CREAT | O_TRUNC, S_IRWXU);
-		if (qf->mem->fd < 0) {
-			perror("Couldn't open file:\n");
-			exit(EXIT_FAILURE);
-		}
-		ret = fallocate(qf->mem->fd, 0, 0, mmap_size);
-		if (ret < 0) {
-			perror("Couldn't fallocate file:\n");
-			exit(EXIT_FAILURE);
-		}
-		qf->metadata = (qfmetadata *)mmap(NULL, mmap_size, PROT_READ |
-																			PROT_WRITE, MAP_SHARED, qf->mem->fd, 0);
-		ret = madvise(qf->metadata, mmap_size, MADV_RANDOM);
-		if (ret < 0) {
-			perror("Couldn't fallocate file:\n");
-			exit(EXIT_FAILURE);
-		}
-		qf->blocks = (qfblock *)(qf->metadata + 1);
-	}
+	memset(buffer, 0, total_num_bytes);
+	qf->metadata = (qfmetadata *)(buffer);
+	qf->blocks = (qfblock *)(qf->metadata + 1);
 
-	qf->metadata->size = size;
+	qf->metadata->magic_endian_number = MAGIC_NUMBER;
+	qf->metadata->auto_resize = 0;
+	qf->metadata->hash_mode = hash;
+	qf->metadata->total_size_in_bytes = size;
 	qf->metadata->seed = seed;
 	qf->metadata->nslots = num_slots;
 	qf->metadata->xnslots = xnslots;
@@ -1836,120 +1688,126 @@ void qf_init(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t value_bits,
 
 	qf->metadata->range = qf->metadata->nslots;
 	qf->metadata->range <<= qf->metadata->key_remainder_bits;
-	qf->metadata->nblocks = (qf->metadata->xnslots + SLOTS_PER_BLOCK - 1) /
-		SLOTS_PER_BLOCK;
+	qf->metadata->nblocks = (qf->metadata->xnslots + QF_SLOTS_PER_BLOCK - 1) /
+		QF_SLOTS_PER_BLOCK;
 	qf->metadata->nelts = 0;
 	qf->metadata->ndistinct_elts = 0;
 	qf->metadata->noccupied_slots = 0;
-	qf->metadata->num_locks = (qf->metadata->xnslots/NUM_SLOTS_TO_LOCK)+2;
+
+	qf->runtimedata->num_locks = (qf->metadata->xnslots/NUM_SLOTS_TO_LOCK)+2;
+	qf->runtimedata->f_info.filepath = NULL;
 
 	/* initialize all the locks to 0 */
-	qf->mem->metadata_lock = 0;
-	qf->mem->locks = (volatile int *)calloc(qf->metadata->num_locks,
+	qf->runtimedata->metadata_lock = 0;
+	qf->runtimedata->locks = (volatile int *)calloc(qf->runtimedata->num_locks,
 																					sizeof(volatile int));
+	if (qf->runtimedata->locks == NULL) {
+		perror("Couldn't allocate memory for runtime locks.");
+		exit(EXIT_FAILURE);
+	}
 #ifdef LOG_WAIT_TIME
-	qf->mem->wait_times = (wait_time_data* )calloc(qf->metadata->num_locks+1,
-																								 sizeof(wait_time_data));
+	qf->runtimedata->wait_times = (wait_time_data*
+																 )calloc(qf->runtimedata->num_locks+1,
+																				 sizeof(wait_time_data));
+	if (qf->runtimedata->wait_times == NULL) {
+		perror("Couldn't allocate memory for runtime wait_times.");
+		exit(EXIT_FAILURE);
+	}
 #endif
-}
 
-/* The caller should call qf_init on the dest QF before calling this function. 
- */
-void qf_copy(QF *dest, QF *src)
-{
-	DEBUG_CQF("%s\n","Source CQF");
-	DEBUG_DUMP(src);
-	memcpy(dest->mem, src->mem, sizeof(qfmem));
-	memcpy(dest->metadata, src->metadata, sizeof(qfmetadata));
-	memcpy(dest->blocks, src->blocks, src->metadata->size);
-	DEBUG_CQF("%s\n","Destination CQF after copy.");
-	DEBUG_DUMP(dest);
+	return total_num_bytes;
 }
 
-/* free up the memory if the QF is in memory.
- * else unmap the mapped memory from pagecache.
- *
- * It does not delete the file on disk for on-disk QF.
- */
-void qf_destroy(QF *qf, bool mem)
+uint64_t qf_use(QF* qf, void* buffer, uint64_t buffer_len)
 {
-	assert(qf->blocks != NULL);
-	if (mem) {
-		free(qf->mem);
-		free(qf->metadata);
-		free(qf->blocks);
-	} else {
-		munmap(qf->metadata, qf->metadata->size + sizeof(qfmetadata));
-		close(qf->mem->fd);
+	qf->metadata = (qfmetadata *)(buffer);
+	if (qf->metadata->total_size_in_bytes + sizeof(qfmetadata) > buffer_len) {
+		return qf->metadata->total_size_in_bytes + sizeof(qfmetadata);
 	}
-}
+	qf->blocks = (qfblock *)(qf->metadata + 1);
 
-void qf_close(QF *qf)
-{
-	assert(qf->blocks != NULL);
-	munmap(qf->metadata, qf->metadata->size + sizeof(qfmetadata));
-	close(qf->mem->fd);
+	qf->runtimedata = (qfruntime *)calloc(sizeof(qfruntime), 1);
+	if (qf->runtimedata == NULL) {
+		perror("Couldn't allocate memory for runtime data.");
+		exit(EXIT_FAILURE);
+	}
+	/* initialize all the locks to 0 */
+	qf->runtimedata->metadata_lock = 0;
+	qf->runtimedata->locks = (volatile int *)calloc(qf->runtimedata->num_locks,
+																					sizeof(volatile int));
+	if (qf->runtimedata->locks == NULL) {
+		perror("Couldn't allocate memory for runtime locks.");
+		exit(EXIT_FAILURE);
+	}
+#ifdef LOG_WAIT_TIME
+	qf->runtimedata->wait_times = (wait_time_data*
+																 )calloc(qf->runtimedata->num_locks+1,
+																				 sizeof(wait_time_data));
+	if (qf->runtimedata->wait_times == NULL) {
+		perror("Couldn't allocate memory for runtime wait_times.");
+		exit(EXIT_FAILURE);
+	}
+#endif
+
+	return sizeof(qfmetadata) + qf->metadata->total_size_in_bytes;
 }
 
-/* 
- * Will read the on-disk QF using mmap.
- * Data won't be copied in memory.
- *
- */
-void qf_read(QF *qf, const char *path)
+void *qf_destroy(QF *qf)
 {
-	struct stat sb;
-	int ret;
+	assert(qf->runtimedata != NULL);
+	free(qf->runtimedata);
 
-	qf->mem = (qfmem *)calloc(sizeof(qfmem), 1);
-	qf->mem->fd = open(path, O_RDWR, S_IRWXU);
-	if (qf->mem->fd < 0) {
-		fprintf(stderr, "Couldn't open file: %s\n", path);
-		exit(EXIT_FAILURE);
-	}
+	return (void*)qf->metadata;
+}
 
-	ret = fstat (qf->mem->fd, &sb);
-	if ( ret < 0) {
-		perror ("fstat");
-		exit(EXIT_FAILURE);
-	}
+bool qf_malloc(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t
+							 value_bits, enum qf_hashmode hash, uint32_t seed)
+{
+	uint64_t total_num_bytes = qf_init(qf, nslots, key_bits, value_bits,
+																		 hash, seed, NULL, 0);
 
-	if (!S_ISREG (sb.st_mode)) {
-		fprintf (stderr, "%s is not a file.\n", path);
+	void *buffer = malloc(total_num_bytes);
+	if (buffer == NULL) {
+		perror("Couldn't allocate memory for the CQF.");
 		exit(EXIT_FAILURE);
 	}
 
-	qf->metadata = (qfmetadata *)mmap(NULL, sb.st_size, PROT_READ | PROT_WRITE, MAP_SHARED,
-																		qf->mem->fd, 0);
-	
-	//ret = madvise(qf->metadata, sb.st_size, MADV_SEQUENTIAL);
-	if (ret < 0) {
-		perror("Couldn't madvice of memory:\n");
+	qf->runtimedata = (qfruntime *)calloc(sizeof(qfruntime), 1);
+	if (qf->runtimedata == NULL) {
+		perror("Couldn't allocate memory for runtime data.");
 		exit(EXIT_FAILURE);
 	}
 
-	/*DEBUG_CQF("Mmaped %ld bytes at addr %lx\n", sb.st_size, (uint64_t)qf->metadata);*/
+	uint64_t init_size = qf_init(qf, nslots, key_bits, value_bits, hash, seed,
+															 buffer, total_num_bytes);
 
-	qf->blocks = (qfblock *)(qf->metadata + 1);
+	if (init_size == total_num_bytes)
+		return true;
+	else
+		return false;
 }
 
-void qf_drop_pages(const QF *qf, uint64_t start_idx, uint64_t end_idx) {
-	int ret;
-	qfblock *start_addr = get_block(qf, start_idx / SLOTS_PER_BLOCK);
-	uint64_t start_page = PAGE_ALIGN((uint64_t)start_addr);
-	qfblock *end_addr = get_block(qf, end_idx / SLOTS_PER_BLOCK);
-	uint64_t end_page = PAGE_ALIGN((uint64_t)end_addr);
-	uint64_t len = (end_page - start_page);
-	/*DEBUG_CQF("Droping %ld bytes starting from from %lx\n", len, start_page);*/
-	ret = madvise((void*)start_page, len, MADV_DONTNEED);
-	if (ret < 0) {
-		perror("Couldn't madvice of memory:\n");
-		exit(EXIT_FAILURE);
+bool qf_free(QF *qf)
+{
+	assert(qf->metadata != NULL);
+	void *buffer = qf_destroy(qf);
+	if (buffer != NULL) {
+		free(buffer);
+		return true;
 	}
+
+	return false;
 }
 
-const unsigned char *qf_get_addr(const QF *qf, uint64_t idx) {
-	return (unsigned char*)PAGE_ALIGN((uint64_t)get_block(qf, idx / SLOTS_PER_BLOCK));
+void qf_copy(QF *dest, const QF *src)
+{
+	DEBUG_CQF("%s\n","Source CQF");
+	DEBUG_DUMP(src);
+	memcpy(dest->runtimedata, src->runtimedata, sizeof(qfruntime));
+	memcpy(dest->metadata, src->metadata, sizeof(qfmetadata));
+	memcpy(dest->blocks, src->blocks, src->metadata->total_size_in_bytes);
+	DEBUG_CQF("%s\n","Destination CQF after copy.");
+	DEBUG_DUMP(dest);
 }
 
 void qf_reset(QF *qf)
@@ -1959,84 +1817,221 @@ void qf_reset(QF *qf)
 	qf->metadata->noccupied_slots = 0;
 
 #ifdef LOG_WAIT_TIME
-	memset(qf->wait_times, 0, (qf->metadata->num_locks+1)*sizeof(wait_time_data));
+	memset(qf->wait_times, 0,
+				 (qf->runtimedata->num_locks+1)*sizeof(wait_time_data));
 #endif
-#if BITS_PER_SLOT == 8 || BITS_PER_SLOT == 16 || BITS_PER_SLOT == 32 || BITS_PER_SLOT == 64
+#if QF_BITS_PER_SLOT == 8 || QF_BITS_PER_SLOT == 16 || QF_BITS_PER_SLOT == 32 || QF_BITS_PER_SLOT == 64
 	memset(qf->blocks, 0, qf->metadata->nblocks* sizeof(qfblock));
 #else
-	memset(qf->blocks, 0, qf->metadata->nblocks*(sizeof(qfblock) + SLOTS_PER_BLOCK *
+	memset(qf->blocks, 0, qf->metadata->nblocks*(sizeof(qfblock) + QF_SLOTS_PER_BLOCK *
 																		 qf->metadata->bits_per_slot / 8));
 #endif
 }
 
-void qf_serialize(const QF *qf, const char *filename)
+int64_t qf_resize_malloc(QF *qf, uint64_t nslots)
 {
-	FILE *fout;
-	fout = fopen(filename, "wb+");
-	if (fout == NULL) {
-		perror("Error opening file for serializing\n");
-		exit(EXIT_FAILURE);
-	}
+	QF new_qf;
+	if (!qf_malloc(&new_qf, nslots, qf->metadata->key_bits,
+								 qf->metadata->value_bits, qf->metadata->hash_mode,
+								 qf->metadata->seed))
+		return false;
+	if (qf->metadata->auto_resize)
+		qf_set_auto_resize(&new_qf, true);
 
-	fwrite(qf->metadata, sizeof(qfmetadata), 1, fout);
+	// copy keys from qf into new_qf
+	QFi qfi;
+	qf_iterator_from_position(qf, &qfi, 0);
+	int64_t ret_numkeys = 0;
+	do {
+		uint64_t key, value, count;
+		qfi_get_hash(&qfi, &key, &value, &count);
+		qfi_next(&qfi);
+		int ret = qf_insert(&new_qf, key, value, count, QF_NO_LOCK | QF_KEY_IS_HASH);
+		if (ret < 0) {
+			fprintf(stderr, "Failed to insert key: %ld into the new CQF.\n", key);
+			return ret;
+		}
+		ret_numkeys++;
+	} while(!qfi_end(&qfi));
 
-	/* we don't serialize the locks */
-	fwrite(qf->blocks, qf->metadata->size, 1, fout);
+	qf_free(qf);
+	memcpy(qf, &new_qf, sizeof(QF));
 
-	fclose(fout);
+	return ret_numkeys;
 }
 
-void qf_deserialize(QF *qf, const char *filename)
+uint64_t qf_resize(QF* qf, uint64_t nslots, void* buffer, uint64_t buffer_len)
 {
-	FILE *fin;
-	fin = fopen(filename, "rb");
-	if (fin == NULL) {
-		perror("Error opening file for deserializing\n");
+	QF new_qf;
+	new_qf.runtimedata = (qfruntime *)calloc(sizeof(qfruntime), 1);
+	if (new_qf.runtimedata == NULL) {
+		perror("Couldn't allocate memory for runtime data.\n");
 		exit(EXIT_FAILURE);
 	}
 
-	qf->mem = (qfmem *)calloc(sizeof(qfmem), 1);
-	qf->metadata = (qfmetadata *)calloc(sizeof(qfmetadata), 1);
+	uint64_t init_size = qf_init(&new_qf, nslots, qf->metadata->key_bits,
+															 qf->metadata->value_bits,
+															 qf->metadata->hash_mode, qf->metadata->seed,
+															 buffer, buffer_len);
 
-	fread(qf->metadata, sizeof(qfmetadata), 1, fin);
+	if (init_size > buffer_len)
+		return init_size;
 
-	/* initlialize the locks in the QF */
-	qf->metadata->num_locks = (qf->metadata->xnslots/NUM_SLOTS_TO_LOCK)+2;
-	qf->mem->metadata_lock = 0;
-	/* initialize all the locks to 0 */
-	qf->mem->locks = (volatile int *)calloc(qf->metadata->num_locks, sizeof(volatile int));
+	if (qf->metadata->auto_resize)
+		qf_set_auto_resize(&new_qf, true);
 
-	qf->blocks = (qfblock *)calloc(qf->metadata->size, 1);
-	fread(qf->blocks, qf->metadata->size, 1, fin);
+	// copy keys from qf into new_qf
+	QFi qfi;
+	qf_iterator_from_position(qf, &qfi, 0);
+	do {
+		uint64_t key, value, count;
+		qfi_get_hash(&qfi, &key, &value, &count);
+		qfi_next(&qfi);
+		int ret = qf_insert(&new_qf, key, value, count, QF_NO_LOCK | QF_KEY_IS_HASH);
+		if (ret < 0) {
+			fprintf(stderr, "Failed to insert key: %ld into the new CQF.\n", key);
+			abort();
+		}
+	} while(!qfi_end(&qfi));
+
+	qf_free(qf);
+	memcpy(qf, &new_qf, sizeof(QF));
+
+	return init_size;
+}
 
-	fclose(fin);
+void qf_set_auto_resize(QF* qf, bool enabled)
+{
+	if (enabled)
+		qf->metadata->auto_resize = 1;
+	else
+		qf->metadata->auto_resize = 0;
 }
 
-bool qf_insert(QF *qf, uint64_t key, uint64_t value, uint64_t count, enum lock
-							 flag)
+int qf_insert(QF *qf, uint64_t key, uint64_t value, uint64_t count, uint8_t
+							flags)
 {
+	// We fill up the CQF up to 95% load factor.
+	// This is a very conservative check.
+	if (qf->metadata->noccupied_slots >= qf->metadata->nslots * 0.95) {
+		if (qf->metadata->auto_resize) {
+			fprintf(stdout, "Resizing the CQF.\n");
+			qf_resize_malloc(qf, qf->metadata->nslots * 2);
+		} else
+			return QF_NO_SPACE;
+	}
+	if (count == 0)
+		return 0;
+
+	if (GET_KEY_HASH(flags) != QF_KEY_IS_HASH) {
+		if (qf->metadata->hash_mode == QF_HASH_DEFAULT)
+			key = MurmurHash64A(((void *)&key), sizeof(key),
+													qf->metadata->seed) % qf->metadata->range;
+		else if (qf->metadata->hash_mode == QF_HASH_INVERTIBLE)
+			key = hash_64(key, BITMASK(qf->metadata->key_bits));
+	}
 	uint64_t hash = (key << qf->metadata->value_bits) | (value &
 																											 BITMASK(qf->metadata->value_bits));
+	int ret;
 	if (count == 1)
-		return insert1(qf, hash, flag);
+		ret = insert1(qf, hash, flags);
+	else
+		ret = insert(qf, hash, count, flags);
+
+	// check for fullness based on the distance from the home slot to the slot
+	// in which the key is inserted
+	if (ret == QF_NO_SPACE || ret > DISTANCE_FROM_HOME_SLOT_CUTOFF) {
+		float load_factor = qf->metadata->noccupied_slots /
+			(float)qf->metadata->nslots;
+		fprintf(stdout, "Load factor: %lf\n", load_factor);
+		if (qf->metadata->auto_resize) {
+			fprintf(stdout, "Resizing the CQF.\n");
+			if (qf_resize_malloc(qf, qf->metadata->nslots * 2) > 0) {
+				if (ret == QF_NO_SPACE) {
+					if (count == 1)
+						ret = insert1(qf, hash, flags);
+					else
+						ret = insert(qf, hash, count, flags);
+				}
+				fprintf(stderr, "Resize finished.\n");
+			} else {
+				fprintf(stderr, "Resize failed\n");
+				ret = QF_NO_SPACE;
+			}
+		} else {
+			fprintf(stderr, "The CQF is filling up.\n");
+			ret = QF_NO_SPACE;
+		}
+	}
+	return ret;
+}
+
+int qf_set_count(QF *qf, uint64_t key, uint64_t value, uint64_t count, uint8_t
+								 flags)
+{
+	if (count == 0)
+		return 0;
+
+	uint64_t cur_count = qf_count_key_value(qf, key, value, flags);
+	int64_t delta = count - cur_count;
+
+	int ret;
+	if (delta == 0)
+		ret = 0;
+	else if (delta > 0)
+		ret = qf_insert(qf, key, value, delta, flags);
 	else
-		return insert(qf, hash, count, flag);
+		ret = qf_remove(qf, key, value, labs(delta), flags);
+
+	return ret;
 }
 
-/* count = 0 would remove the key completely. */
-void qf_remove(QF *qf, uint64_t key, uint64_t value, uint64_t count, enum lock
-							 flag)
+int qf_remove(QF *qf, uint64_t key, uint64_t value, uint64_t count, uint8_t
+							flags)
 {
 	if (count == 0)
-		count = qf_count_key_value(qf, key, value);
+		return true;
 
+	if (GET_KEY_HASH(flags) != QF_KEY_IS_HASH) {
+		if (qf->metadata->hash_mode == QF_HASH_DEFAULT)
+			key = MurmurHash64A(((void *)&key), sizeof(key),
+													qf->metadata->seed) % qf->metadata->range;
+		else if (qf->metadata->hash_mode == QF_HASH_INVERTIBLE)
+			key = hash_64(key, BITMASK(qf->metadata->key_bits));
+	}
 	uint64_t hash = (key << qf->metadata->value_bits) | (value &
 																											 BITMASK(qf->metadata->value_bits));
-	_remove(qf, hash, count, flag);
+	return _remove(qf, hash, count, flags);
 }
 
-uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value)
+int qf_delete_key_value(QF *qf, uint64_t key, uint64_t value, uint8_t flags)
 {
+	uint64_t count = qf_count_key_value(qf, key, value, flags);
+	if (count == 0)
+		return true;
+
+	if (GET_KEY_HASH(flags) != QF_KEY_IS_HASH) {
+		if (qf->metadata->hash_mode == QF_HASH_DEFAULT)
+			key = MurmurHash64A(((void *)&key), sizeof(key),
+													qf->metadata->seed) % qf->metadata->range;
+		else if (qf->metadata->hash_mode == QF_HASH_INVERTIBLE)
+			key = hash_64(key, BITMASK(qf->metadata->key_bits));
+	}
+	uint64_t hash = (key << qf->metadata->value_bits) | (value &
+																											 BITMASK(qf->metadata->value_bits));
+	return _remove(qf, hash, count, flags);
+}
+
+uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value,
+														uint8_t flags)
+{
+	if (GET_KEY_HASH(flags) != QF_KEY_IS_HASH) {
+		if (qf->metadata->hash_mode == QF_HASH_DEFAULT)
+			key = MurmurHash64A(((void *)&key), sizeof(key),
+													qf->metadata->seed) % qf->metadata->range;
+		else if (qf->metadata->hash_mode == QF_HASH_INVERTIBLE)
+			key = hash_64(key, BITMASK(qf->metadata->key_bits));
+	}
 	uint64_t hash = (key << qf->metadata->value_bits) | (value &
 																											 BITMASK(qf->metadata->value_bits));
 	uint64_t hash_remainder   = hash & BITMASK(qf->metadata->bits_per_slot);
@@ -2065,19 +2060,142 @@ uint64_t qf_count_key_value(const QF *qf, uint64_t key, uint64_t value)
 	return 0;
 }
 
+uint64_t qf_query(const QF *qf, uint64_t key, uint64_t *value, uint8_t flags)
+{
+	if (GET_KEY_HASH(flags) != QF_KEY_IS_HASH) {
+		if (qf->metadata->hash_mode == QF_HASH_DEFAULT)
+			key = MurmurHash64A(((void *)&key), sizeof(key),
+													qf->metadata->seed) % qf->metadata->range;
+		else if (qf->metadata->hash_mode == QF_HASH_INVERTIBLE)
+			key = hash_64(key, BITMASK(qf->metadata->key_bits));
+	}
+	uint64_t hash = key;
+	uint64_t hash_remainder   = hash & BITMASK(qf->metadata->key_remainder_bits);
+	int64_t hash_bucket_index = hash >> qf->metadata->key_remainder_bits;
+
+	if (!is_occupied(qf, hash_bucket_index))
+		return 0;
+
+	int64_t runstart_index = hash_bucket_index == 0 ? 0 : run_end(qf,
+																																hash_bucket_index-1)
+		+ 1;
+	if (runstart_index < hash_bucket_index)
+		runstart_index = hash_bucket_index;
+
+	/* printf("MC RUNSTART: %02lx RUNEND: %02lx\n", runstart_index, runend_index); */
+
+	uint64_t current_remainder, current_count, current_end;
+	do {
+		current_end = decode_counter(qf, runstart_index, &current_remainder,
+																 &current_count);
+		*value = current_remainder & BITMASK(qf->metadata->value_bits);
+		current_remainder = current_remainder >> qf->metadata->value_bits;
+		if (current_remainder == hash_remainder) {
+			return current_count;
+		}
+		runstart_index = current_end + 1;
+	} while (!is_runend(qf, current_end));
+
+	return 0;
+}
+
+int64_t qf_get_unique_index(const QF *qf, uint64_t key, uint64_t value,
+														uint8_t flags)
+{
+	if (GET_KEY_HASH(flags) != QF_KEY_IS_HASH) {
+		if (qf->metadata->hash_mode == QF_HASH_DEFAULT)
+			key = MurmurHash64A(((void *)&key), sizeof(key),
+													qf->metadata->seed) % qf->metadata->range;
+		else if (qf->metadata->hash_mode == QF_HASH_INVERTIBLE)
+			key = hash_64(key, BITMASK(qf->metadata->key_bits));
+	}
+	uint64_t hash = (key << qf->metadata->value_bits) | (value &
+																											 BITMASK(qf->metadata->value_bits));
+	uint64_t hash_remainder   = hash & BITMASK(qf->metadata->bits_per_slot);
+	int64_t hash_bucket_index = hash >> qf->metadata->bits_per_slot;
+
+	if (!is_occupied(qf, hash_bucket_index))
+		return QF_DOESNT_EXIST;
+
+	int64_t runstart_index = hash_bucket_index == 0 ? 0 : run_end(qf,
+																																hash_bucket_index-1)
+		+ 1;
+	if (runstart_index < hash_bucket_index)
+		runstart_index = hash_bucket_index;
+
+	/* printf("MC RUNSTART: %02lx RUNEND: %02lx\n", runstart_index, runend_index); */
+
+	uint64_t current_remainder, current_count, current_end;
+	do {
+		current_end = decode_counter(qf, runstart_index, &current_remainder,
+																 &current_count);
+		if (current_remainder == hash_remainder)
+			return runstart_index;
+
+		runstart_index = current_end + 1;
+	} while (!is_runend(qf, current_end));
+
+	return QF_DOESNT_EXIST;
+}
+
+enum qf_hashmode qf_get_hashmode(const QF *qf) {
+	return qf->metadata->hash_mode;
+}
+uint64_t qf_get_hash_seed(const QF *qf) {
+	return qf->metadata->seed;
+}
+__uint128_t qf_get_hash_range(const QF *qf) {
+	return qf->metadata->range;
+}
+
+bool qf_is_auto_resize_enabled(const QF *qf) {
+	if (qf->metadata->auto_resize == 1)
+		return true;
+	return false;
+}
+uint64_t qf_get_total_size_in_bytes(const QF *qf) {
+	return qf->metadata->total_size_in_bytes;
+}
+uint64_t qf_get_nslots(const QF *qf) {
+	return qf->metadata->nslots;
+}
+uint64_t qf_get_num_occupied_slots(const QF *qf) {
+	return qf->metadata->noccupied_slots;
+}
+
+uint64_t qf_get_num_key_bits(const QF *qf) {
+	return qf->metadata->key_bits;
+}
+uint64_t qf_get_num_value_bits(const QF *qf) {
+	return qf->metadata->value_bits;
+}
+uint64_t qf_get_num_key_remainder_bits(const QF *qf) {
+	return qf->metadata->key_remainder_bits;
+}
+uint64_t qf_get_bits_per_slot(const QF *qf) {
+	return qf->metadata->bits_per_slot;
+}
+
+uint64_t qf_get_sum_of_counts(const QF *qf) {
+	return qf->metadata->nelts;
+}
+uint64_t qf_get_num_distinct_key_value_pairs(const QF *qf) {
+	return qf->metadata->ndistinct_elts;
+}
+
 /* initialize the iterator at the run corresponding
  * to the position index
  */
-bool qf_iterator(const QF *qf, QFi *qfi, uint64_t position)
+int64_t qf_iterator_from_position(const QF *qf, QFi *qfi, uint64_t position)
 {
 	if (position == 0xffffffffffffffff) {
 		qfi->current = 0xffffffffffffffff;
 		qfi->qf = qf;
-		return false;
+		return QFI_INVALID;
 	}
 	assert(position < qf->metadata->nslots);
 	if (!is_occupied(qf, position)) {
-		uint64_t block_index = position / SLOTS_PER_BLOCK;
+		uint64_t block_index = position;
 		uint64_t idx = bitselect(get_block(qf, block_index)->occupieds[0], 0);
 		if (idx == 64) {
 			while(idx == 64 && block_index < qf->metadata->nblocks) {
@@ -2085,7 +2203,7 @@ bool qf_iterator(const QF *qf, QFi *qfi, uint64_t position)
 				idx = bitselect(get_block(qf, block_index)->occupieds[0], 0);
 			}
 		}
-		position = block_index * SLOTS_PER_BLOCK + idx;
+		position = block_index * QF_SLOTS_PER_BLOCK + idx;
 	}
 
 	qfi->qf = qf;
@@ -2095,38 +2213,44 @@ bool qf_iterator(const QF *qf, QFi *qfi, uint64_t position)
 	if (qfi->current < position)
 		qfi->current = position;
 
-	qfi->cache.nslots = qf->metadata->nslots;
-	qfi->cache.xnslots = qf->metadata->xnslots;
-	qfi->cache.sizeof_qfblock_SLOTS_PER_BLOCK_times_bits_per_slot_div_8 =
-						(sizeof(qfblock) + SLOTS_PER_BLOCK * qf->metadata->bits_per_slot / 8);
-	qfi->cache.bits_per_slot = qf->metadata->bits_per_slot;
-	qfi->cache.value_bits = qf->metadata->value_bits;
-	qfi->cache.key_remainder_bits = qf->metadata->key_remainder_bits;
-	qfi->cache.nblocks = qf->metadata->nblocks;
-
 #ifdef LOG_CLUSTER_LENGTH
 	qfi->c_info = (cluster_data* )calloc(qf->metadata->nslots/32,
 																			 sizeof(cluster_data));
+	if (qfi->c_info == NULL) {
+		perror("Couldn't allocate memory for c_info.");
+		exit(EXIT_FAILURE);
+	}
 	qfi->cur_start_index = position;
 	qfi->cur_length = 1;
 #endif
 
 	if (qfi->current >= qf->metadata->nslots)
-		return false;
-	return true;
+		return QFI_INVALID;
+	return qfi->current;
 }
 
-bool qf_iterator_hash(const QF *qf, QFi *qfi, uint64_t hash)
+int64_t qf_iterator_key_value(const QF *qf, QFi *qfi, uint64_t key, uint64_t
+															value, uint8_t flags)
 {
-	if (hash >= qf->metadata->range) {
+	if (key >= qf->metadata->range) {
 		qfi->current = 0xffffffffffffffff;
 		qfi->qf = qf;
-		return false;
+		return QFI_INVALID;
 	}
 
 	qfi->qf = qf;
 	qfi->num_clusters = 0;
 
+	if (GET_KEY_HASH(flags) != QF_KEY_IS_HASH) {
+		if (qf->metadata->hash_mode == QF_HASH_DEFAULT)
+			key = MurmurHash64A(((void *)&key), sizeof(key),
+													qf->metadata->seed) % qf->metadata->range;
+		else if (qf->metadata->hash_mode == QF_HASH_INVERTIBLE)
+			key = hash_64(key, BITMASK(qf->metadata->key_bits));
+	}
+	uint64_t hash = (key << qf->metadata->value_bits) | (value &
+																											 BITMASK(qf->metadata->value_bits));
+
 	uint64_t hash_remainder   = hash & BITMASK(qf->metadata->bits_per_slot);
 	uint64_t hash_bucket_index = hash >> qf->metadata->bits_per_slot;
 	bool flag = false;
@@ -2134,8 +2258,8 @@ bool qf_iterator_hash(const QF *qf, QFi *qfi, uint64_t hash)
 	// If a run starts at "position" move the iterator to point it to the
 	// smallest key greater than or equal to "hash".
 	if (is_occupied(qf, hash_bucket_index)) {
-		int64_t runstart_index = hash_bucket_index == 0 ? 0 : run_end(qf,
-																																	hash_bucket_index-1)
+		uint64_t runstart_index = hash_bucket_index == 0 ? 0 : run_end(qf,
+																																	 hash_bucket_index-1)
 			+ 1;
 		if (runstart_index < hash_bucket_index)
 			runstart_index = hash_bucket_index;
@@ -2161,7 +2285,7 @@ bool qf_iterator_hash(const QF *qf, QFi *qfi, uint64_t hash)
 	if (!is_occupied(qf, hash_bucket_index) || !flag) {
 		uint64_t position = hash_bucket_index;
 		assert(position < qf->metadata->nslots);
-		uint64_t block_index = position / SLOTS_PER_BLOCK;
+		uint64_t block_index = position / QF_SLOTS_PER_BLOCK;
 		uint64_t idx = bitselect(get_block(qf, block_index)->occupieds[0], 0);
 		if (idx == 64) {
 			while(idx == 64 && block_index < qf->metadata->nblocks) {
@@ -2169,7 +2293,7 @@ bool qf_iterator_hash(const QF *qf, QFi *qfi, uint64_t hash)
 				idx = bitselect(get_block(qf, block_index)->occupieds[0], 0);
 			}
 		}
-		position = block_index * SLOTS_PER_BLOCK + idx;
+		position = block_index * QF_SLOTS_PER_BLOCK + idx;
 		qfi->run = position;
 		qfi->current = position == 0 ? 0 : run_end(qfi->qf, position-1) + 1;
 		if (qfi->current < position)
@@ -2177,77 +2301,93 @@ bool qf_iterator_hash(const QF *qf, QFi *qfi, uint64_t hash)
 	}
 
 	if (qfi->current >= qf->metadata->nslots)
-		return false;
-	return true;
+		return QFI_INVALID;
+	return qfi->current;
 }
 
-int qfi_get(const QFi *qfi, uint64_t *key, uint64_t *value, uint64_t *count)
+static int qfi_get(const QFi *qfi, uint64_t *key, uint64_t *value, uint64_t
+									 *count)
 {
-	assert(qfi->current < qfi->qf->metadata->nslots);
+	if (qfi_end(qfi))
+		return QFI_INVALID;
 
 	uint64_t current_remainder, current_count;
-	qfi_decode_counter(qfi, qfi->current, &current_remainder, &current_count);
+	decode_counter(qfi->qf, qfi->current, &current_remainder, &current_count);
 
-	*value = current_remainder & BITMASK(qfi->cache.value_bits);
-	current_remainder = current_remainder >> qfi->cache.value_bits;
-	*key = (qfi->run << qfi->cache.key_remainder_bits) | current_remainder;
-	*count = current_count; 
+	*value = current_remainder & BITMASK(qfi->qf->metadata->value_bits);
+	current_remainder = current_remainder >> qfi->qf->metadata->value_bits;
+	*key = (qfi->run << qfi->qf->metadata->key_remainder_bits) | current_remainder;
+	*count = current_count;
 
-	/*qfi->current = end_index;*/ 		//get should not change the current index
-	//of the iterator
 	return 0;
 }
 
-int qfi_next(QFi *qfi) {
-	return qfi_nextx(qfi, NULL);
+int qfi_get_key(const QFi *qfi, uint64_t *key, uint64_t *value, uint64_t
+								*count)
+{
+	*key = *value = *count = 0;
+	int ret = qfi_get(qfi, key, value, count);
+	if (ret == 0) {
+		if (qfi->qf->metadata->hash_mode == QF_HASH_DEFAULT) {
+			*key = 0; *value = 0; *count = 0;
+			return QF_INVALID;
+		} else if (qfi->qf->metadata->hash_mode == QF_HASH_INVERTIBLE)
+			*key = hash_64i(*key, BITMASK(qfi->qf->metadata->key_bits));
+	}
+
+	return ret;
 }
-int qfi_nextx(QFi *qfi, uint64_t* read_offset)
+
+int qfi_get_hash(const QFi *qfi, uint64_t *key, uint64_t *value, uint64_t
+								 *count)
 {
-	uint64_t block_index = qfi->run / SLOTS_PER_BLOCK;
-	qfblock* addr = qfi_get_block(qfi, block_index);
-	if (read_offset) *read_offset = (char*)addr - (char*)(qfi->qf->metadata);
+	*key = *value = *count = 0;
+	return qfi_get(qfi, key, value, count);
+}
 
+int qfi_next(QFi *qfi)
+{
 	if (qfi_end(qfi))
-		return 1;
+		return QFI_INVALID;
 	else {
 		/* move to the end of the current counter*/
 		uint64_t current_remainder, current_count;
-		qfi->current = qfi_decode_counter(qfi, qfi->current, &current_remainder,
+		qfi->current = decode_counter(qfi->qf, qfi->current, &current_remainder,
 																	&current_count);
-
-		if (!qfi_is_runend(qfi, qfi->current)) {
+		
+		if (!is_runend(qfi->qf, qfi->current)) {
 			qfi->current++;
 #ifdef LOG_CLUSTER_LENGTH
 			qfi->cur_length++;
 #endif
-			if (qfi->current > qfi->cache.nslots)
-				return 1;
+			if (qfi_end(qfi))
+				return QFI_INVALID;
 			return 0;
-		}
-		else {
+		} else {
 #ifdef LOG_CLUSTER_LENGTH
 			/* save to check if the new current is the new cluster. */
 			uint64_t old_current = qfi->current;
 #endif
-			uint64_t rank = bitrank(addr->occupieds[0],
-															qfi->run % SLOTS_PER_BLOCK);
-			uint64_t next_run = bitselect(qfi_get_block(qfi,
+			uint64_t block_index = qfi->run / QF_SLOTS_PER_BLOCK;
+			uint64_t rank = bitrank(get_block(qfi->qf, block_index)->occupieds[0],
+															qfi->run % QF_SLOTS_PER_BLOCK);
+			uint64_t next_run = bitselect(get_block(qfi->qf,
 																							block_index)->occupieds[0],
 																		rank);
 			if (next_run == 64) {
 				rank = 0;
-				while (next_run == 64 && block_index < qfi->cache.nblocks) {
+				while (next_run == 64 && block_index < qfi->qf->metadata->nblocks) {
 					block_index++;
-					next_run = bitselect(qfi_get_block(qfi, block_index)->occupieds[0],
+					next_run = bitselect(get_block(qfi->qf, block_index)->occupieds[0],
 															 rank);
 				}
 			}
-			if (block_index == qfi->cache.nblocks) {
+			if (block_index == qfi->qf->metadata->nblocks) {
 				/* set the index values to max. */
-				qfi->run = qfi->current = qfi->cache.xnslots;
-				return 1;
+				qfi->run = qfi->current = qfi->qf->metadata->xnslots;
+				return QFI_INVALID;
 			}
-			qfi->run = block_index * SLOTS_PER_BLOCK + next_run;
+			qfi->run = block_index * QF_SLOTS_PER_BLOCK + next_run;
 			qfi->current++;
 			if (qfi->current < qfi->run)
 				qfi->current = qfi->run;
@@ -2269,12 +2409,11 @@ int qfi_nextx(QFi *qfi, uint64_t* read_offset)
 	}
 }
 
-inline int qfi_end(const QFi *qfi)
+bool qfi_end(const QFi *qfi)
 {
-	if (qfi->current >= qfi->cache.xnslots /*&& is_runend(qfi->qf, qfi->current)*/)
-		return 1;
-	else
-		return 0;
+	if (qfi->current >= qfi->qf->metadata->xnslots /*&& is_runend(qfi->qf, qfi->current)*/)
+		return true;
+	return false;
 }
 
 /*
@@ -2288,55 +2427,66 @@ inline int qfi_end(const QFi *qfi)
  * insert(min, ic) 
  * increment either ia or ib, whichever is minimum.
  */
-void qf_merge(QF *qfa, QF *qfb, QF *qfc, enum lock flag)
+void qf_merge(const QF *qfa, const QF *qfb, QF *qfc)
 {
 	QFi qfia, qfib;
-	qf_iterator(qfa, &qfia, 0);
-	qf_iterator(qfb, &qfib, 0);
+	qf_iterator_from_position(qfa, &qfia, 0);
+	qf_iterator_from_position(qfb, &qfib, 0);
+
+	if (qfa->metadata->hash_mode != qfc->metadata->hash_mode &&
+			qfa->metadata->seed != qfc->metadata->seed &&
+			qfb->metadata->hash_mode  != qfc->metadata->hash_mode &&
+			qfb->metadata->seed  != qfc->metadata->seed) {
+		fprintf(stderr, "Output QF and input QFs do not have the same hash mode or seed.\n");
+		exit(1);
+	}
 
 	uint64_t keya, valuea, counta, keyb, valueb, countb;
-	qfi_get(&qfia, &keya, &valuea, &counta);
-	qfi_get(&qfib, &keyb, &valueb, &countb);
+	qfi_get_hash(&qfia, &keya, &valuea, &counta);
+	qfi_get_hash(&qfib, &keyb, &valueb, &countb);
 	do {
 		if (keya < keyb) {
-			qf_insert(qfc, keya, valuea, counta, flag);
+			qf_insert(qfc, keya, valuea, counta, QF_NO_LOCK | QF_KEY_IS_HASH);
 			qfi_next(&qfia);
-			qfi_get(&qfia, &keya, &valuea, &counta);
+			qfi_get_hash(&qfia, &keya, &valuea, &counta);
 		}
 		else {
-			qf_insert(qfc, keyb, valueb, countb, flag);
+			qf_insert(qfc, keyb, valueb, countb, QF_NO_LOCK | QF_KEY_IS_HASH);
 			qfi_next(&qfib);
-			qfi_get(&qfib, &keyb, &valueb, &countb);
+			qfi_get_hash(&qfib, &keyb, &valueb, &countb);
 		}
 	} while(!qfi_end(&qfia) && !qfi_end(&qfib));
 
 	if (!qfi_end(&qfia)) {
 		do {
-			qfi_get(&qfia, &keya, &valuea, &counta);
-			qf_insert(qfc, keya, valuea, counta, flag);
+			qfi_get_hash(&qfia, &keya, &valuea, &counta);
+			qf_insert(qfc, keya, valuea, counta, QF_NO_LOCK | QF_KEY_IS_HASH);
 		} while(!qfi_next(&qfia));
 	}
 	if (!qfi_end(&qfib)) {
 		do {
-			qfi_get(&qfib, &keyb, &valueb, &countb);
-			qf_insert(qfc, keyb, valueb, countb, flag);
+			qfi_get_hash(&qfib, &keyb, &valueb, &countb);
+			qf_insert(qfc, keyb, valueb, countb, QF_NO_LOCK | QF_KEY_IS_HASH);
 		} while(!qfi_next(&qfib));
 	}
-
-	return;
 }
 
 /*
  * Merge an array of qfs into the resultant QF
  */
-void qf_multi_merge(QF *qf_arr[], int nqf, QF *qfr, enum lock flag)
+void qf_multi_merge(const QF *qf_arr[], int nqf, QF *qfr)
 {
 	int i;
 	QFi qfi_arr[nqf];
 	int smallest_idx = 0;
 	uint64_t smallest_key = UINT64_MAX;
 	for (i=0; i<nqf; i++) {
-		qf_iterator(qf_arr[i], &qfi_arr[i], 0);
+		if (qf_arr[i]->metadata->hash_mode != qfr->metadata->hash_mode &&
+				qf_arr[i]->metadata->seed != qfr->metadata->seed) {
+			fprintf(stderr, "Output QF and input QFs do not have the same hash mode or seed.\n");
+			exit(1);
+		}
+		qf_iterator_from_position(qf_arr[i], &qfi_arr[i], 0);
 	}
 
 	DEBUG_CQF("Merging %d CQFs\n", nqf);
@@ -2350,7 +2500,7 @@ void qf_multi_merge(QF *qf_arr[], int nqf, QF *qfr, enum lock flag)
 		uint64_t values[nqf];
 		uint64_t counts[nqf];
 		for (i=0; i<nqf; i++)
-			qfi_get(&qfi_arr[i], &keys[i], &values[i], &counts[i]);
+			qfi_get_hash(&qfi_arr[i], &keys[i], &values[i], &counts[i]);
 		
 		do {
 			smallest_key = UINT64_MAX;
@@ -2359,10 +2509,11 @@ void qf_multi_merge(QF *qf_arr[], int nqf, QF *qfr, enum lock flag)
 					smallest_key = keys[i]; smallest_idx = i;
 				}
 			}
-			qf_insert(qfr, keys[smallest_idx], values[smallest_idx], counts[smallest_idx],
-								flag);
+			qf_insert(qfr, keys[smallest_idx], values[smallest_idx],
+								counts[smallest_idx], QF_NO_LOCK | QF_KEY_IS_HASH);
 			qfi_next(&qfi_arr[smallest_idx]);
-			qfi_get(&qfi_arr[smallest_idx], &keys[smallest_idx], &values[smallest_idx],
+			qfi_get_hash(&qfi_arr[smallest_idx], &keys[smallest_idx],
+									 &values[smallest_idx],
 							&counts[smallest_idx]);
 		} while(!qfi_end(&qfi_arr[smallest_idx]));
 
@@ -2376,8 +2527,8 @@ void qf_multi_merge(QF *qf_arr[], int nqf, QF *qfr, enum lock flag)
 		uint64_t iters = 0;
 		do {
 			uint64_t key, value, count;
-			qfi_get(&qfi_arr[0], &key, &value, &count);
-			qf_insert(qfr, key, value, count, flag);
+			qfi_get_hash(&qfi_arr[0], &key, &value, &count);
+			qf_insert(qfr, key, value, count, QF_NO_LOCK | QF_KEY_IS_HASH);
 			qfi_next(&qfi_arr[0]);
 			iters++;
 		} while(!qfi_end(&qfi_arr[0]));
@@ -2391,14 +2542,21 @@ void qf_multi_merge(QF *qf_arr[], int nqf, QF *qfr, enum lock flag)
 }
 
 /* find cosine similarity between two QFs. */
-uint64_t qf_inner_product(QF *qfa, QF *qfb)
+uint64_t qf_inner_product(const QF *qfa, const QF *qfb)
 {
 	uint64_t acc = 0;
 	QFi qfi;
-	QF *qf_mem, *qf_disk;
+	const QF *qf_mem, *qf_disk;
+
+	if (qfa->metadata->hash_mode != qfb->metadata->hash_mode &&
+			qfa->metadata->seed != qfb->metadata->seed) {
+		fprintf(stderr, "Input QFs do not have the same hash mode or seed.\n");
+		exit(1);
+	}
 
 	// create the iterator on the larger QF.
-	if (qfa->metadata->size > qfb->metadata->size) {
+	if (qfa->metadata->total_size_in_bytes > qfb->metadata->total_size_in_bytes)
+	{
 		qf_mem = qfb;
 		qf_disk = qfa;
 	} else {
@@ -2406,12 +2564,12 @@ uint64_t qf_inner_product(QF *qfa, QF *qfb)
 		qf_disk = qfb;
 	}
 
-	qf_iterator(qf_disk, &qfi, 0);
+	qf_iterator_from_position(qf_disk, &qfi, 0);
 	do {
 		uint64_t key = 0, value = 0, count = 0;
 		uint64_t count_mem;
-		qfi_get(&qfi, &key, &value, &count);
-		if ((count_mem = qf_count_key_value(qf_mem, key, 0)) > 0) {
+		qfi_get_hash(&qfi, &key, &value, &count);
+		if ((count_mem = qf_count_key_value(qf_mem, key, 0, QF_KEY_IS_HASH)) > 0) {
 			acc += count*count_mem;
 		}
 	} while (!qfi_next(&qfi));
@@ -2420,13 +2578,22 @@ uint64_t qf_inner_product(QF *qfa, QF *qfb)
 }
 
 /* find cosine similarity between two QFs. */
-void qf_intersect(QF *qfa, QF *qfb, QF *qfr)
+void qf_intersect(const QF *qfa, const QF *qfb, QF *qfr)
 {
 	QFi qfi;
-	QF *qf_mem, *qf_disk;
+	const QF *qf_mem, *qf_disk;
+
+	if (qfa->metadata->hash_mode != qfr->metadata->hash_mode &&
+			qfa->metadata->seed != qfr->metadata->seed &&
+			qfb->metadata->hash_mode  != qfr->metadata->hash_mode &&
+			qfb->metadata->seed  != qfr->metadata->seed) {
+		fprintf(stderr, "Output QF and input QFs do not have the same hash mode or seed.\n");
+		exit(1);
+	}
 
 	// create the iterator on the larger QF.
-	if (qfa->metadata->size > qfb->metadata->size) {
+	if (qfa->metadata->total_size_in_bytes > qfb->metadata->total_size_in_bytes)
+	{
 		qf_mem = qfb;
 		qf_disk = qfa;
 	} else {
@@ -2434,17 +2601,17 @@ void qf_intersect(QF *qfa, QF *qfb, QF *qfr)
 		qf_disk = qfb;
 	}
 
-	qf_iterator(qf_disk, &qfi, 0);
+	qf_iterator_from_position(qf_disk, &qfi, 0);
 	do {
 		uint64_t key = 0, value = 0, count = 0;
-		qfi_get(&qfi, &key, &value, &count);
-		if (qf_count_key_value(qf_mem, key, 0) > 0)
-			qf_insert(qfr, key, value, count, NO_LOCK);
+		qfi_get_hash(&qfi, &key, &value, &count);
+		if (qf_count_key_value(qf_mem, key, 0, QF_KEY_IS_HASH) > 0)
+			qf_insert(qfr, key, value, count, QF_NO_LOCK | QF_KEY_IS_HASH);
 	} while (!qfi_next(&qfi));
 }
 
 /* magnitude of a QF. */
-uint64_t qf_magnitude(QF *qf)
+uint64_t qf_magnitude(const QF *qf)
 {
 	return sqrt(qf_inner_product(qf, qf));
 }
diff --git a/src/gqf/gqf_file.c b/src/gqf/gqf_file.c
new file mode 100644
index 0000000..2d6ad3b
--- /dev/null
+++ b/src/gqf/gqf_file.c
@@ -0,0 +1,254 @@
+/*
+ * ============================================================================
+ *
+ *        Authors:  Prashant Pandey <ppandey@cs.stonybrook.edu>
+ *                  Rob Johnson <robj@vmware.com>   
+ *
+ * ============================================================================
+ */
+
+#include <stdlib.h>
+#if 0
+# include <assert.h>
+#else
+# define assert(x)
+#endif
+#include <string.h>
+#include <inttypes.h>
+#include <stdio.h>
+#include <unistd.h>
+#include <math.h>
+#include <time.h>
+#include <sys/mman.h>
+#include <sys/stat.h>
+#include <fcntl.h>
+
+#include "gqf/hashutil.h"
+#include "gqf/gqf.h"
+#include "gqf/gqf_int.h"
+#include "gqf/gqf_file.h"
+
+#define NUM_SLOTS_TO_LOCK (1ULL<<16)
+
+bool qf_initfile(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t
+								 value_bits, enum qf_hashmode hash, uint32_t seed, char*
+								 filename, int prot)
+{
+	uint64_t total_num_bytes = qf_init(qf, nslots, key_bits, value_bits, hash,
+																		 seed, NULL, 0);
+
+	int ret;
+	qf->runtimedata = (qfruntime *)calloc(sizeof(qfruntime), 1);
+	if (qf->runtimedata == NULL) {
+		perror("Couldn't allocate memory for runtime data.");
+		exit(EXIT_FAILURE);
+	}
+	qf->runtimedata->f_info.fd = open(filename, O_RDWR | O_CREAT | O_TRUNC, S_IRWXU);
+	if (qf->runtimedata->f_info.fd < 0) {
+		perror("Couldn't open file.");
+		exit(EXIT_FAILURE);
+	}
+	ret = posix_fallocate(qf->runtimedata->f_info.fd, 0, total_num_bytes);
+	if (ret < 0) {
+		perror("Couldn't fallocate file:\n");
+		exit(EXIT_FAILURE);
+	}
+	qf->metadata = (qfmetadata *)mmap(NULL, total_num_bytes, prot, MAP_SHARED,
+																		qf->runtimedata->f_info.fd, 0);
+	if (qf->metadata == MAP_FAILED) {
+		perror("Couldn't mmap metadata.");
+		exit(EXIT_FAILURE);
+	}
+	ret = madvise(qf->metadata, total_num_bytes, MADV_RANDOM);
+	if (ret < 0) {
+		perror("Couldn't fallocate file.");
+		exit(EXIT_FAILURE);
+	}
+	qf->blocks = (qfblock *)(qf->metadata + 1);
+
+	uint64_t init_size = qf_init(qf, nslots, key_bits, value_bits, hash, seed,
+															 qf->metadata, total_num_bytes);
+	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename));
+	if (qf->runtimedata->f_info.filepath == NULL) {
+		perror("Couldn't allocate memory for runtime f_info filepath.");
+		exit(EXIT_FAILURE);
+	}
+	strcpy(qf->runtimedata->f_info.filepath, filename);
+
+	if (init_size == total_num_bytes)
+		return true;
+	else
+		return false;
+}
+
+uint64_t qf_usefile(QF* qf, const char* filename, int prot)
+{
+	struct stat sb;
+	int ret;
+
+	qf->runtimedata = (qfruntime *)calloc(sizeof(qfruntime), 1);
+	if (qf->runtimedata == NULL) {
+		perror("Couldn't allocate memory for runtime data.");
+		exit(EXIT_FAILURE);
+	}
+	qf->runtimedata->f_info.fd = open(filename, O_RDWR, S_IRWXU);
+	if (qf->runtimedata->f_info.fd < 0) {
+		perror("Couldn't open file.");
+		exit(EXIT_FAILURE);
+	}
+
+	ret = fstat (qf->runtimedata->f_info.fd, &sb);
+	if ( ret < 0) {
+		perror ("fstat");
+		exit(EXIT_FAILURE);
+	}
+
+	if (!S_ISREG (sb.st_mode)) {
+		fprintf (stderr, "%s is not a file.\n", filename);
+		exit(EXIT_FAILURE);
+	}
+
+	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename));
+	if (qf->runtimedata->f_info.filepath == NULL) {
+		perror("Couldn't allocate memory for runtime f_info filepath.");
+		exit(EXIT_FAILURE);
+	}
+	strcpy(qf->runtimedata->f_info.filepath, filename);
+	/* initialize all the locks to 0 */
+	qf->runtimedata->metadata_lock = 0;
+	qf->runtimedata->locks = (volatile int *)calloc(qf->runtimedata->num_locks,
+																					sizeof(volatile int));
+	if (qf->runtimedata->locks == NULL) {
+		perror("Couldn't allocate memory for runtime locks.");
+		exit(EXIT_FAILURE);
+	}
+#ifdef LOG_WAIT_TIME
+	qf->runtimedata->wait_times = (wait_time_data* )calloc(qf->runtimedata->num_locks+1,
+																								 sizeof(wait_time_data));
+	if (qf->runtimedata->wait_times == NULL) {
+		perror("Couldn't allocate memory for runtime wait_times.");
+		exit(EXIT_FAILURE);
+	}
+#endif
+	qf->metadata = (qfmetadata *)mmap(NULL, sb.st_size, prot, MAP_SHARED,
+																		qf->runtimedata->f_info.fd, 0);
+	if (qf->metadata == MAP_FAILED) {
+		perror("Couldn't mmap metadata.");
+		exit(EXIT_FAILURE);
+	}
+	if (qf->metadata->magic_endian_number != MAGIC_NUMBER) {
+		fprintf(stderr, "Can't read the CQF. It was written on a different endian machine.");
+		exit(EXIT_FAILURE);
+	}
+	qf->blocks = (qfblock *)(qf->metadata + 1);
+
+	return sizeof(qfmetadata) + qf->metadata->total_size_in_bytes;
+}
+
+bool qf_closefile(QF* qf)
+{
+	assert(qf->metadata != NULL);
+	int fd = qf->runtimedata->f_info.fd;
+	uint64_t size = qf->metadata->total_size_in_bytes + sizeof(qfmetadata);
+	void *buffer = qf_destroy(qf);
+	if (buffer != NULL) {
+		munmap(buffer, size);
+		close(fd);
+		return true;
+	}
+
+	return false;
+}
+
+bool qf_deletefile(QF* qf)
+{
+	assert(qf->metadata != NULL);
+	char *path = (char *)malloc(strlen(qf->runtimedata->f_info.filepath));
+	if (qf->runtimedata->f_info.filepath == NULL) {
+		perror("Couldn't allocate memory for runtime f_info filepath.");
+		exit(EXIT_FAILURE);
+	}
+	strcpy(path, qf->runtimedata->f_info.filepath);
+	if (qf_closefile(qf)) {
+		remove(path);
+		return true;
+	}
+
+	return false;
+}
+
+uint64_t qf_serialize(const QF *qf, const char *filename)
+{
+	FILE *fout;
+	fout = fopen(filename, "wb+");
+	if (fout == NULL) {
+		perror("Error opening file for serializing.");
+		exit(EXIT_FAILURE);
+	}
+	fwrite(qf->metadata, sizeof(qfmetadata), 1, fout);
+	fwrite(qf->blocks, qf->metadata->total_size_in_bytes, 1, fout);
+	fclose(fout);
+	
+	return sizeof(qfmetadata) + qf->metadata->total_size_in_bytes;
+}
+
+uint64_t qf_deserialize(QF *qf, const char *filename)
+{
+	FILE *fin;
+	fin = fopen(filename, "rb");
+	if (fin == NULL) {
+		perror("Error opening file for deserializing.");
+		exit(EXIT_FAILURE);
+	}
+
+	qf->runtimedata = (qfruntime *)calloc(sizeof(qfruntime), 1);
+	if (qf->runtimedata == NULL) {
+		perror("Couldn't allocate memory for runtime data.");
+		exit(EXIT_FAILURE);
+	}
+	qf->metadata = (qfmetadata *)calloc(sizeof(qfmetadata), 1);
+	if (qf->metadata == NULL) {
+		perror("Couldn't allocate memory for metadata.");
+		exit(EXIT_FAILURE);
+	}
+	int ret = fread(qf->metadata, sizeof(qfmetadata), 1, fin);
+	if (ret < 1) {
+		perror("Couldn't read metadata from file.");
+		exit(EXIT_FAILURE);
+	}
+	if (qf->metadata->magic_endian_number != MAGIC_NUMBER) {
+		fprintf(stderr, "Can't read the CQF. It was written on a different endian machine.");
+		exit(EXIT_FAILURE);
+	}
+
+	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename));
+	if (qf->runtimedata->f_info.filepath == NULL) {
+		perror("Couldn't allocate memory for runtime f_info filepath.");
+		exit(EXIT_FAILURE);
+	}
+	strcpy(qf->runtimedata->f_info.filepath, filename);
+	/* initlialize the locks in the QF */
+	qf->runtimedata->num_locks = (qf->metadata->xnslots/NUM_SLOTS_TO_LOCK)+2;
+	qf->runtimedata->metadata_lock = 0;
+	/* initialize all the locks to 0 */
+	qf->runtimedata->locks = (volatile int *)calloc(qf->runtimedata->num_locks,
+																									sizeof(volatile int));
+	if (qf->runtimedata->locks == NULL) {
+		perror("Couldn't allocate memory for runtime locks.");
+		exit(EXIT_FAILURE);
+	}
+	qf->blocks = (qfblock *)calloc(qf->metadata->total_size_in_bytes, 1);
+	if (qf->blocks == NULL) {
+		perror("Couldn't allocate memory for blocks.");
+		exit(EXIT_FAILURE);
+	}
+	ret = fread(qf->blocks, qf->metadata->total_size_in_bytes, 1, fin);
+	if (ret < 1) {
+		perror("Couldn't read metadata from file.");
+		exit(EXIT_FAILURE);
+	}
+	fclose(fin);
+
+	return sizeof(qfmetadata) + qf->metadata->total_size_in_bytes;
+}
+
diff --git a/src/hashutil.cc b/src/gqf/hashutil.c
similarity index 89%
rename from src/hashutil.cc
rename to src/gqf/hashutil.c
index 257b992..4fc4be5 100644
--- a/src/hashutil.cc
+++ b/src/gqf/hashutil.c
@@ -1,6 +1,6 @@
 /* -*- Mode: C++; c-basic-offset: 4; indent-tabs-mode: nil -*- */
 // Pulled from lookup3.c by Bob Jenkins
-#include "hashutil.h"
+#include "gqf/hashutil.h"
 
 //-----------------------------------------------------------------------------
 // MurmurHash2, by Austin Appleby
@@ -59,15 +59,10 @@ uint32_t MurmurHash(const void* buf, size_t len, uint32_t seed)
 	return h;
 }
 
-uint32_t MurmurHash(const std::string &s, uint32_t seed)
-{
-	return MurmurHash(s.data(), s.length(), seed);
-}
-
 // Thomas Wang's integer hash functions. See
 // <https://gist.github.com/lh3/59882d6b96166dfc3d8d> for a snapshot.
 
-uint64_t HashUtil::hash_64(uint64_t key, uint64_t mask)
+uint64_t hash_64(uint64_t key, uint64_t mask)
 {
 	key = (~key + (key << 21)) & mask; // key = (key << 21) - key - 1;
 	key = key ^ key >> 24;
@@ -81,7 +76,7 @@ uint64_t HashUtil::hash_64(uint64_t key, uint64_t mask)
 
 // The inversion of hash_64(). Modified from
 // <https://naml.us/blog/tag/invertible>
-uint64_t HashUtil::hash_64i(uint64_t key, uint64_t mask)
+uint64_t hash_64i(uint64_t key, uint64_t mask)
 {
 	uint64_t tmp;
 
@@ -118,7 +113,7 @@ uint64_t HashUtil::hash_64i(uint64_t key, uint64_t mask)
 	return key;
 }
 
-__uint128_t HashUtil::MurmurHash128A ( const void * key, int len,
+__uint128_t MurmurHash128A ( const void * key, int len,
 																			 unsigned int seed1, unsigned int
 																			 seed2 ) {
 	__uint128_t ret_hash;
@@ -138,7 +133,7 @@ __uint128_t HashUtil::MurmurHash128A ( const void * key, int len,
 
 // 64-bit hash for 64-bit platforms
 
-uint64_t HashUtil::MurmurHash64A ( const void * key, int len, unsigned int seed )
+uint64_t MurmurHash64A ( const void * key, int len, unsigned int seed )
 {
 	const uint64_t m = 0xc6a4a7935bd1e995;
 	const int r = 47;
@@ -164,13 +159,13 @@ uint64_t HashUtil::MurmurHash64A ( const void * key, int len, unsigned int seed
 
 	switch(len & 7)
 	{
-		case 7: h ^= uint64_t(data2[6]) << 48;
-		case 6: h ^= uint64_t(data2[5]) << 40;
-		case 5: h ^= uint64_t(data2[4]) << 32;
-		case 4: h ^= uint64_t(data2[3]) << 24;
-		case 3: h ^= uint64_t(data2[2]) << 16;
-		case 2: h ^= uint64_t(data2[1]) << 8;
-		case 1: h ^= uint64_t(data2[0]);
+		case 7: h ^= (uint64_t)data2[6] << 48;
+		case 6: h ^= (uint64_t)data2[5] << 40;
+		case 5: h ^= (uint64_t)data2[4] << 32;
+		case 4: h ^= (uint64_t)data2[3] << 24;
+		case 3: h ^= (uint64_t)data2[2] << 16;
+		case 2: h ^= (uint64_t)data2[1] << 8;
+		case 1: h ^= (uint64_t)data2[0];
 						h *= m;
 	};
 
@@ -184,7 +179,7 @@ uint64_t HashUtil::MurmurHash64A ( const void * key, int len, unsigned int seed
 
 // 64-bit hash for 32-bit platforms
 
-uint64_t HashUtil::MurmurHash64B ( const void * key, int len, unsigned int seed )
+uint64_t MurmurHash64B ( const void * key, int len, unsigned int seed )
 {
 	const unsigned int m = 0x5bd1e995;
 	const int r = 24;
@@ -235,7 +230,7 @@ uint64_t HashUtil::MurmurHash64B ( const void * key, int len, unsigned int seed
 	return h;
 }
 
-uint64_t HashUtil::AES_HASH(uint64_t x)
+uint64_t AES_HASH(uint64_t x)
 {
 	const uint64_t round_keys[32] =
 	{ // These were generated by hashing some randomly chosen files on my laptop
diff --git a/src/kmer.cc b/src/kmer.cc
index 07974a8..d65a7d1 100644
--- a/src/kmer.cc
+++ b/src/kmer.cc
@@ -66,11 +66,11 @@ string int_to_str(uint64_t kmer, uint64_t kmer_size)
 inline int Kmer::reverse_complement_base(int x) { return 3 - x; }
 
 /* Calculate the revsese complement of a kmer */
-uint64_t Kmer::reverse_complement(uint64_t kmer, uint64_t kmer_size)
+__int128_t Kmer::reverse_complement(__int128_t kmer, uint64_t kmer_size)
 {
-	uint64_t rc = 0;
+	__int128_t rc = 0;
 	uint8_t base = 0;
-	for (int i=0; i<kmer_size; i++) {
+	for (uint32_t i = 0; i < kmer_size; i++) {
 		base = kmer & 3ULL;
 		base = reverse_complement_base(base);
 		kmer >>= 2;
@@ -85,62 +85,12 @@ uint64_t Kmer::reverse_complement(uint64_t kmer, uint64_t kmer_size)
  * Return true if the kmer is greater than or equal to its
  * reverse complement. 
  * */
-inline bool Kmer::compare_kmers(uint64_t kmer, uint64_t kmer_rev)
+bool Kmer::compare_kmers(__int128_t kmer, __int128_t kmer_rev)
 {
 	return kmer >= kmer_rev;
 }
 
-/* This code is taken from Jellyfish 2.0
- * git@github.com:gmarcais/Jellyfish.git 
- * */
-
-// Checkered mask. cmask<uint16_t, 1> is every other bit on
-// (0x55). cmask<uint16_t,2> is two bits one, two bits off (0x33). Etc.
-template<typename U, int len, int l = sizeof(U) * 8 / (2 * len)>
-struct cmask {
-	static const U v =
-		(cmask<U, len, l - 1>::v << (2 * len)) | (((U)1 << len) - 1);
-};
-template<typename U, int len>
-struct cmask<U, len, 0> {
-	static const U v = 0;
-};
-
-// Fast reverse complement of one word through bit tweedling.
-inline uint32_t Kmer::word_reverse_complement(uint32_t w) {
-	typedef uint64_t U;
-	w = ((w >> 2)  & cmask<U, 2 >::v) | ((w & cmask<U, 2 >::v) << 2);
-	w = ((w >> 4)  & cmask<U, 4 >::v) | ((w & cmask<U, 4 >::v) << 4);
-	w = ((w >> 8)  & cmask<U, 8 >::v) | ((w & cmask<U, 8 >::v) << 8);
-	w = ( w >> 16                   ) | ( w                    << 16);
-	return ((U)-1) - w;
-}
-
-inline int64_t Kmer::word_reverse_complement(uint64_t w) {
-	typedef uint64_t U;
-	w = ((w >> 2)  & cmask<U, 2 >::v) | ((w & cmask<U, 2 >::v) << 2);
-	w = ((w >> 4)  & cmask<U, 4 >::v) | ((w & cmask<U, 4 >::v) << 4);
-	w = ((w >> 8)  & cmask<U, 8 >::v) | ((w & cmask<U, 8 >::v) << 8);
-	w = ((w >> 16) & cmask<U, 16>::v) | ((w & cmask<U, 16>::v) << 16);
-	w = ( w >> 32                   ) | ( w                    << 32);
-	return ((U)-1) - w;
-}
-
-#ifdef HAVE_INT128
-inline static unsigned __int128 Kmer::word_reverse_complement(unsigned __int128 w) {
-	typedef unsigned __int128 U;
-	w = ((w >> 2)  & cmask<U, 2 >::v) | ((w & cmask<U, 2 >::v) << 2);
-	w = ((w >> 4)  & cmask<U, 4 >::v) | ((w & cmask<U, 4 >::v) << 4);
-	w = ((w >> 8)  & cmask<U, 8 >::v) | ((w & cmask<U, 8 >::v) << 8);
-	w = ((w >> 16) & cmask<U, 16>::v) | ((w & cmask<U, 16>::v) << 16);
-	w = ((w >> 32) & cmask<U, 32>::v) | ((w & cmask<U, 32>::v) << 32);
-	w = ( w >> 64                   ) | ( w                    << 64);
-	return ((U)-1) - w;
-}
-#endif
-
-mantis::QuerySets Kmer::parse_kmers(const char *filename, uint32_t seed,
-																		uint64_t range, uint64_t kmer_size,
+mantis::QuerySets Kmer::parse_kmers(const char *filename, uint64_t kmer_size,
 																		uint64_t& total_kmers) {
 	mantis::QuerySets multi_kmers;
 	total_kmers = 0;
@@ -179,10 +129,7 @@ mantis::QuerySets Kmer::parse_kmers(const char *filename, uint32_t seed,
 			else
 				item = first_rev;
 
-			// hash the kmer using murmurhash/xxHash before adding to the list
-			//item = HashUtil::MurmurHash64A(((void*)&item), sizeof(item), seed);
-			item = HashUtil::hash_64(item, BITMASK(2*kmer_size));
-			kmers_set.insert(item % range);
+			kmers_set.insert(item);
 
 			uint64_t next = (first << 2) & BITMASK(2*kmer_size);
 			uint64_t next_rev = first_rev >> 2;
@@ -206,10 +153,7 @@ mantis::QuerySets Kmer::parse_kmers(const char *filename, uint32_t seed,
 				else
 					item = next_rev;
 
-				// hash the kmer using murmurhash/xxHash before adding to the list
-				//item = HashUtil::MurmurHash64A(((void*)&item), sizeof(item), seed);
-				item = HashUtil::hash_64(item, BITMASK(2*kmer_size));
-				kmers_set.insert(item % range);
+				kmers_set.insert(item);
 
 				next = (next << 2) & BITMASK(2*kmer_size);
 				next_rev = next_rev >> 2;
diff --git a/src/query.cc b/src/query.cc
index f90ff5b..ce0d790 100644
--- a/src/query.cc
+++ b/src/query.cc
@@ -1,15 +1,6 @@
 /*
  * ============================================================================
  *
- *       Filename:  query.cc
- *
- *    Description:  
- *
- *        Version:  1.0
- *        Created:  2017-10-27 12:56:50 AM
- *       Revision:  none
- *       Compiler:  gcc
- *
  *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
  *   Organization:  Stony Brook University
  *
@@ -150,7 +141,7 @@ int query_main (QueryOpts& opt)
 																														sample_file);
 	uint64_t kmer_size = cdbg.get_cqf()->keybits() / 2;
   console->info("Read colored dbg with {} k-mers and {} color classes",
-                cdbg.get_cqf()->size(), cdbg.get_num_bitvectors());
+                cdbg.get_cqf()->dist_elts(), cdbg.get_num_bitvectors());
 
 	//cdbg.get_cqf()->dump_metadata(); 
 	//CQF<KeyObject> cqf(query_file, false);
@@ -169,8 +160,6 @@ int query_main (QueryOpts& opt)
 	uint32_t seed = 2038074743;
 	uint64_t total_kmers = 0;
 	mantis::QuerySets multi_kmers = Kmer::parse_kmers(query_file.c_str(),
-																										seed,
-																										cdbg.range(),
 																										kmer_size,
 																										total_kmers);
 	console->info("Total k-mers to query: {}", total_kmers);
diff --git a/src/validatemantis.cc b/src/validatemantis.cc
index dc47321..de64a04 100644
--- a/src/validatemantis.cc
+++ b/src/validatemantis.cc
@@ -1,15 +1,6 @@
 /*
  * =====================================================================================
  *
- *       Filename:  validate_mantis.cc
- *
- *    Description:  
- *
- *        Version:  1.0
- *        Created:  2017-10-31 12:13:49 PM
- *       Revision:  none
- *       Compiler:  gcc
- *
  *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
  *   Organization:  Stony Brook University
  *
@@ -90,7 +81,7 @@ validate_main ( ValidateOpts& opt )
 			console->error("Squeakr file {} does not exist.", cqf_file);
 			exit(1);
 		}
-		cqfs[nqf] = CQF<KeyObject>(cqf_file, false);
+		cqfs[nqf] = CQF<KeyObject>(cqf_file, CQF_FREAD);
 		std::string sample_id = first_part(first_part(last_part(cqf_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}", nqf, cqfs[nqf].seed());
@@ -123,15 +114,13 @@ validate_main ( ValidateOpts& opt )
 
 	uint64_t kmer_size = cdbg.get_cqf()->keybits() / 2;
 	console->info("Read colored dbg with {} k-mers and {} color classes",
-								cdbg.get_cqf()->size(), cdbg.get_num_bitvectors());
+								cdbg.get_cqf()->dist_elts(), cdbg.get_num_bitvectors());
 
 	std::string query_file = opt.query_file;
 	console->info("Reading query kmers from disk.");
 	uint32_t seed = 2038074743;
 	uint64_t total_kmers = 0;
 	mantis::QuerySets multi_kmers = Kmer::parse_kmers(query_file.c_str(),
-																										seed,
-																										cdbg.range(),
 																										kmer_size,
 																										total_kmers);
 	console->info("Total k-mers to query: {}", total_kmers);
@@ -146,7 +135,7 @@ validate_main ( ValidateOpts& opt )
 		for (uint64_t i = 0; i < nqf; i++) {
 			for (auto kmer : kmers) {
 				KeyObject k(kmer, 0, 0);
-				uint64_t count = cqfs[i].query(k);
+				uint64_t count = cqfs[i].query(k, 0);
 				fraction_present[inobjects[i].id] += 1;
 			}
 		}

From fcaf74d12ee75e8c74c9a4114411f4b04f360f63 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 18 Aug 2018 17:01:55 -0400
Subject: [PATCH 087/122] A compilable version of deltaManager class + a base
 for DeltaEncoder class

---
 include/ColorEncoder.h |  41 +++++++++++
 include/DeltaManager.h | 159 +++++++++++++++++++++++++++++++++++++++++
 src/CMakeLists.txt     |   7 ++
 src/ColorEncoder.cc    | 142 ++++++++++++++++++++++++++++++++++++
 4 files changed, 349 insertions(+)
 create mode 100644 include/ColorEncoder.h
 create mode 100644 include/DeltaManager.h
 create mode 100644 src/ColorEncoder.cc

diff --git a/include/ColorEncoder.h b/include/ColorEncoder.h
new file mode 100644
index 0000000..0aa42b9
--- /dev/null
+++ b/include/ColorEncoder.h
@@ -0,0 +1,41 @@
+//
+// Created by Fatemeh Almodaresi on 8/17/18.
+//
+
+#ifndef MANTIS_COLORENCODER_H
+#define MANTIS_COLORENCODER_H
+
+#include <unordered_map>
+#include "lru/lru.hpp"
+#include "DeltaManager.h"
+
+using LRUCacheMap =  LRU::Cache<uint64_t, std::vector<uint64_t>>;
+
+class ColorEncoder {
+public:
+    ColorEncoder(uint64_t numSamplesIn) : numSamples(numSamplesIn),
+                                          deltaM(numSamplesIn, 222500000, 8) {}
+    void addEdge(uint64_t i, uint64_t j, uint32_t w);
+    bool hasEdge(uint64_t i, uint64_t j);
+    std::vector<uint64_t> buildColor(uint64_t eqid);
+    DeltaManager deltaM;
+
+private:
+    uint64_t numSamples;
+
+    struct pair_hash {
+        template <class T1, class T2>
+        std::size_t operator () (const std::pair<T1,T2> &p) const {
+            auto h1 = std::hash<T1>{}(p.first);
+            auto h2 = std::hash<T2>{}(p.second);
+
+            // Mainly for demonstration purposes, i.e. works but is overly simple
+            // In the real world, use sth. like boost.hash_combine
+            return h1 ^ h2;
+        }
+    };
+    std::unordered_map<std::pair<uint64_t, uint64_t>, uint32_t, pair_hash> edges;
+    LRU::Cache <uint64_t, std::vector<uint64_t>> lru_cache;
+    //DeltaManager deltas;
+};
+#endif //MANTIS_COLORENCODER_H
diff --git a/include/DeltaManager.h b/include/DeltaManager.h
new file mode 100644
index 0000000..d386462
--- /dev/null
+++ b/include/DeltaManager.h
@@ -0,0 +1,159 @@
+//
+// Created by Fatemeh Almodaresi on 8/17/18.
+//
+
+#ifndef MANTIS_DELTAMANAGER_H
+#define MANTIS_DELTAMANAGER_H
+
+#include <vector>
+#include <math.h>
+#include <assert.h>
+
+class DeltaManager {
+public:
+
+    DeltaManager(uint64_t numSamples,
+                 uint64_t approximateColorClsCnt,
+                 uint64_t approximateAvgDeltaPerColorCls) {
+        slotWidth = ceil(log2(numSamples));
+        if (slotWidth * numSamples < 64) {
+            slotsPerColorCls = numSamples + 1;
+        } else if (slotWidth * approximateAvgDeltaPerColorCls < 64) {
+            slotsPerColorCls = (64 / slotWidth + 1) + 1;
+        } else {
+            slotsPerColorCls = approximateAvgDeltaPerColorCls + 1; // 1 for storing count of deltas per index
+        }
+        deltas.reserve(approximateColorClsCnt*slotsPerColorCls);
+        // assumption: count of slots * their width is greater than 64 bits
+        slotsPerColorClsWithPtrs = ((slotsPerColorCls - 1) * slotWidth - 64)/ slotWidth + 1;
+        colorCnt = 0;
+        mask = (((uint64_t)1) << slotWidth) - 1;
+    }
+
+    void insertDeltas(uint64_t colorId, const std::vector<uint64_t> & dlta) {
+        // see if we need to split deltas between main DS and heap
+        assert(colorId <= colorCnt);
+        uint64_t mainDSDeltaCnt = dlta.size() < slotsPerColorCls - 1? dlta.size() : slotsPerColorClsWithPtrs-1;
+        uint64_t startBit = colorId*slotWidth*slotsPerColorCls; // index for next color
+        insertValIntoDeltaV(startBit, dlta.size(), slotWidth); // insert count of deltas
+        startBit+=slotWidth;
+        for (uint64_t i = 0; i < mainDSDeltaCnt; i++) { // insert values into main DS
+            insertValIntoDeltaV(slotWidth, dlta[i], slotWidth);
+            startBit+=slotWidth;
+        }
+        if (mainDSDeltaCnt < dlta.size()) { // in case count of deltas exceeds the reserved count
+            // store the rest in an array in heap
+            uint64_t *theRest = new uint64_t[(dlta.size() - mainDSDeltaCnt)*slotWidth/64+1];
+            insertValIntoDeltaV(startBit, reinterpret_cast<uint64_t>(theRest), 64); // store the pointer to the heap in the main DS
+            insertValIntoHeap(dlta, mainDSDeltaCnt, theRest, slotWidth);
+        }
+        colorCnt++;
+    }
+
+    std::vector<uint64_t> getDeltas(uint64_t colorId) {
+        assert(colorId < colorCnt);
+        std::vector<uint64_t> res;
+        uint64_t startBit = colorId*slotWidth*slotsPerColorCls; // index for next color
+        uint64_t deltaCnt = getValFromMDeltaV(startBit, slotWidth);
+        uint64_t mainDSDeltaCnt = deltaCnt < slotsPerColorCls - 1? deltaCnt : slotsPerColorClsWithPtrs-1;
+        startBit+=slotWidth;
+        for (uint64_t i = 0; i < mainDSDeltaCnt; i++) { // insert values into main DS
+            uint64_t delta = getValFromMDeltaV(slotWidth, slotWidth);
+            res.push_back(delta);
+            startBit+=slotWidth;
+        }
+        if (mainDSDeltaCnt < deltaCnt) { // in case count of deltas exceeds the reserved count
+            // fetch the pointer to the heap in the main DS
+            uint64_t *theRestV = reinterpret_cast<uint64_t *>(getValFromMDeltaV(startBit, 64));
+            getValFromHeap(res, deltaCnt-mainDSDeltaCnt, theRestV, slotWidth);
+        }
+    }
+    void swapDeltas(uint64_t colorId1, uint64_t colorId2) {
+        std::vector<uint64_t> c1deltas = getDeltas(colorId1);
+        std::vector<uint64_t> c2deltas = getDeltas(colorId2);
+        insertDeltas(colorId1, c2deltas);
+        insertDeltas(colorId2, c1deltas);
+    }
+private:
+    uint64_t slotWidth;
+    uint64_t slotsPerColorCls;
+    uint64_t slotsPerColorClsWithPtrs;
+    std::vector<uint64_t> deltas;
+    uint64_t colorCnt;
+    uint64_t mask;
+
+    // width is limited to 64 (word size)
+    bool insertValIntoDeltaV(uint64_t startBit, uint64_t val, uint64_t width) {
+        assert(startBit <= deltas.size()*64);
+        if (startBit == deltas.size()*64) deltas.push_back(0);
+        uint64_t wrd = deltas[startBit/64];
+        uint64_t startBitInwrd = startBit % 64;
+        wrd |= (val << startBitInwrd);
+        uint64_t shiftRight = 64 - startBitInwrd;
+        if (shiftRight < width) {
+            deltas.push_back(0);
+            wrd = deltas.back();
+            wrd |= (val >> shiftRight);
+        }
+        return true;
+    }
+
+    // width is limited to 64 (word size)
+    uint64_t getValFromMDeltaV(uint64_t startBit, uint64_t width) {
+        assert(startBit < deltas.size()*64);
+        uint64_t res{0};
+        uint64_t wrd = deltas[startBit/64];
+        uint64_t startBitInwrd = startBit % 64;
+        res |= (mask & (wrd >> startBitInwrd));
+        uint64_t shiftLeft = 64 - startBitInwrd;
+        if (shiftLeft < width) {
+            assert(startBit < (deltas.size()-1)*64);
+            wrd = deltas[startBit/64+1];
+            res |= (mask & (wrd << shiftLeft));
+        }
+        return res;
+    }
+
+    bool insertValIntoHeap(const std::vector<uint64_t> &dlta,
+                           uint64_t startIdx,
+                           uint64_t *vecPtr,
+                           uint64_t width) {
+        uint64_t startBit{0};
+        for (uint64_t i = startIdx; i < dlta.size(); i++) {
+            uint64_t val = dlta[i];
+            uint64_t &wrd = vecPtr[startBit/64];
+            uint64_t startBitInwrd = startBit % 64;
+            wrd |= (val << startBitInwrd);
+            uint64_t shiftRight = 64 - startBitInwrd;
+            if (shiftRight < width) {
+                wrd = vecPtr[startBit/64+1];
+                wrd |= (val >> shiftRight);
+            }
+            startBit+=width;
+        }
+        return true;
+    }
+
+    bool getValFromHeap(std::vector<uint64_t> &dlta,
+                           uint64_t cnt,
+                           uint64_t *vecPtr,
+                           uint64_t width) {
+        uint64_t startBit{0};
+        for (uint64_t i = 0; i < cnt; i++) {
+            uint64_t res{0};
+            uint64_t &wrd = vecPtr[startBit/64];
+            uint64_t startBitInwrd = startBit % 64;
+            res |= (mask & (wrd >> startBitInwrd));
+            uint64_t shiftRight = 64 - startBitInwrd;
+            if (shiftRight < width) {
+                wrd = vecPtr[startBit/64+1];
+                res |= (mask & (wrd << shiftRight));
+            }
+            startBit+=width;
+            dlta.push_back(res);
+        }
+        return true;
+    }
+
+};
+#endif //MANTIS_DELTAMANAGER_H
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 51dbbd6..dcd0f1e 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -100,6 +100,13 @@ target_link_libraries(walkCqf
 		mantis_core)
 set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
+add_executable(colorEncoder ColorEncoder.cc)
+target_include_directories(colorEncoder PUBLIC
+		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+target_link_libraries(colorEncoder
+		mantis_core)
+set_property(TARGET colorEncoder PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
+
 #add_executable(walkEqcls walkEqcls.cc)
 #target_include_directories(walkEqcls PUBLIC
 #		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include> $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include/SIMDCompressionAndIntersection>)
diff --git a/src/ColorEncoder.cc b/src/ColorEncoder.cc
new file mode 100644
index 0000000..fb2a7d8
--- /dev/null
+++ b/src/ColorEncoder.cc
@@ -0,0 +1,142 @@
+//
+// Created by Fatemeh Almodaresi on 8/17/18.
+//
+
+#include "ColorEncoder.h"
+#include <iostream>
+
+std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
+    std::vector<uint32_t> flips(numSamples);
+    std::vector<uint32_t> xorflips(numSamples, 0);
+/*
+    uint64_t i{eqid}, from{0}, to{0};
+    bool foundCache = false;
+    uint32_t iparent = parentbv[i];
+    while (iparent != i) {
+        if (lru_cache.contains(i)) {
+            const auto &vs = lru_cache[i];
+            for (auto v : vs) {
+                xorflips[v] = 1;
+            }
+            foundCache = true;
+            break;
+        }
+        from = (i > 0) ? (sbbv(i) + 1) : 0;
+        froms.push_back(from);
+
+        i = iparent;
+        iparent = parentbv[i];
+    }
+    if (!foundCache and i != zero) {
+        from = (i > 0) ? (sbbv(i) + 1) : 0;
+        froms.push_back(from);
+    }
+
+    uint64_t pctr{0};
+    for (auto f : froms) {
+        bool found = false;
+        uint64_t wrd{0};
+        //auto j = f;
+        uint64_t offset{0};
+        auto start = f;
+        do {
+            wrd = bbv.get_int(start, 64);
+            for (uint64_t j = 0; j < 64; j++) {
+                flips[deltabv[start + j]] ^= 0x01;
+                if ((wrd >> j) & 0x01) {
+                    found = true;
+                    break;
+                }
+            }
+            start += 64;
+        } while (!found);
+    }
+*/
+
+    // return the indices of set bits
+    std::vector<uint64_t> eq;
+    uint64_t numWrds = numSamples/64+1;
+    eq.reserve(numWrds);
+    uint64_t one = 1;
+    for (auto i = 0; i < numSamples; i++) {
+        if (flips[i] ^ xorflips[i]) {
+            eq.push_back(i);
+        }
+    }
+    return eq;
+}
+
+void ColorEncoder::addEdge(uint64_t i, uint64_t j, uint32_t w) {
+    if (i == j) return;
+    if (i > j) {
+        std::swap(i,j);
+    }
+    if (edges.find(std::make_pair(i, j)) == edges.end()) {
+        edges[std::make_pair(i, j)] = w;
+    }
+}
+
+bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {
+    if (i > j) {
+        std::swap(i, j);
+    }
+    return i == j or edges.find(std::make_pair(i, j)) != edges.end();
+}
+
+int main(int argc, char* argv[]) {
+    DeltaManager deltaManager(3000, 10, 6);
+    std::vector<uint64_t> d;
+    d.push_back(0);
+    d.push_back(300);
+    d.push_back(700);
+    deltaManager.insertDeltas(0, d);
+
+    d.clear();
+    d.push_back(0);
+    deltaManager.insertDeltas(1, d);
+
+    d.clear();
+    d.push_back(100);
+    d.push_back(200);
+    d.push_back(300);
+    d.push_back(400);
+    d.push_back(500);
+    d.push_back(600);
+    d.push_back(700);
+    d.push_back(800);
+    d.push_back(900);
+    deltaManager.insertDeltas(2, d);
+
+    auto vec = deltaManager.getDeltas(2);
+    std::cerr << "\n\ndeltas for 2\n";
+    for (auto v : vec) {
+        std::cerr << v << " ";
+    }
+
+    vec = deltaManager.getDeltas(0);
+    std::cerr << "\n\ndeltas for 0\n";
+    for (auto v : vec) {
+        std::cerr << v << " ";
+    }
+
+    vec = deltaManager.getDeltas(1);
+    std::cerr << "\n\ndeltas for 1\n";
+    for (auto v : vec) {
+        std::cerr << v << " ";
+    }
+
+    deltaManager.swapDeltas(0,2);
+    std::cerr << "After swap:\n";
+    vec = deltaManager.getDeltas(0);
+    std::cerr << "\n\ndeltas for 0\n";
+    for (auto v : vec) {
+        std::cerr << v << " ";
+    }
+
+    vec = deltaManager.getDeltas(2);
+    std::cerr << "\n\ndeltas for 2\n";
+    for (auto v : vec) {
+        std::cerr << v << " ";
+    }
+
+}
\ No newline at end of file

From b76c5965e122880cef8cfa15db74c89afbafe546 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 18 Aug 2018 18:34:08 -0400
Subject: [PATCH 088/122] works when no need for heap. swap doesn't work yet.

---
 include/DeltaManager.h | 96 +++++++++++++++++++++++++++---------------
 src/ColorEncoder.cc    | 11 +++--
 2 files changed, 68 insertions(+), 39 deletions(-)

diff --git a/include/DeltaManager.h b/include/DeltaManager.h
index d386462..06d8761 100644
--- a/include/DeltaManager.h
+++ b/include/DeltaManager.h
@@ -8,6 +8,7 @@
 #include <vector>
 #include <math.h>
 #include <assert.h>
+#include <iostream>
 
 class DeltaManager {
 public:
@@ -22,58 +23,80 @@ class DeltaManager {
             slotsPerColorCls = (64 / slotWidth + 1) + 1;
         } else {
             slotsPerColorCls = approximateAvgDeltaPerColorCls + 1; // 1 for storing count of deltas per index
+            std::cerr << "here: " << slotWidth << " " << slotsPerColorCls << "\n";
         }
-        deltas.reserve(approximateColorClsCnt*slotsPerColorCls);
+        deltas.reserve(approximateColorClsCnt * slotsPerColorCls);
         // assumption: count of slots * their width is greater than 64 bits
-        slotsPerColorClsWithPtrs = ((slotsPerColorCls - 1) * slotWidth - 64)/ slotWidth + 1;
+        slotsPerColorClsWithPtrs = ((slotsPerColorCls - 1) * slotWidth - 64) / slotWidth + 1;
         colorCnt = 0;
-        mask = (((uint64_t)1) << slotWidth) - 1;
+        mask = (((uint64_t) 1) << slotWidth) - 1;
     }
 
-    void insertDeltas(uint64_t colorId, const std::vector<uint64_t> & dlta) {
+    void insertDeltas(uint64_t colorId, const std::vector<uint64_t> &dlta) {
         // see if we need to split deltas between main DS and heap
+        //std::cerr << colorId << " currentCnt: " << colorCnt << "\n";
         assert(colorId <= colorCnt);
-        uint64_t mainDSDeltaCnt = dlta.size() < slotsPerColorCls - 1? dlta.size() : slotsPerColorClsWithPtrs-1;
-        uint64_t startBit = colorId*slotWidth*slotsPerColorCls; // index for next color
+        // We always want to assign slotsPerColorCls slots to each index
+        // even if deltas in that index are fewer than the avg num of deltas
+        if (colorId == colorCnt) {
+            while (deltas.size() < ((colorCnt+1)*slotsPerColorCls*slotWidth)/64+1) {
+                deltas.push_back(0);
+            }
+        }
+        // now assuming we've already reserved the space for the new colorId, insert deltas
+        uint64_t mainDSDeltaCnt = dlta.size() < slotsPerColorCls ? dlta.size() : slotsPerColorClsWithPtrs - 1;
+        uint64_t startBit = colorId * slotWidth * slotsPerColorCls; // index for next color
+        //std::cerr << mainDSDeltaCnt << " " << dlta.size() << "\nstartBits:\n";
+        //std::cerr << "for cnt: " << startBit << "\n";
         insertValIntoDeltaV(startBit, dlta.size(), slotWidth); // insert count of deltas
-        startBit+=slotWidth;
+        startBit += slotWidth;
         for (uint64_t i = 0; i < mainDSDeltaCnt; i++) { // insert values into main DS
-            insertValIntoDeltaV(slotWidth, dlta[i], slotWidth);
-            startBit+=slotWidth;
+            insertValIntoDeltaV(startBit, dlta[i], slotWidth);
+            //std::cerr << startBit << ":" << dlta[i] << "\n";
+            startBit += slotWidth;
         }
         if (mainDSDeltaCnt < dlta.size()) { // in case count of deltas exceeds the reserved count
             // store the rest in an array in heap
-            uint64_t *theRest = new uint64_t[(dlta.size() - mainDSDeltaCnt)*slotWidth/64+1];
-            insertValIntoDeltaV(startBit, reinterpret_cast<uint64_t>(theRest), 64); // store the pointer to the heap in the main DS
+            uint64_t *theRest = new uint64_t[(dlta.size() - mainDSDeltaCnt) * slotWidth / 64 + 1];
+            insertValIntoDeltaV(startBit, reinterpret_cast<uint64_t>(theRest),
+                                64); // store the pointer to the heap in the main DS
             insertValIntoHeap(dlta, mainDSDeltaCnt, theRest, slotWidth);
         }
         colorCnt++;
     }
 
     std::vector<uint64_t> getDeltas(uint64_t colorId) {
+        //std::cerr << "\n\ngetDeltas:";
+//        std::cerr << colorId << " cnt: " << colorCnt << "\n";
         assert(colorId < colorCnt);
         std::vector<uint64_t> res;
-        uint64_t startBit = colorId*slotWidth*slotsPerColorCls; // index for next color
+        uint64_t startBit = colorId * slotWidth * slotsPerColorCls; // index for next color
         uint64_t deltaCnt = getValFromMDeltaV(startBit, slotWidth);
-        uint64_t mainDSDeltaCnt = deltaCnt < slotsPerColorCls - 1? deltaCnt : slotsPerColorClsWithPtrs-1;
-        startBit+=slotWidth;
+        uint64_t mainDSDeltaCnt = deltaCnt < slotsPerColorCls ? deltaCnt : slotsPerColorClsWithPtrs - 1;
+//        std::cerr << "deltaCnt: " << mainDSDeltaCnt <<  "\nstartBits:\n";
+//        std::cerr << "for cnt: " << startBit << "\n";
+        startBit += slotWidth;
         for (uint64_t i = 0; i < mainDSDeltaCnt; i++) { // insert values into main DS
-            uint64_t delta = getValFromMDeltaV(slotWidth, slotWidth);
+            uint64_t delta = getValFromMDeltaV(startBit, slotWidth);
+//            std::cerr << startBit << ":" << delta << "\n";
             res.push_back(delta);
-            startBit+=slotWidth;
+            startBit += slotWidth;
         }
         if (mainDSDeltaCnt < deltaCnt) { // in case count of deltas exceeds the reserved count
             // fetch the pointer to the heap in the main DS
             uint64_t *theRestV = reinterpret_cast<uint64_t *>(getValFromMDeltaV(startBit, 64));
-            getValFromHeap(res, deltaCnt-mainDSDeltaCnt, theRestV, slotWidth);
+            getValFromHeap(res, deltaCnt - mainDSDeltaCnt, theRestV, slotWidth);
         }
+        return res;
     }
+
     void swapDeltas(uint64_t colorId1, uint64_t colorId2) {
         std::vector<uint64_t> c1deltas = getDeltas(colorId1);
         std::vector<uint64_t> c2deltas = getDeltas(colorId2);
         insertDeltas(colorId1, c2deltas);
         insertDeltas(colorId2, c1deltas);
     }
+
 private:
     uint64_t slotWidth;
     uint64_t slotsPerColorCls;
@@ -84,31 +107,33 @@ class DeltaManager {
 
     // width is limited to 64 (word size)
     bool insertValIntoDeltaV(uint64_t startBit, uint64_t val, uint64_t width) {
-        assert(startBit <= deltas.size()*64);
-        if (startBit == deltas.size()*64) deltas.push_back(0);
-        uint64_t wrd = deltas[startBit/64];
+        assert(startBit < deltas.size() * 64);
+        uint64_t &wrd = deltas[startBit / 64];
         uint64_t startBitInwrd = startBit % 64;
+        std::cerr << "gstart: " << startBit << " with wrdIdx = " << startBit/64 <<" start = " << startBitInwrd << " curval =" << wrd <<  " val =" << val << " -> ";
         wrd |= (val << startBitInwrd);
+        std::cerr << wrd << "\n";
         uint64_t shiftRight = 64 - startBitInwrd;
         if (shiftRight < width) {
-            deltas.push_back(0);
-            wrd = deltas.back();
+            assert(startBit < (deltas.size()-1)*64);
+            wrd = deltas[startBit/64+1];
             wrd |= (val >> shiftRight);
         }
+
         return true;
     }
 
     // width is limited to 64 (word size)
     uint64_t getValFromMDeltaV(uint64_t startBit, uint64_t width) {
-        assert(startBit < deltas.size()*64);
+        assert(startBit < deltas.size() * 64);
         uint64_t res{0};
-        uint64_t wrd = deltas[startBit/64];
+        uint64_t wrd = deltas[startBit / 64];
         uint64_t startBitInwrd = startBit % 64;
         res |= (mask & (wrd >> startBitInwrd));
         uint64_t shiftLeft = 64 - startBitInwrd;
         if (shiftLeft < width) {
-            assert(startBit < (deltas.size()-1)*64);
-            wrd = deltas[startBit/64+1];
+            assert(startBit < (deltas.size() - 1) * 64);
+            wrd = deltas[startBit / 64 + 1];
             res |= (mask & (wrd << shiftLeft));
         }
         return res;
@@ -121,39 +146,40 @@ class DeltaManager {
         uint64_t startBit{0};
         for (uint64_t i = startIdx; i < dlta.size(); i++) {
             uint64_t val = dlta[i];
-            uint64_t &wrd = vecPtr[startBit/64];
+            uint64_t &wrd = vecPtr[startBit / 64];
             uint64_t startBitInwrd = startBit % 64;
             wrd |= (val << startBitInwrd);
             uint64_t shiftRight = 64 - startBitInwrd;
             if (shiftRight < width) {
-                wrd = vecPtr[startBit/64+1];
+                wrd = vecPtr[startBit / 64 + 1];
                 wrd |= (val >> shiftRight);
             }
-            startBit+=width;
+            startBit += width;
         }
         return true;
     }
 
     bool getValFromHeap(std::vector<uint64_t> &dlta,
-                           uint64_t cnt,
-                           uint64_t *vecPtr,
-                           uint64_t width) {
+                        uint64_t cnt,
+                        uint64_t *vecPtr,
+                        uint64_t width) {
         uint64_t startBit{0};
         for (uint64_t i = 0; i < cnt; i++) {
             uint64_t res{0};
-            uint64_t &wrd = vecPtr[startBit/64];
+            uint64_t wrd = vecPtr[startBit / 64];
             uint64_t startBitInwrd = startBit % 64;
             res |= (mask & (wrd >> startBitInwrd));
             uint64_t shiftRight = 64 - startBitInwrd;
             if (shiftRight < width) {
-                wrd = vecPtr[startBit/64+1];
+                wrd = vecPtr[startBit / 64 + 1];
                 res |= (mask & (wrd << shiftRight));
             }
-            startBit+=width;
+            startBit += width;
             dlta.push_back(res);
         }
         return true;
     }
 
 };
+
 #endif //MANTIS_DELTAMANAGER_H
diff --git a/src/ColorEncoder.cc b/src/ColorEncoder.cc
index fb2a7d8..7b55201 100644
--- a/src/ColorEncoder.cc
+++ b/src/ColorEncoder.cc
@@ -92,7 +92,7 @@ int main(int argc, char* argv[]) {
     deltaManager.insertDeltas(0, d);
 
     d.clear();
-    d.push_back(0);
+    d.push_back(2999);
     deltaManager.insertDeltas(1, d);
 
     d.clear();
@@ -102,9 +102,11 @@ int main(int argc, char* argv[]) {
     d.push_back(400);
     d.push_back(500);
     d.push_back(600);
-    d.push_back(700);
+    /*d.push_back(700);
     d.push_back(800);
     d.push_back(900);
+    d.push_back(1000);
+    d.push_back(1100);*/
     deltaManager.insertDeltas(2, d);
 
     auto vec = deltaManager.getDeltas(2);
@@ -113,6 +115,7 @@ int main(int argc, char* argv[]) {
         std::cerr << v << " ";
     }
 
+    std::cerr << "\n";
     vec = deltaManager.getDeltas(0);
     std::cerr << "\n\ndeltas for 0\n";
     for (auto v : vec) {
@@ -124,7 +127,7 @@ int main(int argc, char* argv[]) {
     for (auto v : vec) {
         std::cerr << v << " ";
     }
-
+/*
     deltaManager.swapDeltas(0,2);
     std::cerr << "After swap:\n";
     vec = deltaManager.getDeltas(0);
@@ -138,5 +141,5 @@ int main(int argc, char* argv[]) {
     for (auto v : vec) {
         std::cerr << v << " ";
     }
-
+    std::cerr << "\n";*/
 }
\ No newline at end of file

From ba87c2e08f783492a0c7342e03e995a49c868247 Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Sat, 18 Aug 2018 20:35:54 -0700
Subject: [PATCH 089/122] Adding Squeakr config file to mantis. Stop building
 if Squeakr file is not readable.

---
 include/squeakrconfig.h | 33 +++++++++++++++++++++
 src/CMakeLists.txt      |  1 +
 src/coloreddbg.cc       | 65 +++++++++++++++++++++++------------------
 src/squeakrconfig.cc    | 31 ++++++++++++++++++++
 4 files changed, 101 insertions(+), 29 deletions(-)
 create mode 100644 include/squeakrconfig.h
 create mode 100644 src/squeakrconfig.cc

diff --git a/include/squeakrconfig.h b/include/squeakrconfig.h
new file mode 100644
index 0000000..b830e15
--- /dev/null
+++ b/include/squeakrconfig.h
@@ -0,0 +1,33 @@
+/*
+ * ============================================================================
+ *
+ *        Authors:  Prashant Pandey <ppandey@cs.stonybrook.edu>
+ *                  Rob Johnson <robj@vmware.com>   
+ *                  Rob Patro (rob.patro@cs.stonybrook.edu)
+ *
+ * ============================================================================
+ */
+
+#ifndef _SQUEAKR_CONFIG_H_
+#define _SQUEAKR_CONFIG_H_
+
+#include <string>
+#include <stdio.h>
+
+namespace squeakr {
+	constexpr const uint32_t SQUEAKR_INVALID_VERSION{1};
+	constexpr const uint32_t SQUEAKR_INVALID_ENDIAN{2};
+	constexpr const uint32_t INDEX_VERSION{2};
+	constexpr const uint64_t ENDIANNESS{0x0102030405060708ULL};
+
+	typedef struct __attribute__ ((__packed__)) squeakrconfig {
+		uint64_t kmer_size;
+		uint64_t cutoff;
+		uint64_t contains_counts;
+		uint64_t endianness;
+		uint32_t version;
+	} squeakrconfig;
+
+	int read_config(std::string squeakr_file, squeakrconfig *config);
+}
+#endif
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 399a0c1..ee50c6f 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -8,6 +8,7 @@ add_library(mantis_core STATIC
   validatemantis.cc
   coloreddbg.cc
   MantisFS.cc
+	squeakrconfig.cc
   gqf/gqf.c
 	gqf/gqf_file.c
 	gqf/hashutil.c)
diff --git a/src/coloreddbg.cc b/src/coloreddbg.cc
index 4bab65b..c2deb54 100644
--- a/src/coloreddbg.cc
+++ b/src/coloreddbg.cc
@@ -32,26 +32,18 @@
 #include <sys/time.h>
 #include <sys/mman.h>
 #include <openssl/rand.h>
-#include "MantisFS.h"
+
 #include "sparsepp/spp.h"
 #include "tsl/sparse_map.h"
+
+#include "MantisFS.h"
 #include "ProgOpts.h"
 #include "coloreddbg.h"
+#include "squeakrconfig.h"
 #include "json.hpp"
 #include "mantis_utils.hpp"
 #include "mantisconfig.hpp"
 
-// This function read one byte from each page in the iterator buffer.
-//uint64_t tmp_sum;
-//void handler_function(union sigval sv) {
-	//CQF<KeyObject>::Iterator& it(*((CQF<KeyObject>::Iterator*)sv.sival_ptr));
-	//unsigned char *start = (unsigned char*)(it.iter.qf->metadata) + it.last_prefetch_offset;
-	//unsigned char *counter = (unsigned char*)(it.iter.qf->metadata) + it.last_prefetch_offset;
-	//for (;counter < start + it.buffer_size; counter += 4096) {
-		//tmp_sum += *counter;
-	//}
-//}
-
 /*
  * ===  FUNCTION  =============================================================
  *         Name:  main
@@ -74,16 +66,6 @@ build_main ( BuildOpts& opt )
     console->error("Input file {} does not exist or could not be opened.", opt.inlist);
     std::exit(1);
   }
-	//struct timeval start1, end1;
-	//struct timezone tzp;
-
-  // C++-izing
-  // This is C++ ... not C.  Why do we have raw pointers
-  // and calloc them.  We use vectors instead.
-	//SampleObject<CQF<KeyObject>*> *inobjects;
-	//CQF<KeyObject> *cqfs;
-  std::vector<SampleObject<CQF<KeyObject>*>> inobjects;
-  std::vector<CQF<KeyObject>> cqfs;
 
   /** try and create the output directory
    *  and write a file to it.  Complain to the user
@@ -120,28 +102,53 @@ build_main ( BuildOpts& opt )
     jfile.close();
   }
 
+	std::vector<SampleObject<CQF<KeyObject>*>> inobjects;
+  std::vector<CQF<KeyObject>> cqfs;
+
 	// reserve QF structs for input CQFs
   inobjects.reserve(num_samples);
   cqfs.reserve(num_samples);
 
 	// mmap all the input cqfs
-	std::string cqf_file;
+	std::string squeakr_file;
 	uint32_t nqf = 0;
+	uint32_t kmer_size{0};
 	console->info("Reading input Squeakr files.");
-	while (infile >> cqf_file) {
-		if (!mantis::fs::FileExists(cqf_file.c_str())) {
-			console->error("Squeakr file {} does not exist.", cqf_file);
+	while (infile >> squeakr_file) {
+		if (!mantis::fs::FileExists(squeakr_file.c_str())) {
+			console->error("Squeakr file {} does not exist.", squeakr_file);
+			exit(1);
+		}
+		squeakr::squeakrconfig config;
+		int ret = squeakr::read_config(squeakr_file, &config);
+		if (ret == squeakr::SQUEAKR_INVALID_ENDIAN) {
+			console->error("Can't read Squeakr file. It was written on a different endian machine.");
 			exit(1);
 		}
-    cqfs.emplace_back(cqf_file, CQF_MMAP);
-		std::string sample_id = first_part(first_part(last_part(cqf_file, '/'),
+		if (ret == squeakr::SQUEAKR_INVALID_VERSION) {
+			console->error("Squeakr index version is invalid. Expected: {} Available: {}",
+										 squeakr::INDEX_VERSION, config.version);
+			exit(1);
+		}
+		if (cqfs.size() == 0)
+			kmer_size = config.kmer_size;
+		else {
+			if (kmer_size != config.kmer_size) {
+				console->error("Squeakr file {} has a different k-mer size. Expected: {} Available: {}",
+											 squeakr_file, kmer_size, config.kmer_size);
+				exit(1);
+			}
+		}
+
+    cqfs.emplace_back(squeakr_file, CQF_MMAP);
+		std::string sample_id = first_part(first_part(last_part(squeakr_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}",nqf, cqfs[nqf].seed());
 		console->info("Sample id {} cut off {}", sample_id);
 		cqfs.back().dump_metadata();
     inobjects.emplace_back(&cqfs[nqf], sample_id, nqf);
 		if (!cqfs.front().check_similarity(&cqfs.back())) {
-			console->error("Passed Squeakr files are not similar.", cqf_file);
+			console->error("Passed Squeakr files are not similar.", squeakr_file);
 			exit(1);
 		}
     nqf++;
diff --git a/src/squeakrconfig.cc b/src/squeakrconfig.cc
new file mode 100644
index 0000000..5f7e9c9
--- /dev/null
+++ b/src/squeakrconfig.cc
@@ -0,0 +1,31 @@
+/*
+ * =====================================================================================
+ *
+ *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
+ *   Organization:  Stony Brook University
+ *
+ * =====================================================================================
+ */
+
+#include <fstream>      // std::ifstream
+
+#include "squeakrconfig.h"
+
+namespace squeakr {
+
+	int read_config(std::string file, squeakrconfig *config) {
+		// seek to the end of the file and read the k-mer size
+		std::ifstream squeakr_file(file, std::ofstream::in);
+		uint64_t file_size = squeakr_file.tellg();
+		squeakr_file.seekg(file_size - sizeof(squeakrconfig));
+		squeakr_file.read((char*)config, sizeof(config));
+		squeakr_file.close();
+		if (config->endianness != ENDIANNESS) {
+			return SQUEAKR_INVALID_ENDIAN;
+		}
+		if (config->version != INDEX_VERSION) {
+			return SQUEAKR_INVALID_VERSION;
+		}
+		return 0;
+	}
+}

From c8b9f8f159c241799a0a96c44c4bd0ab65cef261 Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Sun, 19 Aug 2018 23:26:18 -0700
Subject: [PATCH 090/122] Minor fixes. Tested OK on sample datasets.

---
 raw/incqfs.lst       | 3 +--
 src/coloreddbg.cc    | 5 +++--
 src/squeakrconfig.cc | 3 ++-
 3 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/raw/incqfs.lst b/raw/incqfs.lst
index 03ea24c..a28cf6b 100644
--- a/raw/incqfs.lst
+++ b/raw/incqfs.lst
@@ -1,2 +1 @@
-data/SRR191411_exact.ser 1
-data/SRR191403_exact.ser 1
+data/Squeakr1.sqr 1
diff --git a/src/coloreddbg.cc b/src/coloreddbg.cc
index c2deb54..e094f34 100644
--- a/src/coloreddbg.cc
+++ b/src/coloreddbg.cc
@@ -111,10 +111,11 @@ build_main ( BuildOpts& opt )
 
 	// mmap all the input cqfs
 	std::string squeakr_file;
+	uint32_t cutoff;
 	uint32_t nqf = 0;
 	uint32_t kmer_size{0};
 	console->info("Reading input Squeakr files.");
-	while (infile >> squeakr_file) {
+	while (infile >> squeakr_file >> cutoff) {
 		if (!mantis::fs::FileExists(squeakr_file.c_str())) {
 			console->error("Squeakr file {} does not exist.", squeakr_file);
 			exit(1);
@@ -144,7 +145,7 @@ build_main ( BuildOpts& opt )
 		std::string sample_id = first_part(first_part(last_part(squeakr_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}",nqf, cqfs[nqf].seed());
-		console->info("Sample id {} cut off {}", sample_id);
+		console->info("Sample id {} cut off {}", sample_id, cutoff);
 		cqfs.back().dump_metadata();
     inobjects.emplace_back(&cqfs[nqf], sample_id, nqf);
 		if (!cqfs.front().check_similarity(&cqfs.back())) {
diff --git a/src/squeakrconfig.cc b/src/squeakrconfig.cc
index 5f7e9c9..3be2693 100644
--- a/src/squeakrconfig.cc
+++ b/src/squeakrconfig.cc
@@ -16,9 +16,10 @@ namespace squeakr {
 	int read_config(std::string file, squeakrconfig *config) {
 		// seek to the end of the file and read the k-mer size
 		std::ifstream squeakr_file(file, std::ofstream::in);
+		squeakr_file.seekg(0, squeakr_file.end);
 		uint64_t file_size = squeakr_file.tellg();
 		squeakr_file.seekg(file_size - sizeof(squeakrconfig));
-		squeakr_file.read((char*)config, sizeof(config));
+		squeakr_file.read((char*)config, sizeof(squeakrconfig));
 		squeakr_file.close();
 		if (config->endianness != ENDIANNESS) {
 			return SQUEAKR_INVALID_ENDIAN;

From a470e42c4eb33719aaa644e0caf85a4a3ef9849c Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Mon, 20 Aug 2018 12:34:00 -0400
Subject: [PATCH 091/122] swap works now

---
 include/DeltaManager.h | 33 +++++++++++++--------------------
 src/ColorEncoder.cc    | 24 ++++++++++++------------
 2 files changed, 25 insertions(+), 32 deletions(-)

diff --git a/include/DeltaManager.h b/include/DeltaManager.h
index 06d8761..af12cd8 100644
--- a/include/DeltaManager.h
+++ b/include/DeltaManager.h
@@ -9,7 +9,7 @@
 #include <math.h>
 #include <assert.h>
 #include <iostream>
-
+//#include <bitset>
 class DeltaManager {
 public:
 
@@ -23,7 +23,6 @@ class DeltaManager {
             slotsPerColorCls = (64 / slotWidth + 1) + 1;
         } else {
             slotsPerColorCls = approximateAvgDeltaPerColorCls + 1; // 1 for storing count of deltas per index
-            std::cerr << "here: " << slotWidth << " " << slotsPerColorCls << "\n";
         }
         deltas.reserve(approximateColorClsCnt * slotsPerColorCls);
         // assumption: count of slots * their width is greater than 64 bits
@@ -34,25 +33,22 @@ class DeltaManager {
 
     void insertDeltas(uint64_t colorId, const std::vector<uint64_t> &dlta) {
         // see if we need to split deltas between main DS and heap
-        //std::cerr << colorId << " currentCnt: " << colorCnt << "\n";
         assert(colorId <= colorCnt);
+        auto startBit = colorId*slotsPerColorCls*slotWidth;
+        auto nextStartBit = (colorId+1)*slotsPerColorCls*slotWidth;
         // We always want to assign slotsPerColorCls slots to each index
         // even if deltas in that index are fewer than the avg num of deltas
         if (colorId == colorCnt) {
-            while (deltas.size() < ((colorCnt+1)*slotsPerColorCls*slotWidth)/64+1) {
+            while (deltas.size() < nextStartBit/64+1) {
                 deltas.push_back(0);
             }
         }
         // now assuming we've already reserved the space for the new colorId, insert deltas
         uint64_t mainDSDeltaCnt = dlta.size() < slotsPerColorCls ? dlta.size() : slotsPerColorClsWithPtrs - 1;
-        uint64_t startBit = colorId * slotWidth * slotsPerColorCls; // index for next color
-        //std::cerr << mainDSDeltaCnt << " " << dlta.size() << "\nstartBits:\n";
-        //std::cerr << "for cnt: " << startBit << "\n";
         insertValIntoDeltaV(startBit, dlta.size(), slotWidth); // insert count of deltas
         startBit += slotWidth;
         for (uint64_t i = 0; i < mainDSDeltaCnt; i++) { // insert values into main DS
             insertValIntoDeltaV(startBit, dlta[i], slotWidth);
-            //std::cerr << startBit << ":" << dlta[i] << "\n";
             startBit += slotWidth;
         }
         if (mainDSDeltaCnt < dlta.size()) { // in case count of deltas exceeds the reserved count
@@ -62,23 +58,19 @@ class DeltaManager {
                                 64); // store the pointer to the heap in the main DS
             insertValIntoHeap(dlta, mainDSDeltaCnt, theRest, slotWidth);
         }
-        colorCnt++;
+        if (colorId == colorCnt)
+            colorCnt++;
     }
 
     std::vector<uint64_t> getDeltas(uint64_t colorId) {
-        //std::cerr << "\n\ngetDeltas:";
-//        std::cerr << colorId << " cnt: " << colorCnt << "\n";
         assert(colorId < colorCnt);
         std::vector<uint64_t> res;
         uint64_t startBit = colorId * slotWidth * slotsPerColorCls; // index for next color
         uint64_t deltaCnt = getValFromMDeltaV(startBit, slotWidth);
         uint64_t mainDSDeltaCnt = deltaCnt < slotsPerColorCls ? deltaCnt : slotsPerColorClsWithPtrs - 1;
-//        std::cerr << "deltaCnt: " << mainDSDeltaCnt <<  "\nstartBits:\n";
-//        std::cerr << "for cnt: " << startBit << "\n";
         startBit += slotWidth;
         for (uint64_t i = 0; i < mainDSDeltaCnt; i++) { // insert values into main DS
             uint64_t delta = getValFromMDeltaV(startBit, slotWidth);
-//            std::cerr << startBit << ":" << delta << "\n";
             res.push_back(delta);
             startBit += slotWidth;
         }
@@ -107,17 +99,18 @@ class DeltaManager {
 
     // width is limited to 64 (word size)
     bool insertValIntoDeltaV(uint64_t startBit, uint64_t val, uint64_t width) {
+        uint64_t localMask = (((uint64_t)1 << width) - 1);
         assert(startBit < deltas.size() * 64);
         uint64_t &wrd = deltas[startBit / 64];
         uint64_t startBitInwrd = startBit % 64;
-        std::cerr << "gstart: " << startBit << " with wrdIdx = " << startBit/64 <<" start = " << startBitInwrd << " curval =" << wrd <<  " val =" << val << " -> ";
+        wrd &= ~(localMask << startBitInwrd);
         wrd |= (val << startBitInwrd);
-        std::cerr << wrd << "\n";
         uint64_t shiftRight = 64 - startBitInwrd;
         if (shiftRight < width) {
             assert(startBit < (deltas.size()-1)*64);
-            wrd = deltas[startBit/64+1];
-            wrd |= (val >> shiftRight);
+            auto &nextWrd = deltas[startBit/64+1];
+            nextWrd &= ~(localMask >> shiftRight);
+            nextWrd |= (val >> shiftRight);
         }
 
         return true;
@@ -151,8 +144,8 @@ class DeltaManager {
             wrd |= (val << startBitInwrd);
             uint64_t shiftRight = 64 - startBitInwrd;
             if (shiftRight < width) {
-                wrd = vecPtr[startBit / 64 + 1];
-                wrd |= (val >> shiftRight);
+                auto &nextWrd = vecPtr[startBit / 64 + 1];
+                nextWrd |= (val >> shiftRight);
             }
             startBit += width;
         }
diff --git a/src/ColorEncoder.cc b/src/ColorEncoder.cc
index 7b55201..c2a6bdd 100644
--- a/src/ColorEncoder.cc
+++ b/src/ColorEncoder.cc
@@ -86,9 +86,9 @@ bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {
 int main(int argc, char* argv[]) {
     DeltaManager deltaManager(3000, 10, 6);
     std::vector<uint64_t> d;
-    d.push_back(0);
-    d.push_back(300);
-    d.push_back(700);
+    d.push_back(1100);
+    d.push_back(1200);
+    d.push_back(1300);
     deltaManager.insertDeltas(0, d);
 
     d.clear();
@@ -109,27 +109,27 @@ int main(int argc, char* argv[]) {
     d.push_back(1100);*/
     deltaManager.insertDeltas(2, d);
 
-    auto vec = deltaManager.getDeltas(2);
-    std::cerr << "\n\ndeltas for 2\n";
+    auto vec = deltaManager.getDeltas(0);
+    std::cerr << "\n\ndeltas for 0\n";
     for (auto v : vec) {
         std::cerr << v << " ";
     }
 
     std::cerr << "\n";
-    vec = deltaManager.getDeltas(0);
-    std::cerr << "\n\ndeltas for 0\n";
+    vec = deltaManager.getDeltas(1);
+    std::cerr << "\n\ndeltas for 1\n";
     for (auto v : vec) {
         std::cerr << v << " ";
     }
 
-    vec = deltaManager.getDeltas(1);
-    std::cerr << "\n\ndeltas for 1\n";
+    vec = deltaManager.getDeltas(2);
+    std::cerr << "\n\ndeltas for 2\n";
     for (auto v : vec) {
         std::cerr << v << " ";
     }
-/*
+
     deltaManager.swapDeltas(0,2);
-    std::cerr << "After swap:\n";
+    std::cerr << "\nAfter swap:\n";
     vec = deltaManager.getDeltas(0);
     std::cerr << "\n\ndeltas for 0\n";
     for (auto v : vec) {
@@ -141,5 +141,5 @@ int main(int argc, char* argv[]) {
     for (auto v : vec) {
         std::cerr << v << " ";
     }
-    std::cerr << "\n";*/
+    std::cerr << "\n";
 }
\ No newline at end of file

From 327fb95f80bf4ba99e1abbb8131a8002317efa85 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Mon, 20 Aug 2018 14:25:05 -0400
Subject: [PATCH 092/122] deltaManager works beautifully!

---
 include/DeltaManager.h | 66 ++++++++++++++++++++++++++++++------------
 src/ColorEncoder.cc    | 31 ++++++++++----------
 2 files changed, 64 insertions(+), 33 deletions(-)

diff --git a/include/DeltaManager.h b/include/DeltaManager.h
index af12cd8..cafd1ba 100644
--- a/include/DeltaManager.h
+++ b/include/DeltaManager.h
@@ -7,33 +7,45 @@
 
 #include <vector>
 #include <math.h>
-#include <assert.h>
 #include <iostream>
 //#include <bitset>
+#include <math.h>
+#include <exception>
+
+struct DeltaManagerException : public std::exception {
+private:
+    std::string message_;
+public:
+
+    DeltaManagerException(const std::string& message) : message_(message) {}
+    const char * what () const throw () {
+        return message_.c_str();
+    }
+};
+
 class DeltaManager {
 public:
 
-    DeltaManager(uint64_t numSamples,
+    DeltaManager(uint64_t numSamplesIn,
                  uint64_t approximateColorClsCnt,
-                 uint64_t approximateAvgDeltaPerColorCls) {
+                 uint64_t approximateAvgDeltaCntPerColorCls) : numSamples(numSamplesIn) {
         slotWidth = ceil(log2(numSamples));
-        if (slotWidth * numSamples < 64) {
+        if (slotWidth * (numSamples+1) < 64) {
             slotsPerColorCls = numSamples + 1;
-        } else if (slotWidth * approximateAvgDeltaPerColorCls < 64) {
+        } else if (slotWidth * (approximateAvgDeltaCntPerColorCls+1) < 64) {
             slotsPerColorCls = (64 / slotWidth + 1) + 1;
         } else {
-            slotsPerColorCls = approximateAvgDeltaPerColorCls + 1; // 1 for storing count of deltas per index
+            slotsPerColorCls = approximateAvgDeltaCntPerColorCls + 1; // 1 for storing count of deltas per index
         }
         deltas.reserve(approximateColorClsCnt * slotsPerColorCls);
         // assumption: count of slots * their width is greater than 64 bits
         slotsPerColorClsWithPtrs = ((slotsPerColorCls - 1) * slotWidth - 64) / slotWidth + 1;
         colorCnt = 0;
-        mask = (((uint64_t) 1) << slotWidth) - 1;
     }
 
     void insertDeltas(uint64_t colorId, const std::vector<uint64_t> &dlta) {
         // see if we need to split deltas between main DS and heap
-        assert(colorId <= colorCnt);
+        if (colorId > colorCnt) throw DeltaManagerException("colorId > colorCnt");
         auto startBit = colorId*slotsPerColorCls*slotWidth;
         auto nextStartBit = (colorId+1)*slotsPerColorCls*slotWidth;
         // We always want to assign slotsPerColorCls slots to each index
@@ -53,7 +65,7 @@ class DeltaManager {
         }
         if (mainDSDeltaCnt < dlta.size()) { // in case count of deltas exceeds the reserved count
             // store the rest in an array in heap
-            uint64_t *theRest = new uint64_t[(dlta.size() - mainDSDeltaCnt) * slotWidth / 64 + 1];
+            uint64_t *theRest = new uint64_t[(uint64_t)std::ceil((double)((dlta.size() - mainDSDeltaCnt) * slotWidth) / 64.0)]();
             insertValIntoDeltaV(startBit, reinterpret_cast<uint64_t>(theRest),
                                 64); // store the pointer to the heap in the main DS
             insertValIntoHeap(dlta, mainDSDeltaCnt, theRest, slotWidth);
@@ -63,7 +75,7 @@ class DeltaManager {
     }
 
     std::vector<uint64_t> getDeltas(uint64_t colorId) {
-        assert(colorId < colorCnt);
+        if (colorId > colorCnt) throw DeltaManagerException("colorId > colorCnt");
         std::vector<uint64_t> res;
         uint64_t startBit = colorId * slotWidth * slotsPerColorCls; // index for next color
         uint64_t deltaCnt = getValFromMDeltaV(startBit, slotWidth);
@@ -90,26 +102,33 @@ class DeltaManager {
     }
 
 private:
+    uint64_t numSamples;
     uint64_t slotWidth;
     uint64_t slotsPerColorCls;
     uint64_t slotsPerColorClsWithPtrs;
     std::vector<uint64_t> deltas;
     uint64_t colorCnt;
-    uint64_t mask;
 
     // width is limited to 64 (word size)
     bool insertValIntoDeltaV(uint64_t startBit, uint64_t val, uint64_t width) {
-        uint64_t localMask = (((uint64_t)1 << width) - 1);
-        assert(startBit < deltas.size() * 64);
+        uint64_t mask = width < 64? (((uint64_t)1 << width) - 1) : -1;
+        if (startBit >= deltas.size() * 64) throw DeltaManagerException("startBit exceeds bit_size");
+        if (width == slotWidth and val >= numSamples) {
+            std::string msg = "delta index is larger than num_samples. val:"+
+                    std::to_string(val)+
+                              " num_samples:" +std::to_string(numSamples);
+            throw DeltaManagerException(msg);
+        }
+
         uint64_t &wrd = deltas[startBit / 64];
         uint64_t startBitInwrd = startBit % 64;
-        wrd &= ~(localMask << startBitInwrd);
+        wrd &= ~(mask << startBitInwrd);
         wrd |= (val << startBitInwrd);
         uint64_t shiftRight = 64 - startBitInwrd;
         if (shiftRight < width) {
-            assert(startBit < (deltas.size()-1)*64);
+            if (startBit >= (deltas.size() - 1) * 64) throw DeltaManagerException("startBit exceeds bit_size");
             auto &nextWrd = deltas[startBit/64+1];
-            nextWrd &= ~(localMask >> shiftRight);
+            nextWrd &= ~(mask >> shiftRight);
             nextWrd |= (val >> shiftRight);
         }
 
@@ -118,14 +137,16 @@ class DeltaManager {
 
     // width is limited to 64 (word size)
     uint64_t getValFromMDeltaV(uint64_t startBit, uint64_t width) {
-        assert(startBit < deltas.size() * 64);
+        if (startBit >= deltas.size() * 64) throw DeltaManagerException("startBit exceeds bit_size");
+        uint64_t mask = width < 64? (((uint64_t)1 << width) - 1) : -1;
         uint64_t res{0};
         uint64_t wrd = deltas[startBit / 64];
         uint64_t startBitInwrd = startBit % 64;
         res |= (mask & (wrd >> startBitInwrd));
+
         uint64_t shiftLeft = 64 - startBitInwrd;
         if (shiftLeft < width) {
-            assert(startBit < (deltas.size() - 1) * 64);
+            if (startBit >= (deltas.size() - 1) * 64) throw DeltaManagerException("startBit exceeds bit_size");
             wrd = deltas[startBit / 64 + 1];
             res |= (mask & (wrd << shiftLeft));
         }
@@ -139,10 +160,18 @@ class DeltaManager {
         uint64_t startBit{0};
         for (uint64_t i = startIdx; i < dlta.size(); i++) {
             uint64_t val = dlta[i];
+            if (width == slotWidth and val >= numSamples) {
+                std::string msg = "delta index is larger than num_samples. val:"+
+                        std::to_string(val)+
+                                  " num_samples:" +std::to_string(numSamples);
+                throw DeltaManagerException(msg);
+            }
+
             uint64_t &wrd = vecPtr[startBit / 64];
             uint64_t startBitInwrd = startBit % 64;
             wrd |= (val << startBitInwrd);
             uint64_t shiftRight = 64 - startBitInwrd;
+
             if (shiftRight < width) {
                 auto &nextWrd = vecPtr[startBit / 64 + 1];
                 nextWrd |= (val >> shiftRight);
@@ -157,6 +186,7 @@ class DeltaManager {
                         uint64_t *vecPtr,
                         uint64_t width) {
         uint64_t startBit{0};
+        uint64_t mask = width < 64? (((uint64_t)1 << width) - 1) : -1;
         for (uint64_t i = 0; i < cnt; i++) {
             uint64_t res{0};
             uint64_t wrd = vecPtr[startBit / 64];
diff --git a/src/ColorEncoder.cc b/src/ColorEncoder.cc
index c2a6bdd..ea4c523 100644
--- a/src/ColorEncoder.cc
+++ b/src/ColorEncoder.cc
@@ -85,28 +85,29 @@ bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {
 
 int main(int argc, char* argv[]) {
     DeltaManager deltaManager(3000, 10, 6);
+    //DeltaManager deltaManager(20, 10, 6);
     std::vector<uint64_t> d;
-    d.push_back(1100);
-    d.push_back(1200);
-    d.push_back(1300);
+    d.push_back(11);
+    d.push_back(2999);
+    d.push_back(13);
     deltaManager.insertDeltas(0, d);
 
     d.clear();
-    d.push_back(2999);
+    d.push_back(2);
     deltaManager.insertDeltas(1, d);
 
     d.clear();
-    d.push_back(100);
-    d.push_back(200);
-    d.push_back(300);
-    d.push_back(400);
-    d.push_back(500);
-    d.push_back(600);
-    /*d.push_back(700);
-    d.push_back(800);
-    d.push_back(900);
-    d.push_back(1000);
-    d.push_back(1100);*/
+    d.push_back(1);
+    d.push_back(2);
+    d.push_back(3);
+    d.push_back(4);
+    d.push_back(5);
+    d.push_back(6);
+    d.push_back(7);
+    d.push_back(8);
+    d.push_back(9);
+    d.push_back(10);
+    d.push_back(11);
     deltaManager.insertDeltas(2, d);
 
     auto vec = deltaManager.getDeltas(0);

From 2be1538d06e9a73bc557b7e33f37ca5028183d9f Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 21 Aug 2018 18:55:42 -0400
Subject: [PATCH 093/122] lowercasing name of deltaManager file

---
 include/ColorEncoder.h                     |  41 ------
 include/{DeltaManager.h => deltaManager.h} |   0
 src/CMakeLists.txt                         |   2 +-
 src/ColorEncoder.cc                        | 146 ---------------------
 4 files changed, 1 insertion(+), 188 deletions(-)
 delete mode 100644 include/ColorEncoder.h
 rename include/{DeltaManager.h => deltaManager.h} (100%)
 delete mode 100644 src/ColorEncoder.cc

diff --git a/include/ColorEncoder.h b/include/ColorEncoder.h
deleted file mode 100644
index 0aa42b9..0000000
--- a/include/ColorEncoder.h
+++ /dev/null
@@ -1,41 +0,0 @@
-//
-// Created by Fatemeh Almodaresi on 8/17/18.
-//
-
-#ifndef MANTIS_COLORENCODER_H
-#define MANTIS_COLORENCODER_H
-
-#include <unordered_map>
-#include "lru/lru.hpp"
-#include "DeltaManager.h"
-
-using LRUCacheMap =  LRU::Cache<uint64_t, std::vector<uint64_t>>;
-
-class ColorEncoder {
-public:
-    ColorEncoder(uint64_t numSamplesIn) : numSamples(numSamplesIn),
-                                          deltaM(numSamplesIn, 222500000, 8) {}
-    void addEdge(uint64_t i, uint64_t j, uint32_t w);
-    bool hasEdge(uint64_t i, uint64_t j);
-    std::vector<uint64_t> buildColor(uint64_t eqid);
-    DeltaManager deltaM;
-
-private:
-    uint64_t numSamples;
-
-    struct pair_hash {
-        template <class T1, class T2>
-        std::size_t operator () (const std::pair<T1,T2> &p) const {
-            auto h1 = std::hash<T1>{}(p.first);
-            auto h2 = std::hash<T2>{}(p.second);
-
-            // Mainly for demonstration purposes, i.e. works but is overly simple
-            // In the real world, use sth. like boost.hash_combine
-            return h1 ^ h2;
-        }
-    };
-    std::unordered_map<std::pair<uint64_t, uint64_t>, uint32_t, pair_hash> edges;
-    LRU::Cache <uint64_t, std::vector<uint64_t>> lru_cache;
-    //DeltaManager deltas;
-};
-#endif //MANTIS_COLORENCODER_H
diff --git a/include/DeltaManager.h b/include/deltaManager.h
similarity index 100%
rename from include/DeltaManager.h
rename to include/deltaManager.h
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index dcd0f1e..557c756 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -100,7 +100,7 @@ target_link_libraries(walkCqf
 		mantis_core)
 set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
-add_executable(colorEncoder ColorEncoder.cc)
+add_executable(colorEncoder colorEncoder.cc)
 target_include_directories(colorEncoder PUBLIC
 		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
 target_link_libraries(colorEncoder
diff --git a/src/ColorEncoder.cc b/src/ColorEncoder.cc
deleted file mode 100644
index ea4c523..0000000
--- a/src/ColorEncoder.cc
+++ /dev/null
@@ -1,146 +0,0 @@
-//
-// Created by Fatemeh Almodaresi on 8/17/18.
-//
-
-#include "ColorEncoder.h"
-#include <iostream>
-
-std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
-    std::vector<uint32_t> flips(numSamples);
-    std::vector<uint32_t> xorflips(numSamples, 0);
-/*
-    uint64_t i{eqid}, from{0}, to{0};
-    bool foundCache = false;
-    uint32_t iparent = parentbv[i];
-    while (iparent != i) {
-        if (lru_cache.contains(i)) {
-            const auto &vs = lru_cache[i];
-            for (auto v : vs) {
-                xorflips[v] = 1;
-            }
-            foundCache = true;
-            break;
-        }
-        from = (i > 0) ? (sbbv(i) + 1) : 0;
-        froms.push_back(from);
-
-        i = iparent;
-        iparent = parentbv[i];
-    }
-    if (!foundCache and i != zero) {
-        from = (i > 0) ? (sbbv(i) + 1) : 0;
-        froms.push_back(from);
-    }
-
-    uint64_t pctr{0};
-    for (auto f : froms) {
-        bool found = false;
-        uint64_t wrd{0};
-        //auto j = f;
-        uint64_t offset{0};
-        auto start = f;
-        do {
-            wrd = bbv.get_int(start, 64);
-            for (uint64_t j = 0; j < 64; j++) {
-                flips[deltabv[start + j]] ^= 0x01;
-                if ((wrd >> j) & 0x01) {
-                    found = true;
-                    break;
-                }
-            }
-            start += 64;
-        } while (!found);
-    }
-*/
-
-    // return the indices of set bits
-    std::vector<uint64_t> eq;
-    uint64_t numWrds = numSamples/64+1;
-    eq.reserve(numWrds);
-    uint64_t one = 1;
-    for (auto i = 0; i < numSamples; i++) {
-        if (flips[i] ^ xorflips[i]) {
-            eq.push_back(i);
-        }
-    }
-    return eq;
-}
-
-void ColorEncoder::addEdge(uint64_t i, uint64_t j, uint32_t w) {
-    if (i == j) return;
-    if (i > j) {
-        std::swap(i,j);
-    }
-    if (edges.find(std::make_pair(i, j)) == edges.end()) {
-        edges[std::make_pair(i, j)] = w;
-    }
-}
-
-bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {
-    if (i > j) {
-        std::swap(i, j);
-    }
-    return i == j or edges.find(std::make_pair(i, j)) != edges.end();
-}
-
-int main(int argc, char* argv[]) {
-    DeltaManager deltaManager(3000, 10, 6);
-    //DeltaManager deltaManager(20, 10, 6);
-    std::vector<uint64_t> d;
-    d.push_back(11);
-    d.push_back(2999);
-    d.push_back(13);
-    deltaManager.insertDeltas(0, d);
-
-    d.clear();
-    d.push_back(2);
-    deltaManager.insertDeltas(1, d);
-
-    d.clear();
-    d.push_back(1);
-    d.push_back(2);
-    d.push_back(3);
-    d.push_back(4);
-    d.push_back(5);
-    d.push_back(6);
-    d.push_back(7);
-    d.push_back(8);
-    d.push_back(9);
-    d.push_back(10);
-    d.push_back(11);
-    deltaManager.insertDeltas(2, d);
-
-    auto vec = deltaManager.getDeltas(0);
-    std::cerr << "\n\ndeltas for 0\n";
-    for (auto v : vec) {
-        std::cerr << v << " ";
-    }
-
-    std::cerr << "\n";
-    vec = deltaManager.getDeltas(1);
-    std::cerr << "\n\ndeltas for 1\n";
-    for (auto v : vec) {
-        std::cerr << v << " ";
-    }
-
-    vec = deltaManager.getDeltas(2);
-    std::cerr << "\n\ndeltas for 2\n";
-    for (auto v : vec) {
-        std::cerr << v << " ";
-    }
-
-    deltaManager.swapDeltas(0,2);
-    std::cerr << "\nAfter swap:\n";
-    vec = deltaManager.getDeltas(0);
-    std::cerr << "\n\ndeltas for 0\n";
-    for (auto v : vec) {
-        std::cerr << v << " ";
-    }
-
-    vec = deltaManager.getDeltas(2);
-    std::cerr << "\n\ndeltas for 2\n";
-    for (auto v : vec) {
-        std::cerr << v << " ";
-    }
-    std::cerr << "\n";
-}
\ No newline at end of file

From b48477e4b7bff12c7834cc21d78c582f29210419 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 21 Aug 2018 18:56:54 -0400
Subject: [PATCH 094/122] Adding the initial skeleton for colorEncoding
 dynamically.

---
 include/canonKmer.h    | 256 +++++++++++++++++++++++++++++++++++++++++
 include/colorEncoder.h |  78 +++++++++++++
 src/colorEncoder.cc    | 203 ++++++++++++++++++++++++++++++++
 3 files changed, 537 insertions(+)
 create mode 100644 include/canonKmer.h
 create mode 100644 include/colorEncoder.h
 create mode 100644 src/colorEncoder.cc

diff --git a/include/canonKmer.h b/include/canonKmer.h
new file mode 100644
index 0000000..6f4d5ce
--- /dev/null
+++ b/include/canonKmer.h
@@ -0,0 +1,256 @@
+//
+// Created by Fatemeh Almodaresi on 8/21/18.
+//
+
+#ifndef MANTIS_CANONKMER_H
+#define MANTIS_CANONKMER_H
+namespace dna {
+
+/////////////// bases /////////////////
+    enum base {
+        C = 0, A = 1, T = 2, G = 3
+    };
+
+    base operator-(base b); // return the complementary base
+    extern const base bases[4];
+    extern const std::map<char, base> base_from_char;
+    extern const std::map<base, char> base_to_char;
+
+///////////// kmers /////////////////////
+    class kmer {
+    public:
+        int len;
+        uint64_t val;
+
+        kmer(void);
+
+        kmer(base b);
+
+        kmer(int l, uint64_t v);
+
+        kmer(std::string s);
+
+        // Convert to string
+        operator std::string() const;
+    };
+
+    bool operator<(kmer a, kmer b);
+
+    bool operator==(kmer a, kmer b);
+
+    bool operator!=(kmer a, kmer b);
+
+// Return the reverse complement of k
+    kmer operator-(kmer k);
+
+    kmer canonicalize(kmer k);
+
+// Return the kmer of length |a| that results from shifting b into a
+// from the right
+    kmer operator<<(kmer a, kmer b);
+
+// Return the kmer of length |b| that results from shifting a into b
+// from the left
+    kmer operator>>(kmer a, kmer b);
+
+// Append two kmers
+    kmer operator+(kmer a, kmer b);
+
+    kmer suffix(kmer k, int len);
+
+    kmer prefix(kmer k, int len);
+
+// The purpose of this class is to enable us to declare containers
+// as holding canonical kmers, e.g. set<canonical_kmer>.  Then all
+// inserts/queries/etc will automatically canonicalize their
+// arguments.
+    class canonical_kmer : public kmer {
+    public:
+        canonical_kmer(void);
+
+        canonical_kmer(base b);
+
+        canonical_kmer(int l, uint64_t v);
+
+        canonical_kmer(std::string s);
+
+        canonical_kmer(kmer k);
+    };
+
+    /////////////// bases /////////////////
+    base operator-(base b) {
+        return (base) ((~((uint64_t) b)) & 0x3ULL);
+    }
+
+    const base bases[4] = {C, A, T, G};
+    const std::map<char, base> base_from_char = {{'A', A},
+                                                 {'C', C},
+                                                 {'G', G},
+                                                 {'T', T},
+                                                 {'N', A}};
+    const std::map<base, char> base_to_char = {{A, 'A'},
+                                               {C, 'C'},
+                                               {G, 'G'},
+                                               {T, 'T'}};
+
+    ///////////// kmers /////////////////////
+    kmer::kmer(void) : len(0), val(0) {}
+
+    kmer::kmer(base b) : len(1), val((uint64_t) b) {}
+
+    kmer::kmer(int l, uint64_t v) : len(l), val(v & BITMASK(2 * l)) {
+        assert(l <= 32);
+    }
+
+    static uint64_t string_to_kmer_val(std::string s) {
+        uint64_t val = 0;
+        for (auto c : s)
+            val = (val << 2) | ((uint64_t)(base_from_char.at(c)));
+        return val;
+    }
+
+    kmer::kmer(std::string s) : len(s.size()), val(string_to_kmer_val(s)) {
+        assert(s.size() <= 32);
+    }
+
+    // Convert to string
+    kmer::operator std::string() const {
+        std::string s;
+        for (auto i = 1; i < len + 1; i++)
+            s = s + base_to_char.at((base) ((val >> (2 * (len - i))) & BITMASK(2)));
+        return s;
+    }
+
+    bool operator<(kmer a, kmer b) {
+        return a.len != b.len ? a.len < b.len : a.val < b.val;
+    }
+
+    bool operator==(kmer a, kmer b) {
+        return a.len == b.len && a.val == b.val;
+    }
+
+    bool operator!=(kmer a, kmer b) {
+        return !operator==(a, b);
+    }
+
+    // Return the reverse complement of k
+    kmer operator-(kmer k) {
+        uint64_t val = k.val;
+        val =
+                (val >> 32) |
+                (val << 32);
+        val =
+                ((val >> 16) & 0x0000ffff0000ffff) |
+                ((val << 16) & 0xffff0000ffff0000);
+        val =
+                ((val >> 8) & 0x00ff00ff00ff00ff) |
+                ((val << 8) & 0xff00ff00ff00ff00);
+        val =
+                ((val >> 4) & 0x0f0f0f0f0f0f0f0f) |
+                ((val << 4) & 0xf0f0f0f0f0f0f0f0);
+        val =
+                ((val >> 2) & 0x3333333333333333) |
+                ((val << 2) & 0xcccccccccccccccc);
+        val = ~val;
+        val >>= 64 - 2 * k.len;
+        return kmer(k.len, val);
+    }
+
+    // backwards from standard definition to match kmer.h definition
+    kmer canonicalize(kmer k) {
+        return -k < k ? k : -k;
+    }
+
+    // Return the kmer of length |a| that results from shifting b into a
+    // from the right
+    kmer operator<<(kmer a, kmer b) {
+        uint64_t val = ((a.val << (2 * b.len)) | b.val) & BITMASK(2 * a.len);
+        return kmer(a.len, val);
+    }
+
+    // Return the kmer of length |b| that results from shifting b into a
+    // from the left
+    kmer operator>>(kmer a, kmer b) {
+        uint64_t val
+                = ((b.val >> (2 * a.len)) | (a.val << (2 * (b.len - a.len))))
+                  & BITMASK(2 * b.len);
+        return kmer(b.len, val);
+    }
+
+    // Append two kmers
+    kmer operator+(kmer a, kmer b) {
+        int len = a.len + b.len;
+        assert(len <= 32);
+        uint64_t val = (a.val << (2 * b.len)) | b.val;
+        return kmer(len, val);
+    }
+
+    kmer prefix(kmer k, int len) { return kmer(len, k.val >> (2 * (k.len - len))); }
+
+    kmer suffix(kmer k, int len) { return kmer(len, k.val & BITMASK(2 * len)); }
+
+    bool period_divides(kmer k, uint64_t periodicity) {
+        static const uint64_t multipliers[33] =
+                {
+                        0,
+                        0x5555555555555555, // 1
+                        0x1111111111111111, // 2
+                        0x1041041041041041, // 3
+                        0x0101010101010101, // 4
+                        0x1004010040100401, // 5
+                        0x1001001001001001, // 6
+                        0x0100040010004001, // 7
+                        0x0001000100010001, // 8
+                        0x0040001000040001, // 9
+                        0x1000010000100001, // 10
+                        0x0000100000400001, // 11
+                        0x0001000001000001, // 12
+                        0x0010000004000001, // 13
+                        0x0100000010000001, // 14
+                        0x1000000040000001, // 15
+                        0x0000000100000001, // 16
+                        0x0000000400000001, // 17
+                        0x0000001000000001, // 18
+                        0x0000004000000001, // 19
+                        0x0000010000000001, // 20
+                        0x0000040000000001, // 21
+                        0x0000100000000001, // 22
+                        0x0000400000000001, // 23
+                        0x0001000000000001, // 24
+                        0x0004000000000001, // 25
+                        0x0010000000000001, // 26
+                        0x0040000000000001, // 27
+                        0x0100000000000001, // 28
+                        0x0400000000000001, // 29
+                        0x1000000000000001, // 30
+                        0x4000000000000001, // 31
+                        0x0000000000000001, // 32
+                };
+        uint64_t piece = k.val & BITMASK(2 * periodicity);
+        piece = piece * multipliers[periodicity];
+        piece = piece & BITMASK(2 * k.len);
+        return piece == k.val;
+    }
+
+    uint64_t period(kmer k) {
+        for (int i = 1; i <= k.len; i++) {
+            if (period_divides(k, i))
+                return i;
+        }
+        abort();
+    }
+
+    canonical_kmer::canonical_kmer(void) : kmer() {}
+
+    canonical_kmer::canonical_kmer(base b) : kmer(canonicalize(kmer(b))) {}
+
+    canonical_kmer::canonical_kmer(int l, uint64_t v)
+            : kmer(canonicalize(kmer(l, v))) {}
+
+    canonical_kmer::canonical_kmer(std::string s) : kmer(canonicalize(kmer(s))) {}
+
+    canonical_kmer::canonical_kmer(kmer k) : kmer(canonicalize(k)) {}
+
+}
+
+#endif //MANTIS_CANONKMER_H
diff --git a/include/colorEncoder.h b/include/colorEncoder.h
new file mode 100644
index 0000000..907cf0c
--- /dev/null
+++ b/include/colorEncoder.h
@@ -0,0 +1,78 @@
+//
+// Created by Fatemeh Almodaresi on 8/17/18.
+//
+
+#ifndef MANTIS_COLORENCODER_H
+#define MANTIS_COLORENCODER_H
+
+#include <unordered_map>
+#include <unordered_set>
+#include "lru/lru.hpp"
+#include "deltaManager.h"
+#include "bitvector.h"
+#include "cqf.h"
+#include "canonKmer.h"
+
+using LRUCacheMap =  LRU::Cache<uint64_t, std::vector<uint64_t>>;
+typedef std::pair<dna::canonical_kmer, uint64_t> node;
+constexpr uint64_t zero = 0;
+
+struct pair_hash {
+    template<class T1, class T2>
+    std::size_t operator()(const std::pair<T1, T2> &p) const {
+        auto h1 = std::hash<T1>{}(p.first);
+        auto h2 = std::hash<T2>{}(p.second);
+
+        // Mainly for demonstration purposes, i.e. works but is overly simple
+        // In the real world, use sth. like boost.hash_combine
+        return h1 ^ h2;
+    }
+};
+
+class ColorEncoder {
+public:
+    ColorEncoder(uint64_t numSamplesIn,
+                 CQF<KeyObject> &cqfIn,
+                 uint64_t approximateClrClsesIn,
+                 uint64_t approximateDeltaCntPerClrCls = 8) :
+            numSamples(numSamplesIn),
+            cqf(cqfIn),
+            bvSize(approximateClrClsesIn),
+            parentbv(bvSize, 0, log2((double)bvSize)+5),//TODO take care of this constant!!
+            deltaM(numSamplesIn, bvSize, approximateDeltaCntPerClrCls),
+            colorClsCnt(0) {}
+
+
+    bool addColorClass(uint64_t kmer, uint64_t eqId, const std::vector<uint32_t> bv);
+
+private:
+    uint64_t numSamples;
+    uint64_t bvSize;
+    uint64_t colorClsCnt;
+    sdsl::int_vector<> parentbv;
+    DeltaManager deltaM;
+    CQF<KeyObject> &cqf;
+    int k = 20;
+    std::unordered_map<std::pair<uint64_t, uint64_t>, uint32_t, pair_hash> edges;
+    LRU::Cache<uint64_t, std::vector<uint64_t>> lru_cache;
+
+    void addEdge(uint64_t i, uint64_t j, uint32_t w);
+
+    bool hasEdge(uint64_t i, uint64_t j);
+
+    std::vector<uint64_t> buildColor(uint64_t eqid);
+
+    bool updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas);
+
+    std::vector<uint64_t> hammingDist(uint64_t i, uint64_t j);
+
+    std::unordered_set<uint64_t> neighbors(dna::canonical_kmer n);
+
+    bool exists(dna::canonical_kmer e, uint64_t &eqid);
+
+    void maxWeightsTillLCA(uint64_t n1, uint64_t n2,
+                           uint64_t &w1, uint64_t &w2,
+                           uint64_t &p1, uint64_t &p2);
+};
+
+#endif //MANTIS_COLORENCODER_H
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
new file mode 100644
index 0000000..293b1a6
--- /dev/null
+++ b/src/colorEncoder.cc
@@ -0,0 +1,203 @@
+//
+// Created by Fatemeh Almodaresi on 8/17/18.
+//
+
+#include "colorEncoder.h"
+#include <iostream>
+
+bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const std::vector<uint32_t> bv) {
+    // create list of edges to be processed
+    // 1. list of neighbors
+    // 2. zero to node
+    // calc. the distance between the node and any of the neighbors
+    // that exist and the edge hasn't been seen
+    dna::canonical_kmer cur(k, kmer);
+    std::unordered_set<std::pair<uint64_t, uint64_t>, pair_hash> newEdges;
+    // case 1. edges between the node and its neighbors
+    for (auto nei_eqId : neighbors(cur)) {
+        uint64_t cur_eqId{eqId};
+        if (nei_eqId != cur_eqId) {
+            if (nei_eqId < cur_eqId) {
+                std::swap(nei_eqId, cur_eqId);
+            }
+            if (!hasEdge(cur_eqId, nei_eqId)) {
+                newEdges.insert(std::make_pair(cur_eqId, nei_eqId));
+            }
+        }
+    }
+    // case 2. edge from zero to the node
+    if (!hasEdge(zero, eqId)) {
+        newEdges.insert(std::make_pair(zero, eqId));
+    }
+    for (auto &newEdge : newEdges) {
+        auto deltas = hammingDist(newEdge.first, newEdge.second);
+        updateMST(newEdge.first, newEdge.second, deltas);
+        addEdge(newEdge.first, newEdge.second, deltas.size());
+    }
+    if (newEdges.size())
+        return true;
+    return false;
+}
+
+// deltas should *NOT* be passed by reference
+bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas) { // n2 > n1
+    // If n2 is a new color Id (next color Id)
+    if (n2 == colorClsCnt + 1) {
+        parentbv[n2] = n1;
+        deltaM.insertDeltas(n2, deltas);
+        colorClsCnt++;
+        if (parentbv.size() == colorClsCnt) {
+            parentbv.resize(parentbv.size()+parentbv.size()/2);
+        }
+        return true;
+    }
+    // find the max weight edge from each of the ends to their lca, called w1, w2
+    uint64_t w1, w2, p1, p2;
+    uint64_t w = deltas.size();
+    maxWeightsTillLCA(n1, n2, w1, w2, p1, p2);
+    // if w >= w1 and w >= w2, happily do nothing
+    if (w >= w1 and w >= w2)
+        return false;
+    if (w1 > w2) {
+        std::swap(w1, w2);
+        std::swap(p1, p2);
+    }
+    // Now we know that we're gonna add the edge n1 -> n2
+    // and remove edge with weight w2 along the path from n2 to the LCA
+    // update parentbv and deltas for n2
+    // change the parent/child relationship
+    // starting from node n2 toward the c2, child node of the edge with weight w2
+    auto parent = n1;
+    auto child = n2;
+    while (child != p2) {
+        auto tmp = parentbv[child];
+        parentbv[child] = parent;
+        auto prevDeltas = deltaM.getDeltas(child);
+        deltaM.insertDeltas(child, deltas);
+        deltas = prevDeltas;
+        parent = n2;
+        child = tmp;
+    }
+    return true;
+}
+
+std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
+    std::vector<uint32_t> flips(numSamples);
+    std::vector<uint32_t> xorflips(numSamples, 0);
+/*
+    uint64_t i{eqid}, from{0}, to{0};
+    bool foundCache = false;
+    uint32_t iparent = parentbv[i];
+    while (iparent != i) {
+        if (lru_cache.contains(i)) {
+            const auto &vs = lru_cache[i];
+            for (auto v : vs) {
+                xorflips[v] = 1;
+            }
+            foundCache = true;
+            break;
+        }
+        from = (i > 0) ? (sbbv(i) + 1) : 0;
+        froms.push_back(from);
+
+        i = iparent;
+        iparent = parentbv[i];
+    }
+    if (!foundCache and i != zero) {
+        from = (i > 0) ? (sbbv(i) + 1) : 0;
+        froms.push_back(from);
+    }
+
+    uint64_t pctr{0};
+    for (auto f : froms) {
+        bool found = false;
+        uint64_t wrd{0};
+        //auto j = f;
+        uint64_t offset{0};
+        auto start = f;
+        do {
+            wrd = bbv.get_int(start, 64);
+            for (uint64_t j = 0; j < 64; j++) {
+                flips[deltabv[start + j]] ^= 0x01;
+                if ((wrd >> j) & 0x01) {
+                    found = true;
+                    break;
+                }
+            }
+            start += 64;
+        } while (!found);
+    }
+*/
+
+    // return the indices of set bits
+    std::vector<uint64_t> eq;
+    uint64_t numWrds = numSamples/64+1;
+    eq.reserve(numWrds);
+    uint64_t one = 1;
+    for (auto i = 0; i < numSamples; i++) {
+        if (flips[i] ^ xorflips[i]) {
+            eq.push_back(i);
+        }
+    }
+    return eq;
+}
+
+std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
+    std::vector<uint64_t> res{0};
+    // If i is the dummy node zero
+    // ow
+    return res;
+}
+
+void ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2,
+                                     uint64_t &w1, uint64_t &w2,
+                                     uint64_t &p1, uint64_t &p2) {
+}
+
+std::unordered_set<uint64_t> ColorEncoder::neighbors(dna::canonical_kmer n) {
+    std::unordered_set<uint64_t > result;
+    for (const auto b : dna::bases) {
+        uint64_t eqid, idx;
+        if (exists(b >> n, eqid))
+            result.insert(eqid);
+        if (exists(n << b, eqid))
+            result.insert(eqid);
+    }
+    return result;
+}
+
+bool ColorEncoder::exists(dna::canonical_kmer e, uint64_t &eqid) {
+    uint64_t tmp = e.val;
+    KeyObject key(HashUtil::hash_64(tmp, BITMASK(cqf.keybits())), 0, 0);
+    auto eq_idx = cqf.query(key);
+    return eq_idx != 0;
+    // commenting this line, eqIds start from 1 (rather than 0)
+/*
+        if (eq_idx) {
+            eqid = eq_idx - 1; //note be careful about this -1 here. It'll change many things
+            return true;
+        }
+        return false;
+*/
+}
+
+void ColorEncoder::addEdge(uint64_t i, uint64_t j, uint32_t w) {
+    if (i == j) return;
+    if (i > j) {
+        std::swap(i,j);
+    }
+    if (edges.find(std::make_pair(i, j)) == edges.end()) {
+        edges[std::make_pair(i, j)] = w;
+    }
+}
+
+bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {
+    if (i > j) {
+        std::swap(i, j);
+    }
+    return i == j or edges.find(std::make_pair(i, j)) != edges.end();
+}
+
+int main(int argc, char* argv[]) {
+
+}
\ No newline at end of file

From 320fae76b11326b08a90e4be02e78d388fc50a6b Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 21 Aug 2018 21:04:21 -0400
Subject: [PATCH 095/122] Adding hammingDistance implementation

---
 include/colorEncoder.h |  3 ++-
 src/colorEncoder.cc    | 40 ++++++++++++++++++++++++++++++++++++----
 2 files changed, 38 insertions(+), 5 deletions(-)

diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index 907cf0c..e840646 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -40,7 +40,8 @@ class ColorEncoder {
             bvSize(approximateClrClsesIn),
             parentbv(bvSize, 0, log2((double)bvSize)+5),//TODO take care of this constant!!
             deltaM(numSamplesIn, bvSize, approximateDeltaCntPerClrCls),
-            colorClsCnt(0) {}
+            colorClsCnt(1) // start with the dummy node
+            {}
 
 
     bool addColorClass(uint64_t kmer, uint64_t eqId, const std::vector<uint32_t> bv);
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index 293b1a6..a1bfd7f 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -4,6 +4,8 @@
 
 #include "colorEncoder.h"
 #include <iostream>
+#include <iterator>
+#include <algorithm>
 
 bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const std::vector<uint32_t> bv) {
     // create list of edges to be processed
@@ -42,7 +44,7 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const std::vector
 // deltas should *NOT* be passed by reference
 bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas) { // n2 > n1
     // If n2 is a new color Id (next color Id)
-    if (n2 == colorClsCnt + 1) {
+    if (n2 == colorClsCnt) {
         parentbv[n2] = n1;
         deltaM.insertDeltas(n2, deltas);
         colorClsCnt++;
@@ -81,7 +83,13 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     return true;
 }
 
+// returns list of set bits
 std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
+    std::vector<uint64_t> eq;
+    if (eqid == zero) { // if dummy node, return an empty list (no set bits)
+        return eq;
+    }
+
     std::vector<uint32_t> flips(numSamples);
     std::vector<uint32_t> xorflips(numSamples, 0);
 /*
@@ -130,7 +138,6 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
 */
 
     // return the indices of set bits
-    std::vector<uint64_t> eq;
     uint64_t numWrds = numSamples/64+1;
     eq.reserve(numWrds);
     uint64_t one = 1;
@@ -144,8 +151,33 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
 
 std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
     std::vector<uint64_t> res{0};
-    // If i is the dummy node zero
-    // ow
+    auto n1 = buildColor(i);
+    auto n2 = buildColor(j);
+    // merge
+    // with slight difference of not inserting values that appear in both vectors
+    uint64_t i1{0}, i2{0};
+    while (i1 < n1.size() or i2 < n2.size()) {
+        if (i1 == n1.size()) {
+            copy(n2.begin()+i2, n2.end(), back_inserter(res));
+            i2 = n2.size();
+        }
+        else if (i2 == n2.size()) {
+            copy(n1.begin()+i1, n1.end(), back_inserter(res));
+            i1 = n1.size();
+        }
+        else {
+            if (n1[i1] < n2[i2]) {
+                res.push_back(n1[i1]);
+                i1++;
+            } else if (n2[i2] < n1[i1]) {
+                res.push_back(n2[i2]);
+                i2++;
+            } else { //n1[i1] == n2[i2] both have a set bit at the same index
+                i1++;
+                i2++;
+            }
+        }
+    }
     return res;
 }
 

From d4632a95d9be90bdaefafd24590aa796ee816dd5 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 21 Aug 2018 22:14:03 -0400
Subject: [PATCH 096/122] Adding buildColor implementation

---
 src/colorEncoder.cc | 44 +++++++++++++-------------------------------
 1 file changed, 13 insertions(+), 31 deletions(-)

diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index a1bfd7f..d92e18d 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -86,17 +86,20 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
 // returns list of set bits
 std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     std::vector<uint64_t> eq;
-    if (eqid == zero) { // if dummy node, return an empty list (no set bits)
+    if (eqid == zero) { // if dummy node "zero", return an empty list (no set bits)
         return eq;
     }
+    uint64_t numWrds = numSamples/64+1;
+    eq.reserve(numWrds);
 
     std::vector<uint32_t> flips(numSamples);
     std::vector<uint32_t> xorflips(numSamples, 0);
-/*
-    uint64_t i{eqid}, from{0}, to{0};
+    uint64_t i{eqid};
+    std::vector<uint64_t> deltaIndices;
+    deltaIndices.reserve(numWrds);
     bool foundCache = false;
     uint32_t iparent = parentbv[i];
-    while (iparent != i) {
+    while (i != zero) {
         if (lru_cache.contains(i)) {
             const auto &vs = lru_cache[i];
             for (auto v : vs) {
@@ -105,41 +108,20 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
             foundCache = true;
             break;
         }
-        from = (i > 0) ? (sbbv(i) + 1) : 0;
-        froms.push_back(from);
-
+        deltaIndices.push_back(i);
         i = iparent;
         iparent = parentbv[i];
     }
-    if (!foundCache and i != zero) {
-        from = (i > 0) ? (sbbv(i) + 1) : 0;
-        froms.push_back(from);
-    }
 
     uint64_t pctr{0};
-    for (auto f : froms) {
-        bool found = false;
-        uint64_t wrd{0};
-        //auto j = f;
-        uint64_t offset{0};
-        auto start = f;
-        do {
-            wrd = bbv.get_int(start, 64);
-            for (uint64_t j = 0; j < 64; j++) {
-                flips[deltabv[start + j]] ^= 0x01;
-                if ((wrd >> j) & 0x01) {
-                    found = true;
-                    break;
-                }
-            }
-            start += 64;
-        } while (!found);
+    for (auto index : deltaIndices) {
+        auto deltas = deltaM.getDeltas(index);
+        for (auto d : deltas) {
+            flips[d] ^= 0x01;
+        }
     }
-*/
 
     // return the indices of set bits
-    uint64_t numWrds = numSamples/64+1;
-    eq.reserve(numWrds);
     uint64_t one = 1;
     for (auto i = 0; i < numSamples; i++) {
         if (flips[i] ^ xorflips[i]) {

From 2c68c42da6f73ae8b469fceaec239543c2cef3d9 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Tue, 21 Aug 2018 22:54:15 -0400
Subject: [PATCH 097/122] Adding maxWeightsTillLCA implementation

---
 include/colorEncoder.h | 26 +++++++++++-----
 src/colorEncoder.cc    | 69 +++++++++++++++++++++++++++++++++++++++---
 2 files changed, 84 insertions(+), 11 deletions(-)

diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index e840646..7913046 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -17,6 +17,18 @@ using LRUCacheMap =  LRU::Cache<uint64_t, std::vector<uint64_t>>;
 typedef std::pair<dna::canonical_kmer, uint64_t> node;
 constexpr uint64_t zero = 0;
 
+struct Edge {
+    uint64_t parent;
+    uint64_t child;
+    uint64_t weight;
+
+    Edge() {
+        parent = 0; child = 0; weight = 0;
+    }
+    Edge(uint64_t inParent, uint64_t inChild, uint64_t inWeight) :
+            parent(inParent), child(inChild), weight(inWeight) {}
+};
+
 struct pair_hash {
     template<class T1, class T2>
     std::size_t operator()(const std::pair<T1, T2> &p) const {
@@ -57,10 +69,6 @@ class ColorEncoder {
     std::unordered_map<std::pair<uint64_t, uint64_t>, uint32_t, pair_hash> edges;
     LRU::Cache<uint64_t, std::vector<uint64_t>> lru_cache;
 
-    void addEdge(uint64_t i, uint64_t j, uint32_t w);
-
-    bool hasEdge(uint64_t i, uint64_t j);
-
     std::vector<uint64_t> buildColor(uint64_t eqid);
 
     bool updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas);
@@ -71,9 +79,13 @@ class ColorEncoder {
 
     bool exists(dna::canonical_kmer e, uint64_t &eqid);
 
-    void maxWeightsTillLCA(uint64_t n1, uint64_t n2,
-                           uint64_t &w1, uint64_t &w2,
-                           uint64_t &p1, uint64_t &p2);
+    std::pair<Edge, Edge> maxWeightsTillLCA(uint64_t n1, uint64_t n2);
+
+    void addEdge(uint64_t i, uint64_t j, uint32_t w);
+
+    bool hasEdge(uint64_t i, uint64_t j);
+
+    uint32_t getEdge(uint64_t i, uint64_t j);
 };
 
 #endif //MANTIS_COLORENCODER_H
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index d92e18d..03a4873 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -56,7 +56,11 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     // find the max weight edge from each of the ends to their lca, called w1, w2
     uint64_t w1, w2, p1, p2;
     uint64_t w = deltas.size();
-    maxWeightsTillLCA(n1, n2, w1, w2, p1, p2);
+    std::pair<Edge, Edge> lr = maxWeightsTillLCA(n1, n2);
+    w1 = lr.first.weight;
+    w2 = lr.second.weight;
+    p1 = lr.first.parent;
+    p2 = lr.second.parent;
     // if w >= w1 and w >= w2, happily do nothing
     if (w >= w1 and w >= w2)
         return false;
@@ -163,9 +167,59 @@ std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
     return res;
 }
 
-void ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2,
-                                     uint64_t &w1, uint64_t &w2,
-                                     uint64_t &p1, uint64_t &p2) {
+//TODO we definitely need to discuss this. This function in its current way is super inefficient
+// time/space tradeoff
+std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2) {
+    std::vector<uint64_t> nodes1;
+    std::vector<uint64_t> nodes2;
+    auto n = n1;
+    while (n != zero) {
+        nodes1.push_back(n);
+        n = parentbv[n];
+    }
+    n = n2;
+    while (n != zero) {
+        nodes2.push_back(n);
+        n = parentbv[n];
+    }
+
+    auto &n1ref = nodes1;
+    auto &n2ref = nodes2;
+    if (n1ref.size() < n2ref.size()) {
+        std::swap(n1ref, n2ref);
+    }
+
+    // find lca
+    uint64_t lca = 0;
+    for (uint64_t j = 0, i = n1ref.size()-n2ref.size(); j < n2ref.size(); i++, j++) {
+        if (n1ref[i] == n2ref[j]) {
+            lca = n1ref[i];
+            break;
+        }
+    }
+
+    // walk from n1 to lca and find the edge with maximum weight
+    Edge e1;
+    uint64_t i = 0;
+    while (n1ref[i] != lca) {
+        auto curW = getEdge(n1ref[i], n1ref[i+1]);
+        if (e1.weight < curW) {
+            e1 = Edge(n1ref[i+1], n1ref[i], curW);
+        }
+        i++;
+    }
+
+    // walk from n2 to lca and find the edge with maximum weight
+    Edge e2;
+    i = 0;
+    while (n2ref[i] != lca) {
+        auto curW = getEdge(n2ref[i], n2ref[i+1]);
+        if (e2.weight < curW) {
+            e2 = Edge(n2ref[i+1], n2ref[i], curW);
+        }
+        i++;
+    }
+    return std::make_pair(e1, e2);
 }
 
 std::unordered_set<uint64_t> ColorEncoder::neighbors(dna::canonical_kmer n) {
@@ -212,6 +266,13 @@ bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {
     return i == j or edges.find(std::make_pair(i, j)) != edges.end();
 }
 
+uint32_t ColorEncoder::getEdge(uint64_t i, uint64_t j) {
+    if (i > j) {
+        std::swap(i, j);
+    }
+    return edges[std::make_pair(i, j)];
+}
+
 int main(int argc, char* argv[]) {
 
 }
\ No newline at end of file

From 4e6b7a411e4c97e4d038916a0c620c5a4032daf4 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 22 Aug 2018 02:43:28 -0400
Subject: [PATCH 098/122] Calling colorEncoder from inside add_kmer in
 coloreddbg

---
 include/canonKmer.h    | 186 +++--------------------------------------
 include/colorEncoder.h |  14 ++--
 include/coloreddbg.h   |  49 ++++++++---
 src/CMakeLists.txt     |  11 +--
 src/canonKmer.cc       | 181 +++++++++++++++++++++++++++++++++++++++
 src/colorEncoder.cc    |  52 ++++++++----
 6 files changed, 276 insertions(+), 217 deletions(-)
 create mode 100644 src/canonKmer.cc

diff --git a/include/canonKmer.h b/include/canonKmer.h
index 6f4d5ce..661d567 100644
--- a/include/canonKmer.h
+++ b/include/canonKmer.h
@@ -4,7 +4,16 @@
 
 #ifndef MANTIS_CANONKMER_H
 #define MANTIS_CANONKMER_H
-namespace dna {
+
+#include <map>
+#include <iostream>
+#include <string>
+#include <assert.h>
+
+#define BITMASK(nbits) ((nbits) == 64 ? 0xffffffffffffffff : (1ULL << (nbits)) \
+												- 1ULL)
+
+namespace duplicated_dna {
 
 /////////////// bases /////////////////
     enum base {
@@ -76,181 +85,6 @@ namespace dna {
 
         canonical_kmer(kmer k);
     };
-
-    /////////////// bases /////////////////
-    base operator-(base b) {
-        return (base) ((~((uint64_t) b)) & 0x3ULL);
-    }
-
-    const base bases[4] = {C, A, T, G};
-    const std::map<char, base> base_from_char = {{'A', A},
-                                                 {'C', C},
-                                                 {'G', G},
-                                                 {'T', T},
-                                                 {'N', A}};
-    const std::map<base, char> base_to_char = {{A, 'A'},
-                                               {C, 'C'},
-                                               {G, 'G'},
-                                               {T, 'T'}};
-
-    ///////////// kmers /////////////////////
-    kmer::kmer(void) : len(0), val(0) {}
-
-    kmer::kmer(base b) : len(1), val((uint64_t) b) {}
-
-    kmer::kmer(int l, uint64_t v) : len(l), val(v & BITMASK(2 * l)) {
-        assert(l <= 32);
-    }
-
-    static uint64_t string_to_kmer_val(std::string s) {
-        uint64_t val = 0;
-        for (auto c : s)
-            val = (val << 2) | ((uint64_t)(base_from_char.at(c)));
-        return val;
-    }
-
-    kmer::kmer(std::string s) : len(s.size()), val(string_to_kmer_val(s)) {
-        assert(s.size() <= 32);
-    }
-
-    // Convert to string
-    kmer::operator std::string() const {
-        std::string s;
-        for (auto i = 1; i < len + 1; i++)
-            s = s + base_to_char.at((base) ((val >> (2 * (len - i))) & BITMASK(2)));
-        return s;
-    }
-
-    bool operator<(kmer a, kmer b) {
-        return a.len != b.len ? a.len < b.len : a.val < b.val;
-    }
-
-    bool operator==(kmer a, kmer b) {
-        return a.len == b.len && a.val == b.val;
-    }
-
-    bool operator!=(kmer a, kmer b) {
-        return !operator==(a, b);
-    }
-
-    // Return the reverse complement of k
-    kmer operator-(kmer k) {
-        uint64_t val = k.val;
-        val =
-                (val >> 32) |
-                (val << 32);
-        val =
-                ((val >> 16) & 0x0000ffff0000ffff) |
-                ((val << 16) & 0xffff0000ffff0000);
-        val =
-                ((val >> 8) & 0x00ff00ff00ff00ff) |
-                ((val << 8) & 0xff00ff00ff00ff00);
-        val =
-                ((val >> 4) & 0x0f0f0f0f0f0f0f0f) |
-                ((val << 4) & 0xf0f0f0f0f0f0f0f0);
-        val =
-                ((val >> 2) & 0x3333333333333333) |
-                ((val << 2) & 0xcccccccccccccccc);
-        val = ~val;
-        val >>= 64 - 2 * k.len;
-        return kmer(k.len, val);
-    }
-
-    // backwards from standard definition to match kmer.h definition
-    kmer canonicalize(kmer k) {
-        return -k < k ? k : -k;
-    }
-
-    // Return the kmer of length |a| that results from shifting b into a
-    // from the right
-    kmer operator<<(kmer a, kmer b) {
-        uint64_t val = ((a.val << (2 * b.len)) | b.val) & BITMASK(2 * a.len);
-        return kmer(a.len, val);
-    }
-
-    // Return the kmer of length |b| that results from shifting b into a
-    // from the left
-    kmer operator>>(kmer a, kmer b) {
-        uint64_t val
-                = ((b.val >> (2 * a.len)) | (a.val << (2 * (b.len - a.len))))
-                  & BITMASK(2 * b.len);
-        return kmer(b.len, val);
-    }
-
-    // Append two kmers
-    kmer operator+(kmer a, kmer b) {
-        int len = a.len + b.len;
-        assert(len <= 32);
-        uint64_t val = (a.val << (2 * b.len)) | b.val;
-        return kmer(len, val);
-    }
-
-    kmer prefix(kmer k, int len) { return kmer(len, k.val >> (2 * (k.len - len))); }
-
-    kmer suffix(kmer k, int len) { return kmer(len, k.val & BITMASK(2 * len)); }
-
-    bool period_divides(kmer k, uint64_t periodicity) {
-        static const uint64_t multipliers[33] =
-                {
-                        0,
-                        0x5555555555555555, // 1
-                        0x1111111111111111, // 2
-                        0x1041041041041041, // 3
-                        0x0101010101010101, // 4
-                        0x1004010040100401, // 5
-                        0x1001001001001001, // 6
-                        0x0100040010004001, // 7
-                        0x0001000100010001, // 8
-                        0x0040001000040001, // 9
-                        0x1000010000100001, // 10
-                        0x0000100000400001, // 11
-                        0x0001000001000001, // 12
-                        0x0010000004000001, // 13
-                        0x0100000010000001, // 14
-                        0x1000000040000001, // 15
-                        0x0000000100000001, // 16
-                        0x0000000400000001, // 17
-                        0x0000001000000001, // 18
-                        0x0000004000000001, // 19
-                        0x0000010000000001, // 20
-                        0x0000040000000001, // 21
-                        0x0000100000000001, // 22
-                        0x0000400000000001, // 23
-                        0x0001000000000001, // 24
-                        0x0004000000000001, // 25
-                        0x0010000000000001, // 26
-                        0x0040000000000001, // 27
-                        0x0100000000000001, // 28
-                        0x0400000000000001, // 29
-                        0x1000000000000001, // 30
-                        0x4000000000000001, // 31
-                        0x0000000000000001, // 32
-                };
-        uint64_t piece = k.val & BITMASK(2 * periodicity);
-        piece = piece * multipliers[periodicity];
-        piece = piece & BITMASK(2 * k.len);
-        return piece == k.val;
-    }
-
-    uint64_t period(kmer k) {
-        for (int i = 1; i <= k.len; i++) {
-            if (period_divides(k, i))
-                return i;
-        }
-        abort();
-    }
-
-    canonical_kmer::canonical_kmer(void) : kmer() {}
-
-    canonical_kmer::canonical_kmer(base b) : kmer(canonicalize(kmer(b))) {}
-
-    canonical_kmer::canonical_kmer(int l, uint64_t v)
-            : kmer(canonicalize(kmer(l, v))) {}
-
-    canonical_kmer::canonical_kmer(std::string s) : kmer(canonicalize(kmer(s))) {}
-
-    canonical_kmer::canonical_kmer(kmer k) : kmer(canonicalize(k)) {}
-
 }
 
 #endif //MANTIS_CANONKMER_H
diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index 7913046..79e196f 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -9,12 +9,13 @@
 #include <unordered_set>
 #include "lru/lru.hpp"
 #include "deltaManager.h"
-#include "bitvector.h"
+#include "sdsl/bit_vectors.hpp"
 #include "cqf.h"
 #include "canonKmer.h"
+#include "hashutil.h"
 
 using LRUCacheMap =  LRU::Cache<uint64_t, std::vector<uint64_t>>;
-typedef std::pair<dna::canonical_kmer, uint64_t> node;
+typedef std::pair<duplicated_dna::canonical_kmer, uint64_t> node;
 constexpr uint64_t zero = 0;
 
 struct Edge {
@@ -43,6 +44,7 @@ struct pair_hash {
 
 class ColorEncoder {
 public:
+
     ColorEncoder(uint64_t numSamplesIn,
                  CQF<KeyObject> &cqfIn,
                  uint64_t approximateClrClsesIn,
@@ -56,7 +58,7 @@ class ColorEncoder {
             {}
 
 
-    bool addColorClass(uint64_t kmer, uint64_t eqId, const std::vector<uint32_t> bv);
+    bool addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_vector &bv);
 
 private:
     uint64_t numSamples;
@@ -71,13 +73,15 @@ class ColorEncoder {
 
     std::vector<uint64_t> buildColor(uint64_t eqid);
 
+    std::vector<uint64_t> buildColor(const sdsl::bit_vector &bv);
+
     bool updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas);
 
     std::vector<uint64_t> hammingDist(uint64_t i, uint64_t j);
 
-    std::unordered_set<uint64_t> neighbors(dna::canonical_kmer n);
+    std::unordered_set<uint64_t> neighbors(duplicated_dna::canonical_kmer n);
 
-    bool exists(dna::canonical_kmer e, uint64_t &eqid);
+    bool exists(duplicated_dna::canonical_kmer e, uint64_t &eqid);
 
     std::pair<Edge, Edge> maxWeightsTillLCA(uint64_t n1, uint64_t n2);
 
diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 9a35a2c..55bfe09 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -35,6 +35,7 @@
 #include "hashutil.h"
 #include "common_types.h"
 #include "mantisconfig.hpp"
+#include "colorEncoder.h"
 
 typedef sdsl::bit_vector BitVector;
 typedef sdsl::rrr_vector<63> BitVectorRRR;
@@ -87,7 +88,7 @@ class ColoredDbg {
 	private:
     // returns true if adding this k-mer increased the number of equivalence classes
     // and false otherwise.
-		bool add_kmer(const typename key_obj::kmer_t& hash, const BitVector& vector);
+		bool add_kmer(const typename key_obj::kmer_t& hash, const BitVector& vector, bool isSampling);
 		void add_bitvector(const BitVector& vector, uint64_t eq_id);
 		void add_eq_class(BitVector vector, uint64_t id);
 		uint64_t get_next_available_id(void);
@@ -106,8 +107,9 @@ class ColoredDbg {
 		uint64_t num_serializations;
 		bool flush_eqclass_dis{false};
 
-    std::time_t start_time_;
+    	std::time_t start_time_;
 		spdlog::logger* console;
+		ColorEncoder* colorEncoder;
 };
 
 template <class T>
@@ -195,8 +197,9 @@ void ColoredDbg<qf_obj, key_obj>::reinit(cdbg_bv_map_t<__uint128_t,
 }
 
 template <class qf_obj, class key_obj>
-bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key, const BitVector&
-																					 vector) {
+bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key,
+										   const BitVector& vector,
+											bool isSampling) {
 	// A kmer (hash) is seen only once during the merge process.
 	// So we insert every kmer in the dbg
 	uint64_t eq_id;
@@ -205,7 +208,29 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key,
 																								 2038074751);
 
 	auto it = eqclass_map.find(vec_hash);
-  bool added_eq_class{false};
+	bool added_eq_class{false};
+	// Find if the eqclass of the kmer is already there.
+	// If it is there then increment the abundance.
+	// Else create a new eq class.
+	if (it == eqclass_map.end()) {
+		// eq class is seen for the first time.
+		eq_id = get_next_available_id();
+		eqclass_map.emplace(std::piecewise_construct,
+							std::forward_as_tuple(vec_hash),
+							std::forward_as_tuple(eq_id, 1));
+		added_eq_class = true;
+	} else { // eq class is seen before so increment the abundance.
+		eq_id = it->second.first;
+		// with standard map
+		it->second.second += 1; // update the abundance.
+	}
+
+	if (!isSampling) {
+		colorEncoder->addColorClass(key, eq_id, vector);
+	}
+
+/*	auto it = eqclass_map.find(vec_hash);
+  	bool added_eq_class{false};
 	// Find if the eqclass of the kmer is already there.
 	// If it is there then increment the abundance.
 	// Else create a new eq class.
@@ -216,15 +241,15 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key,
 															std::forward_as_tuple(vec_hash),
 															std::forward_as_tuple(eq_id, 1));
 		add_bitvector(vector, eq_id - 1);
-    added_eq_class = true;
+    	added_eq_class = true;
 	} else { // eq class is seen before so increment the abundance.
 		eq_id = it->second.first;
-    // with standard map
-    it->second.second += 1; // update the abundance.
-	}
+    	// with standard map
+    	it->second.second += 1; // update the abundance.
+	}*/
 
 	dbg.insert(KeyObject(key,0,eq_id)); // we use the count to store the eqclass ids
-  return added_eq_class;
+  	return added_eq_class;
 }
 
 template <class qf_obj, class key_obj>
@@ -380,7 +405,7 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 			minheap.replace_top(cur);
 		} while(!minheap.empty() && last_key == minheap.top().key());
 
-		bool added_eq_class = add_kmer(last_key, eq_class);
+		bool added_eq_class = add_kmer(last_key, eq_class, is_sampling);
 		++counter;
 
 		// Progress tracker
@@ -461,6 +486,8 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
 		num_samples++;
 	}
 	sampleid.close();
+
+	colorEncoder = new ColorEncoder(num_samples, dbg, num_samples*100000, ceil(log2(num_samples))-3);
 }
 
 #endif
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 557c756..fb1bd7e 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -10,7 +10,9 @@ add_library(mantis_core STATIC
   validatemantis.cc
   coloreddbg.cc
   MantisFS.cc
-  cqf/gqf.c)
+  cqf/gqf.c
+  colorEncoder.cc
+		canonKmer.cc)
 
 set(MANTIS_DEBUG_CFLAGS "${MANTIS_C_FLAGS};-g")
 set(MANTIS_DEBUG_CXXFLAGS "${MANTIS_CXX_FLAGS};-g")
@@ -100,13 +102,6 @@ target_link_libraries(walkCqf
 		mantis_core)
 set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 
-add_executable(colorEncoder colorEncoder.cc)
-target_include_directories(colorEncoder PUBLIC
-		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
-target_link_libraries(colorEncoder
-		mantis_core)
-set_property(TARGET colorEncoder PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
-
 #add_executable(walkEqcls walkEqcls.cc)
 #target_include_directories(walkEqcls PUBLIC
 #		$<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include> $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include/SIMDCompressionAndIntersection>)
diff --git a/src/canonKmer.cc b/src/canonKmer.cc
new file mode 100644
index 0000000..160ceb8
--- /dev/null
+++ b/src/canonKmer.cc
@@ -0,0 +1,181 @@
+//
+// Created by Fatemeh Almodaresi on 8/22/18.
+//
+
+#include "canonKmer.h"
+namespace duplicated_dna {
+
+/////////////// bases /////////////////
+    base operator-(base b) {
+        return (base) ((~((uint64_t) b)) & 0x3ULL);
+    }
+
+    const base bases[4] = {C, A, T, G};
+    const std::map<char, base> base_from_char = {{'A', A},
+                                                 {'C', C},
+                                                 {'G', G},
+                                                 {'T', T},
+                                                 {'N', A}};
+    const std::map<base, char> base_to_char = {{A, 'A'},
+                                               {C, 'C'},
+                                               {G, 'G'},
+                                               {T, 'T'}};
+
+///////////// kmers /////////////////////
+    kmer::kmer(void) : len(0), val(0) {}
+
+    kmer::kmer(base b) : len(1), val((uint64_t) b) {}
+
+    kmer::kmer(int l, uint64_t v) : len(l), val(v & BITMASK(2 * l)) {
+        assert(l <= 32);
+    }
+
+    static uint64_t string_to_kmer_val(std::string s) {
+        uint64_t val = 0;
+        for (auto c : s)
+            val = (val << 2) | ((uint64_t)(base_from_char.at(c)));
+        return val;
+    }
+
+    kmer::kmer(std::string s) : len(s.size()), val(string_to_kmer_val(s)) {
+        assert(s.size() <= 32);
+    }
+
+// Convert to string
+    kmer::operator std::string() const {
+        std::string s;
+        for (auto i = 1; i < len + 1; i++)
+            s = s + base_to_char.at((base) ((val >> (2 * (len - i))) & BITMASK(2)));
+        return s;
+    }
+
+    bool operator<(kmer a, kmer b) {
+        return a.len != b.len ? a.len < b.len : a.val < b.val;
+    }
+
+    bool operator==(kmer a, kmer b) {
+        return a.len == b.len && a.val == b.val;
+    }
+
+    bool operator!=(kmer a, kmer b) {
+        return !operator==(a, b);
+    }
+
+// Return the reverse complement of k
+    kmer operator-(kmer k) {
+        uint64_t val = k.val;
+        val =
+                (val >> 32) |
+                (val << 32);
+        val =
+                ((val >> 16) & 0x0000ffff0000ffff) |
+                ((val << 16) & 0xffff0000ffff0000);
+        val =
+                ((val >> 8) & 0x00ff00ff00ff00ff) |
+                ((val << 8) & 0xff00ff00ff00ff00);
+        val =
+                ((val >> 4) & 0x0f0f0f0f0f0f0f0f) |
+                ((val << 4) & 0xf0f0f0f0f0f0f0f0);
+        val =
+                ((val >> 2) & 0x3333333333333333) |
+                ((val << 2) & 0xcccccccccccccccc);
+        val = ~val;
+        val >>= 64 - 2 * k.len;
+        return kmer(k.len, val);
+    }
+
+// backwards from standard definition to match kmer.h definition
+    kmer canonicalize(kmer k) {
+        return -k < k ? k : -k;
+    }
+
+// Return the kmer of length |a| that results from shifting b into a
+// from the right
+    kmer operator<<(kmer a, kmer b) {
+        uint64_t val = ((a.val << (2 * b.len)) | b.val) & BITMASK(2 * a.len);
+        return kmer(a.len, val);
+    }
+
+// Return the kmer of length |b| that results from shifting b into a
+// from the left
+    kmer operator>>(kmer a, kmer b) {
+        uint64_t val
+                = ((b.val >> (2 * a.len)) | (a.val << (2 * (b.len - a.len))))
+                  & BITMASK(2 * b.len);
+        return kmer(b.len, val);
+    }
+
+// Append two kmers
+    kmer operator+(kmer a, kmer b) {
+        int len = a.len + b.len;
+        assert(len <= 32);
+        uint64_t val = (a.val << (2 * b.len)) | b.val;
+        return kmer(len, val);
+    }
+
+    kmer prefix(kmer k, int len) { return kmer(len, k.val >> (2 * (k.len - len))); }
+
+    kmer suffix(kmer k, int len) { return kmer(len, k.val & BITMASK(2 * len)); }
+
+    bool period_divides(kmer k, uint64_t periodicity) {
+        static const uint64_t multipliers[33] =
+                {
+                        0,
+                        0x5555555555555555, // 1
+                        0x1111111111111111, // 2
+                        0x1041041041041041, // 3
+                        0x0101010101010101, // 4
+                        0x1004010040100401, // 5
+                        0x1001001001001001, // 6
+                        0x0100040010004001, // 7
+                        0x0001000100010001, // 8
+                        0x0040001000040001, // 9
+                        0x1000010000100001, // 10
+                        0x0000100000400001, // 11
+                        0x0001000001000001, // 12
+                        0x0010000004000001, // 13
+                        0x0100000010000001, // 14
+                        0x1000000040000001, // 15
+                        0x0000000100000001, // 16
+                        0x0000000400000001, // 17
+                        0x0000001000000001, // 18
+                        0x0000004000000001, // 19
+                        0x0000010000000001, // 20
+                        0x0000040000000001, // 21
+                        0x0000100000000001, // 22
+                        0x0000400000000001, // 23
+                        0x0001000000000001, // 24
+                        0x0004000000000001, // 25
+                        0x0010000000000001, // 26
+                        0x0040000000000001, // 27
+                        0x0100000000000001, // 28
+                        0x0400000000000001, // 29
+                        0x1000000000000001, // 30
+                        0x4000000000000001, // 31
+                        0x0000000000000001, // 32
+                };
+        uint64_t piece = k.val & BITMASK(2 * periodicity);
+        piece = piece * multipliers[periodicity];
+        piece = piece & BITMASK(2 * k.len);
+        return piece == k.val;
+    }
+
+    uint64_t period(kmer k) {
+        for (int i = 1; i <= k.len; i++) {
+            if (period_divides(k, i))
+                return i;
+        }
+        abort();
+    }
+
+    canonical_kmer::canonical_kmer(void) : kmer() {}
+
+    canonical_kmer::canonical_kmer(base b) : kmer(canonicalize(kmer(b))) {}
+
+    canonical_kmer::canonical_kmer(int l, uint64_t v)
+            : kmer(canonicalize(kmer(l, v))) {}
+
+    canonical_kmer::canonical_kmer(std::string s) : kmer(canonicalize(kmer(s))) {}
+
+    canonical_kmer::canonical_kmer(kmer k) : kmer(canonicalize(k)) {}
+}
\ No newline at end of file
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index 03a4873..5117e65 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -7,15 +7,22 @@
 #include <iterator>
 #include <algorithm>
 
-bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const std::vector<uint32_t> bv) {
+bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_vector &bv) {
     // create list of edges to be processed
-    // 1. list of neighbors
-    // 2. zero to node
+    // 1. zero to node
+    // 2. list of neighbors
     // calc. the distance between the node and any of the neighbors
     // that exist and the edge hasn't been seen
-    dna::canonical_kmer cur(k, kmer);
+    duplicated_dna::canonical_kmer cur(k, kmer);
     std::unordered_set<std::pair<uint64_t, uint64_t>, pair_hash> newEdges;
-    // case 1. edges between the node and its neighbors
+    // case 1. edge from zero to the node
+    if (!hasEdge(zero, eqId)) {
+        auto deltas = buildColor(bv);
+        updateMST(zero, eqId, deltas);
+        addEdge(zero, eqId, deltas.size());
+    }
+
+    // case 2. edges between the node and its neighbors
     for (auto nei_eqId : neighbors(cur)) {
         uint64_t cur_eqId{eqId};
         if (nei_eqId != cur_eqId) {
@@ -27,10 +34,6 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const std::vector
             }
         }
     }
-    // case 2. edge from zero to the node
-    if (!hasEdge(zero, eqId)) {
-        newEdges.insert(std::make_pair(zero, eqId));
-    }
     for (auto &newEdge : newEdges) {
         auto deltas = hammingDist(newEdge.first, newEdge.second);
         updateMST(newEdge.first, newEdge.second, deltas);
@@ -44,6 +47,9 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const std::vector
 // deltas should *NOT* be passed by reference
 bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas) { // n2 > n1
     // If n2 is a new color Id (next color Id)
+    if (n1 == colorClsCnt) {
+        std::swap(n1, n2);
+    }
     if (n2 == colorClsCnt) {
         parentbv[n2] = n1;
         deltaM.insertDeltas(n2, deltas);
@@ -81,7 +87,7 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
         auto prevDeltas = deltaM.getDeltas(child);
         deltaM.insertDeltas(child, deltas);
         deltas = prevDeltas;
-        parent = n2;
+        parent = child;
         child = tmp;
     }
     return true;
@@ -135,6 +141,22 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     return eq;
 }
 
+std::vector<uint64_t> ColorEncoder::buildColor(const sdsl::bit_vector &bv) {
+    std::vector<uint64_t> setBits;
+    setBits.reserve(numSamples);
+    uint64_t i = 0;
+    while (i < bv.bit_size()) {
+        auto wrd = bv.get_int(i, 64);
+        for (uint64_t c=0; c < 64; c++) {
+            if ( (wrd >> c) & 0x01) {
+                setBits.push_back(i+c);
+            }
+        }
+        i+=64;
+    }
+    return setBits;
+}
+
 std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
     std::vector<uint64_t> res{0};
     auto n1 = buildColor(i);
@@ -222,9 +244,9 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     return std::make_pair(e1, e2);
 }
 
-std::unordered_set<uint64_t> ColorEncoder::neighbors(dna::canonical_kmer n) {
+std::unordered_set<uint64_t> ColorEncoder::neighbors(duplicated_dna::canonical_kmer n) {
     std::unordered_set<uint64_t > result;
-    for (const auto b : dna::bases) {
+    for (const auto b : duplicated_dna::bases) {
         uint64_t eqid, idx;
         if (exists(b >> n, eqid))
             result.insert(eqid);
@@ -234,7 +256,7 @@ std::unordered_set<uint64_t> ColorEncoder::neighbors(dna::canonical_kmer n) {
     return result;
 }
 
-bool ColorEncoder::exists(dna::canonical_kmer e, uint64_t &eqid) {
+bool ColorEncoder::exists(duplicated_dna::canonical_kmer e, uint64_t &eqid) {
     uint64_t tmp = e.val;
     KeyObject key(HashUtil::hash_64(tmp, BITMASK(cqf.keybits())), 0, 0);
     auto eq_idx = cqf.query(key);
@@ -272,7 +294,3 @@ uint32_t ColorEncoder::getEdge(uint64_t i, uint64_t j) {
     }
     return edges[std::make_pair(i, j)];
 }
-
-int main(int argc, char* argv[]) {
-
-}
\ No newline at end of file

From 0e18b13db0012b364596d88173797cd8dfe9285a Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 22 Aug 2018 02:45:24 -0400
Subject: [PATCH 099/122] Adding the very important method for taking care of
 dangling pointers

---
 include/deltaManager.h | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/include/deltaManager.h b/include/deltaManager.h
index cafd1ba..0bc4260 100644
--- a/include/deltaManager.h
+++ b/include/deltaManager.h
@@ -44,6 +44,7 @@ class DeltaManager {
     }
 
     void insertDeltas(uint64_t colorId, const std::vector<uint64_t> &dlta) {
+
         // see if we need to split deltas between main DS and heap
         if (colorId > colorCnt) throw DeltaManagerException("colorId > colorCnt");
         auto startBit = colorId*slotsPerColorCls*slotWidth;
@@ -54,6 +55,9 @@ class DeltaManager {
             while (deltas.size() < nextStartBit/64+1) {
                 deltas.push_back(0);
             }
+        } else {
+            // take care of deleting the pointer in case of previously creating one here:
+            deletePtr(colorId);
         }
         // now assuming we've already reserved the space for the new colorId, insert deltas
         uint64_t mainDSDeltaCnt = dlta.size() < slotsPerColorCls ? dlta.size() : slotsPerColorClsWithPtrs - 1;
@@ -109,6 +113,17 @@ class DeltaManager {
     std::vector<uint64_t> deltas;
     uint64_t colorCnt;
 
+    void deletePtr(uint64_t colorId) {
+        uint64_t startBit = colorId * slotWidth * slotsPerColorCls; // index for next color
+        uint64_t deltaCnt = getValFromMDeltaV(startBit, slotWidth);
+        uint64_t mainDSDeltaCnt = deltaCnt < slotsPerColorCls ? deltaCnt : slotsPerColorClsWithPtrs - 1;
+        if (mainDSDeltaCnt < deltaCnt) { // in case count of deltas exceeds the reserved count
+            // fetch the pointer to the heap in the main DS and DELETE it
+            startBit += slotWidth * (mainDSDeltaCnt + 1);
+            uint64_t *theRestV = reinterpret_cast<uint64_t *>(getValFromMDeltaV(startBit, 64));
+            delete theRestV;
+        }
+    }
     // width is limited to 64 (word size)
     bool insertValIntoDeltaV(uint64_t startBit, uint64_t val, uint64_t width) {
         uint64_t mask = width < 64? (((uint64_t)1 << width) - 1) : -1;

From e04d34fcdc08fe1d93de4879fdab083367e26391 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 22 Aug 2018 15:45:39 -0400
Subject: [PATCH 100/122] Add serialization to the colorEncoder

---
 include/colorEncoder.h |  2 ++
 include/deltaManager.h | 37 ++++++++++++++++++++++++++++++++-----
 src/colorEncoder.cc    | 23 ++++++++++++++++-------
 3 files changed, 50 insertions(+), 12 deletions(-)

diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index 79e196f..86bc1a7 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -60,6 +60,8 @@ class ColorEncoder {
 
     bool addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_vector &bv);
 
+    bool serialize(std::string prefix);
+
 private:
     uint64_t numSamples;
     uint64_t bvSize;
diff --git a/include/deltaManager.h b/include/deltaManager.h
index 0bc4260..62ed054 100644
--- a/include/deltaManager.h
+++ b/include/deltaManager.h
@@ -11,6 +11,7 @@
 //#include <bitset>
 #include <math.h>
 #include <exception>
+#include "sdsl/bit_vectors.hpp"
 
 struct DeltaManagerException : public std::exception {
 private:
@@ -46,22 +47,27 @@ class DeltaManager {
     void insertDeltas(uint64_t colorId, const std::vector<uint64_t> &dlta) {
 
         // see if we need to split deltas between main DS and heap
-        if (colorId > colorCnt) throw DeltaManagerException("colorId > colorCnt");
+        // TODO not an expected behaviour, but we have no choice
+        //if (colorId > colorCnt) throw DeltaManagerException("colorId > colorCnt");
+
         auto startBit = colorId*slotsPerColorCls*slotWidth;
         auto nextStartBit = (colorId+1)*slotsPerColorCls*slotWidth;
         // We always want to assign slotsPerColorCls slots to each index
         // even if deltas in that index are fewer than the avg num of deltas
-        if (colorId == colorCnt) {
+        if (colorId >= colorCnt) {
             while (deltas.size() < nextStartBit/64+1) {
                 deltas.push_back(0);
             }
+            colorCnt = colorId+1;
         } else {
             // take care of deleting the pointer in case of previously creating one here:
             deletePtr(colorId);
         }
+
         // now assuming we've already reserved the space for the new colorId, insert deltas
         uint64_t mainDSDeltaCnt = dlta.size() < slotsPerColorCls ? dlta.size() : slotsPerColorClsWithPtrs - 1;
         insertValIntoDeltaV(startBit, dlta.size(), slotWidth); // insert count of deltas
+        totDeltaCnt += dlta.size();
         startBit += slotWidth;
         for (uint64_t i = 0; i < mainDSDeltaCnt; i++) { // insert values into main DS
             insertValIntoDeltaV(startBit, dlta[i], slotWidth);
@@ -74,8 +80,6 @@ class DeltaManager {
                                 64); // store the pointer to the heap in the main DS
             insertValIntoHeap(dlta, mainDSDeltaCnt, theRest, slotWidth);
         }
-        if (colorId == colorCnt)
-            colorCnt++;
     }
 
     std::vector<uint64_t> getDeltas(uint64_t colorId) {
@@ -105,6 +109,27 @@ class DeltaManager {
         insertDeltas(colorId2, c1deltas);
     }
 
+    bool serialize(std::string prefix) {
+        std::string deltabv_file = prefix + "/delta.bv";
+        std::string boundarybv_file = prefix + "/boundary.bv";
+
+        sdsl::int_vector<> deltabv(totDeltaCnt, 0, slotWidth);
+        sdsl::bit_vector boundarybv(totDeltaCnt, 0);
+        uint64_t j = 0;
+        for (uint64_t i = 0; i < colorCnt; i++) {
+            auto dltas = getDeltas(i);
+            for (auto dlt : dltas) {
+                deltabv[j] = dlt;
+                j++;
+            }
+            boundarybv[j-1] = 1;
+        }
+        bool deltabvSuccessfullyStored = sdsl::store_to_file(deltabv, deltabv_file);
+        bool boundarybvSuccessfullyStored = sdsl::store_to_file(boundarybv, boundarybv_file);
+
+        return deltabvSuccessfullyStored and boundarybvSuccessfullyStored;
+    }
+
 private:
     uint64_t numSamples;
     uint64_t slotWidth;
@@ -112,10 +137,12 @@ class DeltaManager {
     uint64_t slotsPerColorClsWithPtrs;
     std::vector<uint64_t> deltas;
     uint64_t colorCnt;
+    uint64_t totDeltaCnt{0};
 
     void deletePtr(uint64_t colorId) {
         uint64_t startBit = colorId * slotWidth * slotsPerColorCls; // index for next color
-        uint64_t deltaCnt = getValFromMDeltaV(startBit, slotWidth);
+        uint64_t deltaCnt = getValFromMDeltaV(startBit, slotWidth); // get num of deltas in this slot
+        totDeltaCnt -= deltaCnt;
         uint64_t mainDSDeltaCnt = deltaCnt < slotsPerColorCls ? deltaCnt : slotsPerColorClsWithPtrs - 1;
         if (mainDSDeltaCnt < deltaCnt) { // in case count of deltas exceeds the reserved count
             // fetch the pointer to the heap in the main DS and DELETE it
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index 5117e65..82a58d8 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -44,19 +44,28 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     return false;
 }
 
+bool ColorEncoder::serialize(std::string prefix) {
+    std::string parentbv_file = prefix + "/parent.bv";
+    parentbv.resize(colorClsCnt);
+    bool parentSuccessfullyStored = sdsl::store_to_file(parentbv, parentbv_file);
+    parentbv.resize(0);
+
+    return deltaM.serialize(prefix) and parentSuccessfullyStored;
+}
+
 // deltas should *NOT* be passed by reference
 bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas) { // n2 > n1
-    // If n2 is a new color Id (next color Id)
-    if (n1 == colorClsCnt) {
+    if (n1 > n2) {
         std::swap(n1, n2);
     }
-    if (n2 == colorClsCnt) {
+    while (parentbv.size() < colorClsCnt) {
+        parentbv.resize(parentbv.size()+parentbv.size()/2);
+    }
+    // The only time that we will see the edge zero -> n2 is when n2 is observed for the first time
+    if (n1 == zero) {
         parentbv[n2] = n1;
         deltaM.insertDeltas(n2, deltas);
-        colorClsCnt++;
-        if (parentbv.size() == colorClsCnt) {
-            parentbv.resize(parentbv.size()+parentbv.size()/2);
-        }
+        colorClsCnt = n1+1; // n1 i the index
         return true;
     }
     // find the max weight edge from each of the ends to their lca, called w1, w2

From 45e7b2e86e3af75dd51f9eff292bdc5d1c0d1908 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 22 Aug 2018 22:00:22 -0400
Subject: [PATCH 101/122] still not fully working

---
 include/colorEncoder.h |  6 +++++-
 include/coloreddbg.h   | 24 +++++++++++++++--------
 include/deltaManager.h | 19 +++++++++++-------
 src/CMakeLists.txt     | 22 ++++++++++++---------
 src/colorEncoder.cc    | 44 ++++++++++++++++++++++++++++++++++++------
 src/coloreddbg.cc      |  1 +
 6 files changed, 85 insertions(+), 31 deletions(-)

diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index 86bc1a7..bd91388 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -55,7 +55,11 @@ class ColorEncoder {
             parentbv(bvSize, 0, log2((double)bvSize)+5),//TODO take care of this constant!!
             deltaM(numSamplesIn, bvSize, approximateDeltaCntPerClrCls),
             colorClsCnt(1) // start with the dummy node
-            {}
+            {
+                std::cerr << "\nColorEncoder Constructor:  bvSize: "
+                             << bvSize << " parent size: " << parentbv.size()
+                          << " colorClsCnt: " << colorClsCnt << "\n";
+            }
 
 
     bool addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_vector &bv);
diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 55bfe09..17e3b0e 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -184,7 +184,8 @@ template <class qf_obj, class key_obj>
 void ColoredDbg<qf_obj, key_obj>::reinit(cdbg_bv_map_t<__uint128_t,
 																		 std::pair<uint64_t, uint64_t>>& map) {
 	dbg.reset();
-	reshuffle_bit_vectors(map);
+	//todo fatemeh
+	/*reshuffle_bit_vectors(map);
 	// Check if the current bit vector buffer is full and needs to be serialized.
 	// This happens when the sampling phase fills up the bv buffer.
 	if (get_num_eqclasses() % mantis::NUM_BV_BUFFER == 0) {
@@ -192,7 +193,7 @@ void ColoredDbg<qf_obj, key_obj>::reinit(cdbg_bv_map_t<__uint128_t,
 		console->info("Serializing bit vector with {} eq classes.",
 									get_num_eqclasses());
 		bv_buffer_serialize();
-	}
+	}*/
 	eqclass_map = map;
 }
 
@@ -200,6 +201,7 @@ template <class qf_obj, class key_obj>
 bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key,
 										   const BitVector& vector,
 											bool isSampling) {
+	//todo fatemeh
 	// A kmer (hash) is seen only once during the merge process.
 	// So we insert every kmer in the dbg
 	uint64_t eq_id;
@@ -282,9 +284,11 @@ void ColoredDbg<qf_obj, key_obj>::serialize() {
 	// serialize the CQF
 	dbg.serialize(prefix + mantis::CQF_FILE);
 
+	//todo fatemeh
+	colorEncoder->serialize(prefix);
 	// serialize the bv buffer last time if needed
-	if (get_num_eqclasses() % mantis::NUM_BV_BUFFER > 1)
-		bv_buffer_serialize();
+	/*if (get_num_eqclasses() % mantis::NUM_BV_BUFFER > 1)
+		bv_buffer_serialize();*/
 
 	//serialize the eq class id map
 	std::ofstream opfile(prefix + mantis::SAMPLEID_FILE);
@@ -422,12 +426,14 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 			// Check if the process is in the sampling phase.
 			if (is_sampling) {
 				break;
-      } else {
+      }
+      //todo fatemeh
+      /*else {
 				// The bit vector buffer is full.
 				console->info("Serializing bit vector with {} eq classes.",
 											get_num_eqclasses());
 				bv_buffer_serialize();
-			}
+			}*/
 		} else if (counter > num_kmers) {
       // Check if the sampling phase is finished based on the number of k-mers.
 			break;
@@ -452,7 +458,10 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(uint64_t qbits, uint64_t key_bits,
 																				uint32_t seed, std::string& prefix,
 																				uint64_t nqf) :
 	dbg(qbits, key_bits, seed), bv_buffer(mantis::NUM_BV_BUFFER * nqf),
-    prefix(prefix), num_samples(nqf), num_serializations(0), start_time_(std::time(nullptr)) {}
+    prefix(prefix), num_samples(nqf), num_serializations(0), start_time_(std::time(nullptr)) {
+    colorEncoder = new ColorEncoder(num_samples, dbg, num_samples*100000, ceil(log2(num_samples))-3);
+
+}
 
 template <class qf_obj, class key_obj>
 ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
@@ -487,7 +496,6 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
 	}
 	sampleid.close();
 
-	colorEncoder = new ColorEncoder(num_samples, dbg, num_samples*100000, ceil(log2(num_samples))-3);
 }
 
 #endif
diff --git a/include/deltaManager.h b/include/deltaManager.h
index 62ed054..2a88c91 100644
--- a/include/deltaManager.h
+++ b/include/deltaManager.h
@@ -66,10 +66,22 @@ class DeltaManager {
 
         // now assuming we've already reserved the space for the new colorId, insert deltas
         uint64_t mainDSDeltaCnt = dlta.size() < slotsPerColorCls ? dlta.size() : slotsPerColorClsWithPtrs - 1;
+        if (dlta.size() > numSamples) {
+            std::string msg = "number of deltas is greater than num_samples. val:"+
+                              std::to_string(dlta.size())+
+                              " num_samples:" +std::to_string(numSamples);
+            throw DeltaManagerException(msg);
+        }
         insertValIntoDeltaV(startBit, dlta.size(), slotWidth); // insert count of deltas
         totDeltaCnt += dlta.size();
         startBit += slotWidth;
         for (uint64_t i = 0; i < mainDSDeltaCnt; i++) { // insert values into main DS
+            if (dlta[i] >= numSamples) {
+                std::string msg = "delta index is larger than num_samples. val:"+
+                                  std::to_string(dlta[i])+
+                                  " num_samples:" +std::to_string(numSamples);
+                throw DeltaManagerException(msg);
+            }
             insertValIntoDeltaV(startBit, dlta[i], slotWidth);
             startBit += slotWidth;
         }
@@ -155,13 +167,6 @@ class DeltaManager {
     bool insertValIntoDeltaV(uint64_t startBit, uint64_t val, uint64_t width) {
         uint64_t mask = width < 64? (((uint64_t)1 << width) - 1) : -1;
         if (startBit >= deltas.size() * 64) throw DeltaManagerException("startBit exceeds bit_size");
-        if (width == slotWidth and val >= numSamples) {
-            std::string msg = "delta index is larger than num_samples. val:"+
-                    std::to_string(val)+
-                              " num_samples:" +std::to_string(numSamples);
-            throw DeltaManagerException(msg);
-        }
-
         uint64_t &wrd = deltas[startBit / 64];
         uint64_t startBitInwrd = startBit % 64;
         wrd &= ~(mask << startBitInwrd);
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index fb1bd7e..4e7c35d 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -66,15 +66,7 @@ endif()
 install(TARGETS mantis
         RUNTIME DESTINATION bin)
 
-#add_executable(monochromatic_component_iterator
-#		monochromatic_component_iterator.cc)
-#target_include_directories(monochromatic_component_iterator PUBLIC
-#  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
-#target_link_libraries(monochromatic_component_iterator
-#				mantis_core)
-#set_property(TARGET monochromatic_component_iterator PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
-
-
+#[[
 add_executable(msf MSF.cc)
 target_include_directories(msf PUBLIC
 				  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
@@ -101,6 +93,9 @@ target_include_directories(walkCqf PUBLIC
 target_link_libraries(walkCqf
 		mantis_core)
 set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
+]]
+
+
 
 #add_executable(walkEqcls walkEqcls.cc)
 #target_include_directories(walkEqcls PUBLIC
@@ -108,3 +103,12 @@ set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
 #find_library(compression_library NAMES SIMDCompressionAndIntersection HINTS "${CMAKE_SOURCE_DIR}/lib")
 #target_link_libraries(walkEqcls
 #				mantis_core ${compression_library})
+
+
+#add_executable(monochromatic_component_iterator
+#		monochromatic_component_iterator.cc)
+#target_include_directories(monochromatic_component_iterator PUBLIC
+#  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
+#target_link_libraries(monochromatic_component_iterator
+#				mantis_core)
+#set_property(TARGET monochromatic_component_iterator PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index 82a58d8..6859766 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -13,10 +13,11 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     // 2. list of neighbors
     // calc. the distance between the node and any of the neighbors
     // that exist and the edge hasn't been seen
-    duplicated_dna::canonical_kmer cur(k, kmer);
+    duplicated_dna::canonical_kmer cur(k, HashUtil::hash_64i(kmer, BITMASK(cqf.keybits())));
     std::unordered_set<std::pair<uint64_t, uint64_t>, pair_hash> newEdges;
     // case 1. edge from zero to the node
     if (!hasEdge(zero, eqId)) {
+        std::cerr << "case1: " << eqId << " " << colorClsCnt << " " << parentbv.size() << " ";
         auto deltas = buildColor(bv);
         updateMST(zero, eqId, deltas);
         addEdge(zero, eqId, deltas.size());
@@ -27,13 +28,14 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
         uint64_t cur_eqId{eqId};
         if (nei_eqId != cur_eqId) {
             if (nei_eqId < cur_eqId) {
-                std::swap(nei_eqId, cur_eqId);
+                std::swap(cur_eqId, nei_eqId);
             }
             if (!hasEdge(cur_eqId, nei_eqId)) {
                 newEdges.insert(std::make_pair(cur_eqId, nei_eqId));
             }
         }
     }
+    //std::cerr << "case2 " << eqId << " " << colorClsCnt << " " << newEdges.size() << "\n";
     for (auto &newEdge : newEdges) {
         auto deltas = hammingDist(newEdge.first, newEdge.second);
         updateMST(newEdge.first, newEdge.second, deltas);
@@ -55,6 +57,7 @@ bool ColorEncoder::serialize(std::string prefix) {
 
 // deltas should *NOT* be passed by reference
 bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas) { // n2 > n1
+    std::cerr << "updateMST: n1= " << n1 << " , n2=" << n2 << " ";
     if (n1 > n2) {
         std::swap(n1, n2);
     }
@@ -64,6 +67,11 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     // The only time that we will see the edge zero -> n2 is when n2 is observed for the first time
     if (n1 == zero) {
         parentbv[n2] = n1;
+        for (auto d : deltas) {
+            std::cerr << d << " ";
+        }
+        std::cerr << "\n";
+        std::cerr << "insertDeltas 1\n";
         deltaM.insertDeltas(n2, deltas);
         colorClsCnt = n1+1; // n1 i the index
         return true;
@@ -94,6 +102,7 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
         auto tmp = parentbv[child];
         parentbv[child] = parent;
         auto prevDeltas = deltaM.getDeltas(child);
+        std::cerr << "insertDeltas 2\n";
         deltaM.insertDeltas(child, deltas);
         deltas = prevDeltas;
         parent = child;
@@ -118,6 +127,7 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     deltaIndices.reserve(numWrds);
     bool foundCache = false;
     uint32_t iparent = parentbv[i];
+    std::cerr << "\nwalking mst\n";
     while (i != zero) {
         if (lru_cache.contains(i)) {
             const auto &vs = lru_cache[i];
@@ -127,13 +137,16 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
             foundCache = true;
             break;
         }
+        std::cerr << " " << i;
         deltaIndices.push_back(i);
         i = iparent;
         iparent = parentbv[i];
     }
+    std::cerr << "\n";
 
     uint64_t pctr{0};
     for (auto index : deltaIndices) {
+        std::cerr << "getDeltas 1 " << index << "\n";
         auto deltas = deltaM.getDeltas(index);
         for (auto d : deltas) {
             flips[d] ^= 0x01;
@@ -154,31 +167,42 @@ std::vector<uint64_t> ColorEncoder::buildColor(const sdsl::bit_vector &bv) {
     std::vector<uint64_t> setBits;
     setBits.reserve(numSamples);
     uint64_t i = 0;
+    std::cerr << " bv bitsize: " << bv.bit_size() << " ";
     while (i < bv.bit_size()) {
-        auto wrd = bv.get_int(i, 64);
-        for (uint64_t c=0; c < 64; c++) {
+        uint64_t bitcnt = numSamples - i >= 64?64:(numSamples - i);
+        auto wrd = bv.get_int(i, bitcnt);
+        for (uint64_t c=0; c < bitcnt; c++) {
             if ( (wrd >> c) & 0x01) {
                 setBits.push_back(i+c);
             }
         }
         i+=64;
     }
+    std::cerr << " setBits: ";
+    for (auto s : setBits) {
+        std::cerr << s << " ";
+    }
+    std::cerr << "\n";
     return setBits;
 }
 
 std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
+    std::cerr << "\nhamming dist between " << i << "," << j << "\n";
     std::vector<uint64_t> res{0};
     auto n1 = buildColor(i);
     auto n2 = buildColor(j);
+    std::cerr << " merge, ";
     // merge
     // with slight difference of not inserting values that appear in both vectors
     uint64_t i1{0}, i2{0};
     while (i1 < n1.size() or i2 < n2.size()) {
         if (i1 == n1.size()) {
+            std::cerr << " i1=n1: " << n1.size() << " " << n2.size() << " ";
             copy(n2.begin()+i2, n2.end(), back_inserter(res));
             i2 = n2.size();
         }
         else if (i2 == n2.size()) {
+            std::cerr << " i2=n2: " << n2.size() << " " << n1.size() << " ";
             copy(n1.begin()+i1, n1.end(), back_inserter(res));
             i1 = n1.size();
         }
@@ -195,6 +219,10 @@ std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
             }
         }
     }
+    for (auto r : res) {
+        std::cerr << r << " ";
+    }
+    std::cerr << "\n";
     return res;
 }
 
@@ -257,10 +285,14 @@ std::unordered_set<uint64_t> ColorEncoder::neighbors(duplicated_dna::canonical_k
     std::unordered_set<uint64_t > result;
     for (const auto b : duplicated_dna::bases) {
         uint64_t eqid, idx;
-        if (exists(b >> n, eqid))
+        if (exists(b >> n, eqid)) {
+            std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
             result.insert(eqid);
-        if (exists(n << b, eqid))
+        }
+        if (exists(n << b, eqid)) {
+            std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
             result.insert(eqid);
+        }
     }
     return result;
 }
diff --git a/src/coloreddbg.cc b/src/coloreddbg.cc
index c759581..aff9fe6 100644
--- a/src/coloreddbg.cc
+++ b/src/coloreddbg.cc
@@ -204,6 +204,7 @@ build_main ( BuildOpts& opt )
 
 	console->info("Constructing the colored dBG.");
 
+	console->info("\n\n\n\n\n\nDONE WITH SAMPLING PHASE\n\n\n\n\n");
 	// Reconstruct the colored dbg using the new set of equivalence classes.
 	cdbg.construct(inobjects.data(), std::numeric_limits<uint64_t>::max());
 

From e1ff70c740f65c7e4835361444f8321629f009c5 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 22 Aug 2018 22:26:26 -0400
Subject: [PATCH 102/122] fixed a bug. went to the next (cut in a loop for
 breaking a loop)

---
 src/colorEncoder.cc | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index 6859766..f5b6a2f 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -98,16 +98,18 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     // starting from node n2 toward the c2, child node of the edge with weight w2
     auto parent = n1;
     auto child = n2;
+    std::cerr << "here: " << p2 << " ";
     while (child != p2) {
         auto tmp = parentbv[child];
         parentbv[child] = parent;
         auto prevDeltas = deltaM.getDeltas(child);
-        std::cerr << "insertDeltas 2\n";
+        std::cerr << "insertDeltas 2 " << parent << "->" << child << " ";
         deltaM.insertDeltas(child, deltas);
         deltas = prevDeltas;
         parent = child;
         child = tmp;
     }
+    std::cerr << "\n";
     return true;
 }
 
@@ -284,7 +286,7 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
 std::unordered_set<uint64_t> ColorEncoder::neighbors(duplicated_dna::canonical_kmer n) {
     std::unordered_set<uint64_t > result;
     for (const auto b : duplicated_dna::bases) {
-        uint64_t eqid, idx;
+        uint64_t eqid{0}, idx;
         if (exists(b >> n, eqid)) {
             std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
             result.insert(eqid);
@@ -300,8 +302,8 @@ std::unordered_set<uint64_t> ColorEncoder::neighbors(duplicated_dna::canonical_k
 bool ColorEncoder::exists(duplicated_dna::canonical_kmer e, uint64_t &eqid) {
     uint64_t tmp = e.val;
     KeyObject key(HashUtil::hash_64(tmp, BITMASK(cqf.keybits())), 0, 0);
-    auto eq_idx = cqf.query(key);
-    return eq_idx != 0;
+    eqid = cqf.query(key);
+    return eqid != 0;
     // commenting this line, eqIds start from 1 (rather than 0)
 /*
         if (eq_idx) {

From 95045e0e98bd9b2c6eee039d100f07d4d44cd0d8 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 22 Aug 2018 22:46:43 -0400
Subject: [PATCH 103/122] fixed the loop. got into another

---
 src/colorEncoder.cc | 37 ++++++++++++++++++++-----------------
 1 file changed, 20 insertions(+), 17 deletions(-)

diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index f5b6a2f..82595a6 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -17,7 +17,7 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     std::unordered_set<std::pair<uint64_t, uint64_t>, pair_hash> newEdges;
     // case 1. edge from zero to the node
     if (!hasEdge(zero, eqId)) {
-        std::cerr << "case1: " << eqId << " " << colorClsCnt << " " << parentbv.size() << " ";
+        std::cerr << "case1: " << eqId << " " << colorClsCnt << "\n";
         auto deltas = buildColor(bv);
         updateMST(zero, eqId, deltas);
         addEdge(zero, eqId, deltas.size());
@@ -38,7 +38,9 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     //std::cerr << "case2 " << eqId << " " << colorClsCnt << " " << newEdges.size() << "\n";
     for (auto &newEdge : newEdges) {
         auto deltas = hammingDist(newEdge.first, newEdge.second);
-        updateMST(newEdge.first, newEdge.second, deltas);
+        if (updateMST(newEdge.first, newEdge.second, deltas)) {
+            std::cerr << "case2 " << eqId << " " << colorClsCnt << "\n";
+        }
         addEdge(newEdge.first, newEdge.second, deltas.size());
     }
     if (newEdges.size())
@@ -57,7 +59,7 @@ bool ColorEncoder::serialize(std::string prefix) {
 
 // deltas should *NOT* be passed by reference
 bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas) { // n2 > n1
-    std::cerr << "updateMST: n1= " << n1 << " , n2=" << n2 << " ";
+    //std::cerr << "updateMST: n1= " << n1 << " , n2=" << n2 << " ";
     if (n1 > n2) {
         std::swap(n1, n2);
     }
@@ -67,11 +69,11 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     // The only time that we will see the edge zero -> n2 is when n2 is observed for the first time
     if (n1 == zero) {
         parentbv[n2] = n1;
-        for (auto d : deltas) {
+        /*for (auto d : deltas) {
             std::cerr << d << " ";
         }
         std::cerr << "\n";
-        std::cerr << "insertDeltas 1\n";
+        std::cerr << "insertDeltas 1\n";*/
         deltaM.insertDeltas(n2, deltas);
         colorClsCnt = n1+1; // n1 i the index
         return true;
@@ -98,18 +100,19 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     // starting from node n2 toward the c2, child node of the edge with weight w2
     auto parent = n1;
     auto child = n2;
-    std::cerr << "here: " << p2 << " ";
+    //std::cerr << "here: " << n1 << " " << n2 << " " << parentbv[n2] << " " << p1 << " " << p2 << " ";
     while (child != p2) {
-        auto tmp = parentbv[child];
+        uint64_t tmp = parentbv[child];
+        //std::cerr << " first: " << tmp << " then ";
         parentbv[child] = parent;
         auto prevDeltas = deltaM.getDeltas(child);
-        std::cerr << "insertDeltas 2 " << parent << "->" << child << " ";
+        //std::cerr << "insertDeltas 2 " << parent << "->" << child << " " << tmp << "\n";
         deltaM.insertDeltas(child, deltas);
         deltas = prevDeltas;
         parent = child;
         child = tmp;
     }
-    std::cerr << "\n";
+    //std::cerr << "\n";
     return true;
 }
 
@@ -189,22 +192,22 @@ std::vector<uint64_t> ColorEncoder::buildColor(const sdsl::bit_vector &bv) {
 }
 
 std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
-    std::cerr << "\nhamming dist between " << i << "," << j << "\n";
+    //std::cerr << "\nhamming dist between " << i << "," << j << "\n";
     std::vector<uint64_t> res{0};
     auto n1 = buildColor(i);
     auto n2 = buildColor(j);
-    std::cerr << " merge, ";
+    //std::cerr << " merge, ";
     // merge
     // with slight difference of not inserting values that appear in both vectors
     uint64_t i1{0}, i2{0};
     while (i1 < n1.size() or i2 < n2.size()) {
         if (i1 == n1.size()) {
-            std::cerr << " i1=n1: " << n1.size() << " " << n2.size() << " ";
+            //std::cerr << " i1=n1: " << n1.size() << " " << n2.size() << " ";
             copy(n2.begin()+i2, n2.end(), back_inserter(res));
             i2 = n2.size();
         }
         else if (i2 == n2.size()) {
-            std::cerr << " i2=n2: " << n2.size() << " " << n1.size() << " ";
+            //std::cerr << " i2=n2: " << n2.size() << " " << n1.size() << " ";
             copy(n1.begin()+i1, n1.end(), back_inserter(res));
             i1 = n1.size();
         }
@@ -221,10 +224,10 @@ std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
             }
         }
     }
-    for (auto r : res) {
+    /*for (auto r : res) {
         std::cerr << r << " ";
     }
-    std::cerr << "\n";
+    std::cerr << "\n";*/
     return res;
 }
 
@@ -288,11 +291,11 @@ std::unordered_set<uint64_t> ColorEncoder::neighbors(duplicated_dna::canonical_k
     for (const auto b : duplicated_dna::bases) {
         uint64_t eqid{0}, idx;
         if (exists(b >> n, eqid)) {
-            std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
+            //std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
             result.insert(eqid);
         }
         if (exists(n << b, eqid)) {
-            std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
+            //std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
             result.insert(eqid);
         }
     }

From 80aeff93bdd79b6892c24e7aff4333e222c3cbaf Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 23 Aug 2018 00:42:16 -0400
Subject: [PATCH 104/122] works (except for serialization) :happy:

---
 include/coloreddbg.h   |  8 +++++---
 include/deltaManager.h |  4 ++++
 src/colorEncoder.cc    | 46 ++++++++++++++++++++++++++++++------------
 3 files changed, 42 insertions(+), 16 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 17e3b0e..c94b601 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -281,14 +281,16 @@ void ColoredDbg<qf_obj, key_obj>::bv_buffer_serialize() {
 
 template <class qf_obj, class key_obj>
 void ColoredDbg<qf_obj, key_obj>::serialize() {
-	// serialize the CQF
-	dbg.serialize(prefix + mantis::CQF_FILE);
 
 	//todo fatemeh
-	colorEncoder->serialize(prefix);
 	// serialize the bv buffer last time if needed
 	/*if (get_num_eqclasses() % mantis::NUM_BV_BUFFER > 1)
 		bv_buffer_serialize();*/
+	colorEncoder->serialize(prefix);
+
+	// serialize the CQF
+	dbg.serialize(prefix + mantis::CQF_FILE);
+
 
 	//serialize the eq class id map
 	std::ofstream opfile(prefix + mantis::SAMPLEID_FILE);
diff --git a/include/deltaManager.h b/include/deltaManager.h
index 2a88c91..1276e62 100644
--- a/include/deltaManager.h
+++ b/include/deltaManager.h
@@ -122,6 +122,9 @@ class DeltaManager {
     }
 
     bool serialize(std::string prefix) {
+        std::cerr << "\nSerializing Deltas:\nTotal delta count:" <<
+                  totDeltaCnt << " Total color count:" << colorCnt << "\n";
+
         std::string deltabv_file = prefix + "/delta.bv";
         std::string boundarybv_file = prefix + "/boundary.bv";
 
@@ -129,6 +132,7 @@ class DeltaManager {
         sdsl::bit_vector boundarybv(totDeltaCnt, 0);
         uint64_t j = 0;
         for (uint64_t i = 0; i < colorCnt; i++) {
+            std::cerr << i << " ";
             auto dltas = getDeltas(i);
             for (auto dlt : dltas) {
                 deltabv[j] = dlt;
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index 82595a6..a005437 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -17,7 +17,7 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     std::unordered_set<std::pair<uint64_t, uint64_t>, pair_hash> newEdges;
     // case 1. edge from zero to the node
     if (!hasEdge(zero, eqId)) {
-        std::cerr << "case1: " << eqId << " " << colorClsCnt << "\n";
+        //std::cerr << "case1: " << eqId << " " << colorClsCnt << "\n";
         auto deltas = buildColor(bv);
         updateMST(zero, eqId, deltas);
         addEdge(zero, eqId, deltas.size());
@@ -39,7 +39,7 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     for (auto &newEdge : newEdges) {
         auto deltas = hammingDist(newEdge.first, newEdge.second);
         if (updateMST(newEdge.first, newEdge.second, deltas)) {
-            std::cerr << "case2 " << eqId << " " << colorClsCnt << "\n";
+            //std::cerr << "case2 " << eqId << " " << colorClsCnt << "\n";
         }
         addEdge(newEdge.first, newEdge.second, deltas.size());
     }
@@ -75,7 +75,8 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
         std::cerr << "\n";
         std::cerr << "insertDeltas 1\n";*/
         deltaM.insertDeltas(n2, deltas);
-        colorClsCnt = n1+1; // n1 i the index
+        if (colorClsCnt < n2)
+            colorClsCnt = n2+1; // n2 is the index
         return true;
     }
     // find the max weight edge from each of the ends to their lca, called w1, w2
@@ -100,13 +101,15 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     // starting from node n2 toward the c2, child node of the edge with weight w2
     auto parent = n1;
     auto child = n2;
+    //6 8 0 0 4
     //std::cerr << "here: " << n1 << " " << n2 << " " << parentbv[n2] << " " << p1 << " " << p2 << " ";
     while (child != p2) {
         uint64_t tmp = parentbv[child];
         //std::cerr << " first: " << tmp << " then ";
         parentbv[child] = parent;
         auto prevDeltas = deltaM.getDeltas(child);
-        //std::cerr << "insertDeltas 2 " << parent << "->" << child << " " << tmp << "\n";
+        /*if (n1 == 6 and n2 == 8)
+         std::cerr << parent << "->" << child << " " << tmp << ", ";*/
         deltaM.insertDeltas(child, deltas);
         deltas = prevDeltas;
         parent = child;
@@ -132,7 +135,7 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     deltaIndices.reserve(numWrds);
     bool foundCache = false;
     uint32_t iparent = parentbv[i];
-    std::cerr << "\nwalking mst\n";
+    //std::cerr << "\nwalking mst\n";
     while (i != zero) {
         if (lru_cache.contains(i)) {
             const auto &vs = lru_cache[i];
@@ -142,16 +145,16 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
             foundCache = true;
             break;
         }
-        std::cerr << " " << i;
+        //std::cerr << " " << i;
         deltaIndices.push_back(i);
         i = iparent;
         iparent = parentbv[i];
     }
-    std::cerr << "\n";
+    //std::cerr << "\n";
 
     uint64_t pctr{0};
     for (auto index : deltaIndices) {
-        std::cerr << "getDeltas 1 " << index << "\n";
+        //std::cerr << "getDeltas " << index << "\n";
         auto deltas = deltaM.getDeltas(index);
         for (auto d : deltas) {
             flips[d] ^= 0x01;
@@ -172,7 +175,7 @@ std::vector<uint64_t> ColorEncoder::buildColor(const sdsl::bit_vector &bv) {
     std::vector<uint64_t> setBits;
     setBits.reserve(numSamples);
     uint64_t i = 0;
-    std::cerr << " bv bitsize: " << bv.bit_size() << " ";
+    //std::cerr << " bv bitsize: " << bv.bit_size() << " ";
     while (i < bv.bit_size()) {
         uint64_t bitcnt = numSamples - i >= 64?64:(numSamples - i);
         auto wrd = bv.get_int(i, bitcnt);
@@ -183,11 +186,11 @@ std::vector<uint64_t> ColorEncoder::buildColor(const sdsl::bit_vector &bv) {
         }
         i+=64;
     }
-    std::cerr << " setBits: ";
+    /*std::cerr << " setBits: ";
     for (auto s : setBits) {
         std::cerr << s << " ";
     }
-    std::cerr << "\n";
+    std::cerr << "\n";*/
     return setBits;
 }
 
@@ -236,17 +239,28 @@ std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
 std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2) {
     std::vector<uint64_t> nodes1;
     std::vector<uint64_t> nodes2;
-    auto n = n1;
+    uint64_t n = n1;
+//    if (n1 == 6 and n2 == 8)
+//    std::cerr << "1 ";
     while (n != zero) {
+//        if (n1 == 6 and n2 == 8)
+//            std::cerr << n << " ";
         nodes1.push_back(n);
         n = parentbv[n];
     }
+    nodes1.push_back(zero);
+//    if (n1 == 6 and n2 == 8)
+//    std::cerr << "\n2 ";
     n = n2;
     while (n != zero) {
+//        if (n1 == 6 and n2 == 8)
+//            std::cerr << n << " ";
         nodes2.push_back(n);
         n = parentbv[n];
     }
-
+    nodes2.push_back(zero);
+//    if (n1 == 6 and n2 == 8)
+//    std::cerr << "\n3 lca=";
     auto &n1ref = nodes1;
     auto &n2ref = nodes2;
     if (n1ref.size() < n2ref.size()) {
@@ -258,6 +272,8 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     for (uint64_t j = 0, i = n1ref.size()-n2ref.size(); j < n2ref.size(); i++, j++) {
         if (n1ref[i] == n2ref[j]) {
             lca = n1ref[i];
+//            if (n1 == 6 and n2 == 8)
+//            std::cerr << lca;
             break;
         }
     }
@@ -265,9 +281,13 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     // walk from n1 to lca and find the edge with maximum weight
     Edge e1;
     uint64_t i = 0;
+//    if (n1 == 6 and n2 == 8)
+//    std::cerr << "\n4 ";
     while (n1ref[i] != lca) {
         auto curW = getEdge(n1ref[i], n1ref[i+1]);
         if (e1.weight < curW) {
+//            if (n1 == 6 and n2 == 8)
+//            std::cerr << n1ref[i+1] << " " << n1ref[i] << " " << curW << "\n";
             e1 = Edge(n1ref[i+1], n1ref[i], curW);
         }
         i++;

From 7febf966553c023322ad59ff59c471d16b3b72ea Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Thu, 23 Aug 2018 01:13:03 -0400
Subject: [PATCH 105/122] works!! :dance:

---
 include/colorEncoder.h |  5 +++--
 include/deltaManager.h |  3 ++-
 src/colorEncoder.cc    | 11 ++++++++---
 3 files changed, 13 insertions(+), 6 deletions(-)

diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index bd91388..08f6e2f 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -54,7 +54,8 @@ class ColorEncoder {
             bvSize(approximateClrClsesIn),
             parentbv(bvSize, 0, log2((double)bvSize)+5),//TODO take care of this constant!!
             deltaM(numSamplesIn, bvSize, approximateDeltaCntPerClrCls),
-            colorClsCnt(1) // start with the dummy node
+            colorClsCnt(1), // start with the dummy node
+            lru_cache(100000)
             {
                 std::cerr << "\nColorEncoder Constructor:  bvSize: "
                              << bvSize << " parent size: " << parentbv.size()
@@ -75,7 +76,7 @@ class ColorEncoder {
     CQF<KeyObject> &cqf;
     int k = 20;
     std::unordered_map<std::pair<uint64_t, uint64_t>, uint32_t, pair_hash> edges;
-    LRU::Cache<uint64_t, std::vector<uint64_t>> lru_cache;
+    LRUCacheMap lru_cache;
 
     std::vector<uint64_t> buildColor(uint64_t eqid);
 
diff --git a/include/deltaManager.h b/include/deltaManager.h
index 1276e62..ee1d047 100644
--- a/include/deltaManager.h
+++ b/include/deltaManager.h
@@ -131,7 +131,8 @@ class DeltaManager {
         sdsl::int_vector<> deltabv(totDeltaCnt, 0, slotWidth);
         sdsl::bit_vector boundarybv(totDeltaCnt, 0);
         uint64_t j = 0;
-        for (uint64_t i = 0; i < colorCnt; i++) {
+        boundarybvbv[0] = 1; // TODO careful to add an if in case we're gonna change zero to something other than 0
+        for (uint64_t i = 1; i < colorCnt; i++) {
             std::cerr << i << " ";
             auto dltas = getDeltas(i);
             for (auto dlt : dltas) {
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index a005437..cb8f46e 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -15,12 +15,17 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     // that exist and the edge hasn't been seen
     duplicated_dna::canonical_kmer cur(k, HashUtil::hash_64i(kmer, BITMASK(cqf.keybits())));
     std::unordered_set<std::pair<uint64_t, uint64_t>, pair_hash> newEdges;
+
+    std::vector<uint64_t> setBits;
+    if (!lru_cache.contains(eqId)) {
+        setBits = buildColor(bv);
+        lru_cache.emplace(eqId, setBits);
+    }
     // case 1. edge from zero to the node
     if (!hasEdge(zero, eqId)) {
         //std::cerr << "case1: " << eqId << " " << colorClsCnt << "\n";
-        auto deltas = buildColor(bv);
-        updateMST(zero, eqId, deltas);
-        addEdge(zero, eqId, deltas.size());
+        updateMST(zero, eqId, setBits);
+        addEdge(zero, eqId, setBits.size());
     }
 
     // case 2. edges between the node and its neighbors

From 5138bd02e09af8aa14a50d3b59a172c4fbe91f3c Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Thu, 23 Aug 2018 01:12:27 -0700
Subject: [PATCH 106/122] Adding auto resize.

---
 include/coloreddbg.h | 144 +++++++++++++++++++++++--------------------
 src/query.cc         |   1 -
 2 files changed, 77 insertions(+), 68 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 2ed8358..0f668c9 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -1,16 +1,8 @@
 /*
  * ============================================================================
  *
- *       Filename:  coloreddbg.h
- *
- *    Description:  
- *
- *        Version:  1.0
- *        Created:  2017-10-24 08:49:22 PM
- *       Revision:  none
- *       Compiler:  gcc
- *
  *         Author:  Prashant Pandey (), ppandey@cs.stonybrook.edu
+ *                  Mike Ferdman (), mferdman@cs.stonybrook.edu
  *   Organization:  Stony Brook University
  *
  * ============================================================================
@@ -45,27 +37,28 @@ struct hash128 {
 		__uint128_t val = val128;
 		// Using the same seed as we use in k-mer hashing.
 		return MurmurHash64A((void*)&val, sizeof(__uint128_t),
-																	 2038074743);
+												 2038074743);
 	}
 };
 
 template <typename Key, typename Value>
-  using cdbg_bv_map_t = spp::sparse_hash_map<Key, Value, hash128>;
+using cdbg_bv_map_t = spp::sparse_hash_map<Key, Value, hash128>;
 
-using default_cdbg_bv_map_t = cdbg_bv_map_t<__uint128_t, std::pair<uint64_t,uint64_t>>;
+using default_cdbg_bv_map_t = cdbg_bv_map_t<__uint128_t,
+			std::pair<uint64_t,uint64_t>>;
 
 template <class qf_obj, class key_obj>
 class ColoredDbg {
-  	public:
+	public:
 		ColoredDbg(std::string& cqf_file, std::vector<std::string>& eqclass_files,
 							 std::string& sample_file);
 
 		ColoredDbg(uint64_t qbits, uint64_t key_bits, enum qf_hashmode hashmode,
 							 uint32_t seed, std::string& prefix, uint64_t nqf);
-		
+
 		void build_sampleid_map(qf_obj *incqfs);
 
-    default_cdbg_bv_map_t&
+		default_cdbg_bv_map_t&
 			construct(qf_obj *incqfs, uint64_t num_kmers);
 
 		void set_console(spdlog::logger* c) { console = c; }
@@ -85,9 +78,11 @@ class ColoredDbg {
 		void set_flush_eqclass_dist(void) { flush_eqclass_dis = true; }
 
 	private:
-    // returns true if adding this k-mer increased the number of equivalence classes
-    // and false otherwise.
-		bool add_kmer(const typename key_obj::kmer_t& hash, const BitVector& vector);
+		// returns true if adding this k-mer increased the number of equivalence
+		// classes
+		// and false otherwise.
+		bool add_kmer(const typename key_obj::kmer_t& hash, const BitVector&
+									vector);
 		void add_bitvector(const BitVector& vector, uint64_t eq_id);
 		void add_eq_class(BitVector vector, uint64_t id);
 		uint64_t get_next_available_id(void);
@@ -105,7 +100,7 @@ class ColoredDbg {
 		uint64_t num_samples;
 		uint64_t num_serializations;
 		bool flush_eqclass_dis{false};
-    std::time_t start_time_;
+		std::time_t start_time_;
 		spdlog::logger* console;
 };
 
@@ -158,28 +153,28 @@ template <class qf_obj, class key_obj>
 void ColoredDbg<qf_obj,
 		 key_obj>::reshuffle_bit_vectors(cdbg_bv_map_t<__uint128_t,
 																		 std::pair<uint64_t, uint64_t>>& map) {
-	BitVector new_bv_buffer(mantis::NUM_BV_BUFFER * num_samples);
-	for (auto& it_input : map) {
-		auto it_local = eqclass_map.find(it_input.first);
-		if (it_local == eqclass_map.end()) {
-			console->error("Can't find the vector hash during shuffling");
-			exit(1);
-		} else {
-			assert(it_local->second.first <= mantis::NUM_BV_BUFFER && it_input.second.first
-						 <= mantis::NUM_BV_BUFFER);
-			uint64_t src_idx = ((it_local->second.first - 1) * num_samples);
-			uint64_t dest_idx = ((it_input.second.first - 1) * num_samples);
-			for (uint32_t i = 0; i < num_samples; i++, src_idx++, dest_idx++)
-				if (bv_buffer[src_idx])
-					new_bv_buffer[dest_idx] = 1;
-		}
-	}
-	bv_buffer = new_bv_buffer;
-}
+			 BitVector new_bv_buffer(mantis::NUM_BV_BUFFER * num_samples);
+			 for (auto& it_input : map) {
+				 auto it_local = eqclass_map.find(it_input.first);
+				 if (it_local == eqclass_map.end()) {
+					 console->error("Can't find the vector hash during shuffling");
+					 exit(1);
+				 } else {
+					 assert(it_local->second.first <= mantis::NUM_BV_BUFFER &&
+									it_input.second.first <= mantis::NUM_BV_BUFFER);
+					 uint64_t src_idx = ((it_local->second.first - 1) * num_samples);
+					 uint64_t dest_idx = ((it_input.second.first - 1) * num_samples);
+					 for (uint32_t i = 0; i < num_samples; i++, src_idx++, dest_idx++)
+						 if (bv_buffer[src_idx])
+							 new_bv_buffer[dest_idx] = 1;
+				 }
+			 }
+			 bv_buffer = new_bv_buffer;
+		 }
 
 template <class qf_obj, class key_obj>
 void ColoredDbg<qf_obj, key_obj>::reinit(cdbg_bv_map_t<__uint128_t,
-																		 std::pair<uint64_t, uint64_t>>& map) {
+																				 std::pair<uint64_t, uint64_t>>& map) {
 	dbg.reset();
 	reshuffle_bit_vectors(map);
 	// Check if the current bit vector buffer is full and needs to be serialized.
@@ -194,8 +189,8 @@ void ColoredDbg<qf_obj, key_obj>::reinit(cdbg_bv_map_t<__uint128_t,
 }
 
 template <class qf_obj, class key_obj>
-bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key, const BitVector&
-																					 vector) {
+bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t&
+																					 key, const BitVector& vector) {
 	// A kmer (hash) is seen only once during the merge process.
 	// So we insert every kmer in the dbg
 	uint64_t eq_id;
@@ -204,7 +199,7 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key,
 																				2038074751);
 
 	auto it = eqclass_map.find(vec_hash);
-  bool added_eq_class{false};
+	bool added_eq_class{false};
 	// Find if the eqclass of the kmer is already there.
 	// If it is there then increment the abundance.
 	// Else create a new eq class.
@@ -212,40 +207,50 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t& key,
 		// eq class is seen for the first time.
 		eq_id = get_next_available_id();
 		eqclass_map.emplace(std::piecewise_construct,
-															std::forward_as_tuple(vec_hash),
-															std::forward_as_tuple(eq_id, 1));
+												std::forward_as_tuple(vec_hash),
+												std::forward_as_tuple(eq_id, 1));
 		add_bitvector(vector, eq_id - 1);
-    added_eq_class = true;
+		added_eq_class = true;
 	} else { // eq class is seen before so increment the abundance.
 		eq_id = it->second.first;
-    // with standard map
-    it->second.second += 1; // update the abundance.
+		// with standard map
+		it->second.second += 1; // update the abundance.
+	}
+
+	// we use the count to store the eqclass ids
+	int ret = dbg.insert(KeyObject(key,0,eq_id), QF_KEY_IS_HASH);
+	if (ret == QF_NO_SPACE) {
+		// This means that auto_resize failed. 
+		console->error("The CQF is full and auto resize failed. Please rerun build with a bigger size.");
+		exit(1);
 	}
 
-	dbg.insert(KeyObject(key,0,eq_id), QF_KEY_IS_HASH); // we use the count to store the eqclass ids
-  return added_eq_class;
+	return added_eq_class;
 }
 
 template <class qf_obj, class key_obj>
-void ColoredDbg<qf_obj, key_obj>::add_bitvector(const BitVector& vector, uint64_t
-																								eq_id) {
+void ColoredDbg<qf_obj, key_obj>::add_bitvector(const BitVector& vector,
+																								uint64_t eq_id) {
 	uint64_t start_idx = (eq_id  % mantis::NUM_BV_BUFFER) * num_samples;
 	for (uint32_t i = 0; i < num_samples/64*64; i+=64)
 		bv_buffer.set_int(start_idx+i, vector.get_int(i, 64), 64);
 	if (num_samples%64)
-		bv_buffer.set_int(start_idx+num_samples/64*64, vector.get_int(num_samples/64*64, num_samples%64), num_samples%64);
+		bv_buffer.set_int(start_idx+num_samples/64*64,
+											vector.get_int(num_samples/64*64, num_samples%64),
+											num_samples%64);
 }
 
 template <class qf_obj, class key_obj>
 void ColoredDbg<qf_obj, key_obj>::bv_buffer_serialize() {
 	BitVector bv_temp(bv_buffer);
 	if (get_num_eqclasses() % mantis::NUM_BV_BUFFER > 0) {
-		bv_temp.resize((get_num_eqclasses() % mantis::NUM_BV_BUFFER) * num_samples);
+		bv_temp.resize((get_num_eqclasses() % mantis::NUM_BV_BUFFER) *
+									 num_samples);
 	}
 
 	BitVectorRRR final_com_bv(bv_temp);
 	std::string bv_file(prefix + std::to_string(num_serializations) + "_" +
-                      mantis::EQCLASS_FILE);
+											mantis::EQCLASS_FILE);
 	sdsl::store_to_file(final_com_bv, bv_file);
 	bv_buffer = BitVector(bv_buffer.bit_size());
 	num_serializations++;
@@ -270,7 +275,8 @@ void ColoredDbg<qf_obj, key_obj>::serialize() {
 		// dump eq class abundance dist for further analysis.
 		std::ofstream tmpfile(prefix + "eqclass_dist.lst");
 		for (auto sample : eqclass_map)
-			tmpfile << sample.second.first << " " << sample.second.second << std::endl;
+			tmpfile << sample.second.first << " " << sample.second.second <<
+				std::endl;
 		tmpfile.close();
 	}
 }
@@ -301,8 +307,8 @@ ColoredDbg<qf_obj,key_obj>::find_samples(const mantis::QuerySet& kmers) {
 			uint64_t len = std::min((uint64_t)64, num_samples - w * 64);
 			uint64_t wrd = eqclasses[bucket_idx].get_int(bucket_offset, len);
 			for (uint32_t i = 0, sCntr = w * 64; i < len; i++, sCntr++)
-					if ((wrd >> i) & 0x01)
-							sample_map[sCntr] += count;
+				if ((wrd >> i) & 0x01)
+					sample_map[sCntr] += count;
 			bucket_offset += len;
 		}
 	}
@@ -315,7 +321,7 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 {
 	uint64_t counter = 0;
 
-  bool is_sampling = (num_kmers < std::numeric_limits<uint64_t>::max());
+	bool is_sampling = (num_kmers < std::numeric_limits<uint64_t>::max());
 
 	struct Iterator {
 		QFi qfi;
@@ -335,14 +341,14 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 			return key() > rhs.key();
 		}
 		const typename key_obj::kmer_t& key() const { return kmer; }
-	private:
+		private:
 		void get_key() {
 			uint64_t value, count;
 			qfi_get_hash(&qfi, &kmer, &value, &count);
 		}
 	};
 
-  struct Minheap_PQ {
+	struct Minheap_PQ {
 		void push(const Iterator& obj) {
 			c.emplace_back(obj);
 			std::push_heap(c.begin(), c.end(), std::greater<Iterator>());
@@ -357,7 +363,7 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		}
 		Iterator& top() { return c.front(); }
 		bool empty() const { return c.empty(); }
-	private:
+		private:
 		std::vector<Iterator> c;
 	};
 	Minheap_PQ minheap;
@@ -366,7 +372,7 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		Iterator qfi(i, incqfs[i].obj->get_cqf());
 		if (qfi.end()) continue;
 		minheap.push(qfi);
-  }
+	}
 
 	while (!minheap.empty()) {
 		BitVector eq_class(num_samples);
@@ -393,20 +399,21 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		}
 
 		// Check if the bit vector buffer is full and needs to be serialized.
-		if (added_eq_class and (get_num_eqclasses() % mantis::NUM_BV_BUFFER == 0)) {
+		if (added_eq_class and (get_num_eqclasses() % mantis::NUM_BV_BUFFER == 0))
+		{
 			// Check if the process is in the sampling phase.
 			if (is_sampling) {
 				break;
-      } else {
+			} else {
 				// The bit vector buffer is full.
 				console->info("Serializing bit vector with {} eq classes.",
 											get_num_eqclasses());
 				bv_buffer_serialize();
 			}
 		} else if (counter > num_kmers) {
-      // Check if the sampling phase is finished based on the number of k-mers.
+			// Check if the sampling phase is finished based on the number of k-mers.
 			break;
-    }
+		}
 
 		while(!minheap.empty() && minheap.top().end()) minheap.pop();
 	}
@@ -428,14 +435,17 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(uint64_t qbits, uint64_t key_bits,
 																				uint32_t seed, std::string& prefix,
 																				uint64_t nqf) :
 	dbg(qbits, key_bits, hashmode, seed), bv_buffer(mantis::NUM_BV_BUFFER * nqf),
-    prefix(prefix), num_samples(nqf), num_serializations(0), start_time_(std::time(nullptr)) {}
+	prefix(prefix), num_samples(nqf), num_serializations(0),
+	start_time_(std::time(nullptr)) {
+		dbg.set_auto_resize();
+	}
 
 template <class qf_obj, class key_obj>
 ColoredDbg<qf_obj, key_obj>::ColoredDbg(std::string& cqf_file,
 																				std::vector<std::string>&
 																				eqclass_files, std::string&
 																				sample_file)
-    : dbg(cqf_file, CQF_FREAD), bv_buffer(), start_time_(std::time(nullptr)) {
+: dbg(cqf_file, CQF_FREAD), bv_buffer(), start_time_(std::time(nullptr)) {
 	num_samples = 0;
 	num_serializations = 0;
 
diff --git a/src/query.cc b/src/query.cc
index ce0d790..bb526f3 100644
--- a/src/query.cc
+++ b/src/query.cc
@@ -66,7 +66,6 @@ void output_results(mantis::QuerySets& multi_kmers,
   }
 }
 
-
 void output_results_json(mantis::QuerySets& multi_kmers,
 												 ColoredDbg<SampleObject<CQF<KeyObject>*>, KeyObject>&
 												 cdbg, std::ofstream& opfile) {

From e96e251cd4efb16531b102ae253ad733d567fcf7 Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Thu, 23 Aug 2018 01:33:52 -0700
Subject: [PATCH 107/122] Fixing a minor corner condition in find_samples code.

---
 include/coloreddbg.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 0f668c9..aeaec85 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -262,7 +262,7 @@ void ColoredDbg<qf_obj, key_obj>::serialize() {
 	dbg.serialize(prefix + mantis::CQF_FILE);
 
 	// serialize the bv buffer last time if needed
-	if (get_num_eqclasses() % mantis::NUM_BV_BUFFER > 1)
+	if (get_num_eqclasses() % mantis::NUM_BV_BUFFER > 0)
 		bv_buffer_serialize();
 
 	//serialize the eq class id map

From 542ea3ccda7d7e0645bf13b77b5c2947713bff72 Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Thu, 23 Aug 2018 02:16:23 -0700
Subject: [PATCH 108/122] Fixing a minor bug in the itertor in coloreddbg.h

---
 include/coloreddbg.h | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index aeaec85..31fba2d 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -218,7 +218,7 @@ bool ColoredDbg<qf_obj, key_obj>::add_kmer(const typename key_obj::kmer_t&
 	}
 
 	// we use the count to store the eqclass ids
-	int ret = dbg.insert(KeyObject(key,0,eq_id), QF_KEY_IS_HASH);
+	int ret = dbg.insert(KeyObject(key,0,eq_id), QF_NO_LOCK | QF_KEY_IS_HASH);
 	if (ret == QF_NO_SPACE) {
 		// This means that auto_resize failed. 
 		console->error("The CQF is full and auto resize failed. Please rerun build with a bigger size.");
@@ -328,7 +328,8 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 		typename key_obj::kmer_t kmer;
 		uint32_t id;
 		Iterator(uint32_t id, const QF* cqf): id(id) {
-			if (qf_iterator_from_position(cqf, &qfi, 0)) get_key();
+			if (qf_iterator_from_position(cqf, &qfi, 0) != QFI_INVALID)
+				get_key();
 		}
 		void next() {
 			qfi_next(&qfi);

From fcd68c2fd487b5993c26b35c3c75cc5f0b9f2b8c Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 24 Aug 2018 15:53:43 -0400
Subject: [PATCH 109/122] This works correctly ;p

---
 include/deltaManager.h | 10 +++++----
 src/CMakeLists.txt     |  2 --
 src/colorEncoder.cc    | 47 ++++++++++++++++++++++++++++++++++--------
 src/walkMSF.cc         | 26 +++++++++++++++++++----
 4 files changed, 66 insertions(+), 19 deletions(-)

diff --git a/include/deltaManager.h b/include/deltaManager.h
index ee1d047..e37a6a4 100644
--- a/include/deltaManager.h
+++ b/include/deltaManager.h
@@ -125,22 +125,24 @@ class DeltaManager {
         std::cerr << "\nSerializing Deltas:\nTotal delta count:" <<
                   totDeltaCnt << " Total color count:" << colorCnt << "\n";
 
-        std::string deltabv_file = prefix + "/delta.bv";
+        std::string deltabv_file = prefix + "/deltas.bv";
         std::string boundarybv_file = prefix + "/boundary.bv";
 
         sdsl::int_vector<> deltabv(totDeltaCnt, 0, slotWidth);
         sdsl::bit_vector boundarybv(totDeltaCnt, 0);
-        uint64_t j = 0;
-        boundarybvbv[0] = 1; // TODO careful to add an if in case we're gonna change zero to something other than 0
+        uint64_t j = 1;
+        boundarybv[0] = 1; // TODO careful to add an if in case we're gonna change zero to something other than 0
         for (uint64_t i = 1; i < colorCnt; i++) {
-            std::cerr << i << " ";
+            //std::cerr << i << " ";
             auto dltas = getDeltas(i);
             for (auto dlt : dltas) {
+                if (dlt == 0) {std::cerr << i << " ";}
                 deltabv[j] = dlt;
                 j++;
             }
             boundarybv[j-1] = 1;
         }
+        std::cerr << "\n";
         bool deltabvSuccessfullyStored = sdsl::store_to_file(deltabv, deltabv_file);
         bool boundarybvSuccessfullyStored = sdsl::store_to_file(boundarybv, boundarybv_file);
 
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 4e7c35d..cdde09c 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -66,7 +66,6 @@ endif()
 install(TARGETS mantis
         RUNTIME DESTINATION bin)
 
-#[[
 add_executable(msf MSF.cc)
 target_include_directories(msf PUBLIC
 				  $<BUILD_INTERFACE:${CMAKE_SOURCE_DIR}/include>)
@@ -93,7 +92,6 @@ target_include_directories(walkCqf PUBLIC
 target_link_libraries(walkCqf
 		mantis_core)
 set_property(TARGET walkCqf PROPERTY INTERPROCEDURAL_OPTIMIZATION True)
-]]
 
 
 
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index cb8f46e..e0f7f05 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -54,7 +54,7 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
 }
 
 bool ColorEncoder::serialize(std::string prefix) {
-    std::string parentbv_file = prefix + "/parent.bv";
+    std::string parentbv_file = prefix + "/parents.bv";
     parentbv.resize(colorClsCnt);
     bool parentSuccessfullyStored = sdsl::store_to_file(parentbv, parentbv_file);
     parentbv.resize(0);
@@ -133,7 +133,7 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     uint64_t numWrds = numSamples/64+1;
     eq.reserve(numWrds);
 
-    std::vector<uint32_t> flips(numSamples);
+    std::vector<uint32_t> flips(numSamples, 0);
     std::vector<uint32_t> xorflips(numSamples, 0);
     uint64_t i{eqid};
     std::vector<uint64_t> deltaIndices;
@@ -142,14 +142,14 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     uint32_t iparent = parentbv[i];
     //std::cerr << "\nwalking mst\n";
     while (i != zero) {
-        if (lru_cache.contains(i)) {
+        /*if (lru_cache.contains(i)) {
             const auto &vs = lru_cache[i];
             for (auto v : vs) {
                 xorflips[v] = 1;
             }
             foundCache = true;
             break;
-        }
+        }*/
         //std::cerr << " " << i;
         deltaIndices.push_back(i);
         i = iparent;
@@ -169,6 +169,9 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     // return the indices of set bits
     uint64_t one = 1;
     for (auto i = 0; i < numSamples; i++) {
+        /*if (i == 0 and (flips[i] ^ xorflips[i])) {
+            std::cerr << eqid << " " << flips[i] << " " << xorflips[i] << "\n";
+        }*/
         if (flips[i] ^ xorflips[i]) {
             eq.push_back(i);
         }
@@ -201,17 +204,36 @@ std::vector<uint64_t> ColorEncoder::buildColor(const sdsl::bit_vector &bv) {
 
 std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
     //std::cerr << "\nhamming dist between " << i << "," << j << "\n";
-    std::vector<uint64_t> res{0};
+    std::vector<uint64_t> res;
+    //std::cerr << "\n";
     auto n1 = buildColor(i);
     auto n2 = buildColor(j);
+    /*std::cerr << "\nLook\n";
+    for (auto cc : n1) {
+        std::cerr << cc << " ";
+    }
+    std::cerr << "\n";
+    for (auto cc : n2) {
+        std::cerr << cc << " ";
+    }
+    std::cerr <<"\n";*/
     //std::cerr << " merge, ";
     // merge
     // with slight difference of not inserting values that appear in both vectors
     uint64_t i1{0}, i2{0};
     while (i1 < n1.size() or i2 < n2.size()) {
         if (i1 == n1.size()) {
-            //std::cerr << " i1=n1: " << n1.size() << " " << n2.size() << " ";
+//            std::cerr << " i1=n1: " << i1 << " " << i2 << ", ";
+//            for (auto kk : n2) {
+//                std::cerr << kk << " ";
+//            }
+//            std::cerr <<"\n";
             copy(n2.begin()+i2, n2.end(), back_inserter(res));
+//            std::cerr << res.size() << ", ";
+//            for (auto kk : res) {
+//                std::cerr << kk << " ";
+//            }
+//            std::cerr <<"\n";
             i2 = n2.size();
         }
         else if (i2 == n2.size()) {
@@ -221,21 +243,28 @@ std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
         }
         else {
             if (n1[i1] < n2[i2]) {
+                //std::cerr << "pushing n1[i1] " << n1[i1] << ", ";
                 res.push_back(n1[i1]);
                 i1++;
             } else if (n2[i2] < n1[i1]) {
+                //std::cerr << "pushing n2[i2] " << n2[i2] << ", ";
                 res.push_back(n2[i2]);
                 i2++;
             } else { //n1[i1] == n2[i2] both have a set bit at the same index
+                //std::cerr << i1 << " " << i2 << " to ";
                 i1++;
                 i2++;
+                //std::cerr << i1 << " " << i2 << ", ";
             }
         }
     }
     /*for (auto r : res) {
-        std::cerr << r << " ";
-    }
-    std::cerr << "\n";*/
+        if (r == 0) {
+            std::cerr << "haming: " << i << " " << j << " " << n1.size() << " " << n2.size() << "\n";
+            exit(1);
+        }
+    }*/
+    //std::cerr << "\n";
     return res;
 }
 
diff --git a/src/walkMSF.cc b/src/walkMSF.cc
index 4fb5509..fdf9b94 100644
--- a/src/walkMSF.cc
+++ b/src/walkMSF.cc
@@ -16,6 +16,7 @@
 #include "lru/lru.hpp"
 #include "tsl/hopscotch_map.h"
 #include "nonstd/optional.hpp"
+#include <bitset>
 
 struct QueryStats {
     uint32_t cnt = 0, cacheCntr = 0, noCacheCntr{0};
@@ -93,7 +94,7 @@ class MSFQuery {
         sdsl::load_from_file(deltabv, indexDir + "/deltas.bv");
         sdsl::load_from_file(bbv, indexDir + "/boundary.bv");
         sbbv = sdsl::bit_vector::select_1_type(&bbv);
-        zero = parentbv.size() - 1; // maximum color id which
+        zero = 0; //parentbv.size() - 1; // maximum color id which
         std::cerr << "Loaded the new color class index\n";
         std::cerr << "--> parent size: " << parentbv.size() << "\n"
                   << "--> delta size: " << deltabv.size() << "\n"
@@ -105,6 +106,7 @@ class MSFQuery {
                                      RankScores* rs,
                                      nonstd::optional<uint64_t>& toDecode, // output param.  Also decode these
                                      bool all = true) {
+        eqid++;
         (void)rs;
         std::vector<uint32_t> flips(numSamples);
         std::vector<uint32_t> xorflips(numSamples, 0);
@@ -139,6 +141,7 @@ class MSFQuery {
                 toDecode = iparent;
               }
             }
+            //std::cerr << i << "->" << iparent << ", ";
             i = iparent;
             iparent = parentbv[i];
             ++queryStats.totSel;
@@ -159,6 +162,7 @@ class MSFQuery {
           }
         }
         */
+        //std::cerr << "\n";
         uint64_t pctr{0};
         for (auto f : froms) {
             bool found = false;
@@ -166,9 +170,11 @@ class MSFQuery {
             //auto j = f;
             uint64_t offset{0};
             auto start = f;
+            //std::cerr << "\n" << f << "\n";
             do {
               wrd = bbv.get_int(start, 64);
               for (uint64_t j = 0; j < 64; j++) {
+                //std::cerr << deltabv[start+j] << ",";
                 flips[deltabv[start + j]] ^= 0x01;
                 if ((wrd >> j) & 0x01) {
                   found = true;
@@ -177,7 +183,9 @@ class MSFQuery {
               }
               start += 64;
             } while (!found);
+            //std::cerr << " -- ";
         }
+        //std::cerr << "\n";
 
         if (!all) { // return the indices of set bits
             std::vector<uint64_t> eq;
@@ -406,13 +414,23 @@ int main(int argc, char *argv[]) {
             if (newEq != oldEq) {
                 std::cerr << "AAAAA! LOOOSER!!\n";
                 std::cerr << cntr << ": index=" << idx << "\n";
-                std::cerr << "new size: " << newEq.size() << " old size: " << oldEq.size() << "\n";
+                //std::cerr << "new size: " << newEq.size() << " old size: " << oldEq.size() << "\n";
+                std::cerr << "n ";
                 for (auto k = 0; k < newEq.size(); k++) {
-                    std::cerr << newEq[k] << " " << oldEq[k] << "\n";
+                    std::cerr << std::bitset<64>(newEq[k]);
                 }
-                std::exit(1);
+                std::cerr << "\no ";
+                for (auto k = 0; k < oldEq.size(); k++) {
+                    std::cerr << std::bitset<64>(oldEq[k]);
+                }
+                std::cerr << "\n";
+                //std::exit(1);
             }
+            //std::cerr << "\n";
             cntr++;
+            /*if (cntr == 20) {
+                std::exit(1);
+            }*/
             if (cntr % 10000000 == 0) {
                 std::cerr << cntr << " eqs were the same\n";
             }

From 8f3a64e324b28aa47b109dee2ce1901e734674ad Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 24 Aug 2018 16:10:27 -0400
Subject: [PATCH 110/122] cleaning the code

---
 include/coloreddbg.h   |  3 +-
 include/deltaManager.h |  2 -
 src/colorEncoder.cc    | 87 ++----------------------------------------
 src/walkMSF.cc         | 23 +----------
 4 files changed, 6 insertions(+), 109 deletions(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index c94b601..15384fd 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -287,8 +287,9 @@ void ColoredDbg<qf_obj, key_obj>::serialize() {
 	/*if (get_num_eqclasses() % mantis::NUM_BV_BUFFER > 1)
 		bv_buffer_serialize();*/
 	colorEncoder->serialize(prefix);
-
+	console->info("Done serializing the color class info");
 	// serialize the CQF
+	console->info("Serializing the CQF .. ");
 	dbg.serialize(prefix + mantis::CQF_FILE);
 
 
diff --git a/include/deltaManager.h b/include/deltaManager.h
index e37a6a4..3629ec2 100644
--- a/include/deltaManager.h
+++ b/include/deltaManager.h
@@ -133,10 +133,8 @@ class DeltaManager {
         uint64_t j = 1;
         boundarybv[0] = 1; // TODO careful to add an if in case we're gonna change zero to something other than 0
         for (uint64_t i = 1; i < colorCnt; i++) {
-            //std::cerr << i << " ";
             auto dltas = getDeltas(i);
             for (auto dlt : dltas) {
-                if (dlt == 0) {std::cerr << i << " ";}
                 deltabv[j] = dlt;
                 j++;
             }
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index e0f7f05..2face41 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -23,7 +23,6 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     }
     // case 1. edge from zero to the node
     if (!hasEdge(zero, eqId)) {
-        //std::cerr << "case1: " << eqId << " " << colorClsCnt << "\n";
         updateMST(zero, eqId, setBits);
         addEdge(zero, eqId, setBits.size());
     }
@@ -40,12 +39,9 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
             }
         }
     }
-    //std::cerr << "case2 " << eqId << " " << colorClsCnt << " " << newEdges.size() << "\n";
     for (auto &newEdge : newEdges) {
         auto deltas = hammingDist(newEdge.first, newEdge.second);
-        if (updateMST(newEdge.first, newEdge.second, deltas)) {
-            //std::cerr << "case2 " << eqId << " " << colorClsCnt << "\n";
-        }
+        updateMST(newEdge.first, newEdge.second, deltas);
         addEdge(newEdge.first, newEdge.second, deltas.size());
     }
     if (newEdges.size())
@@ -64,7 +60,6 @@ bool ColorEncoder::serialize(std::string prefix) {
 
 // deltas should *NOT* be passed by reference
 bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> deltas) { // n2 > n1
-    //std::cerr << "updateMST: n1= " << n1 << " , n2=" << n2 << " ";
     if (n1 > n2) {
         std::swap(n1, n2);
     }
@@ -74,11 +69,6 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     // The only time that we will see the edge zero -> n2 is when n2 is observed for the first time
     if (n1 == zero) {
         parentbv[n2] = n1;
-        /*for (auto d : deltas) {
-            std::cerr << d << " ";
-        }
-        std::cerr << "\n";
-        std::cerr << "insertDeltas 1\n";*/
         deltaM.insertDeltas(n2, deltas);
         if (colorClsCnt < n2)
             colorClsCnt = n2+1; // n2 is the index
@@ -106,21 +96,15 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     // starting from node n2 toward the c2, child node of the edge with weight w2
     auto parent = n1;
     auto child = n2;
-    //6 8 0 0 4
-    //std::cerr << "here: " << n1 << " " << n2 << " " << parentbv[n2] << " " << p1 << " " << p2 << " ";
     while (child != p2) {
         uint64_t tmp = parentbv[child];
-        //std::cerr << " first: " << tmp << " then ";
         parentbv[child] = parent;
         auto prevDeltas = deltaM.getDeltas(child);
-        /*if (n1 == 6 and n2 == 8)
-         std::cerr << parent << "->" << child << " " << tmp << ", ";*/
         deltaM.insertDeltas(child, deltas);
         deltas = prevDeltas;
         parent = child;
         child = tmp;
     }
-    //std::cerr << "\n";
     return true;
 }
 
@@ -140,26 +124,22 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     deltaIndices.reserve(numWrds);
     bool foundCache = false;
     uint32_t iparent = parentbv[i];
-    //std::cerr << "\nwalking mst\n";
     while (i != zero) {
-        /*if (lru_cache.contains(i)) {
+        if (lru_cache.contains(i)) {
             const auto &vs = lru_cache[i];
             for (auto v : vs) {
                 xorflips[v] = 1;
             }
             foundCache = true;
             break;
-        }*/
-        //std::cerr << " " << i;
+        }
         deltaIndices.push_back(i);
         i = iparent;
         iparent = parentbv[i];
     }
-    //std::cerr << "\n";
 
     uint64_t pctr{0};
     for (auto index : deltaIndices) {
-        //std::cerr << "getDeltas " << index << "\n";
         auto deltas = deltaM.getDeltas(index);
         for (auto d : deltas) {
             flips[d] ^= 0x01;
@@ -169,9 +149,6 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     // return the indices of set bits
     uint64_t one = 1;
     for (auto i = 0; i < numSamples; i++) {
-        /*if (i == 0 and (flips[i] ^ xorflips[i])) {
-            std::cerr << eqid << " " << flips[i] << " " << xorflips[i] << "\n";
-        }*/
         if (flips[i] ^ xorflips[i]) {
             eq.push_back(i);
         }
@@ -183,7 +160,6 @@ std::vector<uint64_t> ColorEncoder::buildColor(const sdsl::bit_vector &bv) {
     std::vector<uint64_t> setBits;
     setBits.reserve(numSamples);
     uint64_t i = 0;
-    //std::cerr << " bv bitsize: " << bv.bit_size() << " ";
     while (i < bv.bit_size()) {
         uint64_t bitcnt = numSamples - i >= 64?64:(numSamples - i);
         auto wrd = bv.get_int(i, bitcnt);
@@ -194,77 +170,38 @@ std::vector<uint64_t> ColorEncoder::buildColor(const sdsl::bit_vector &bv) {
         }
         i+=64;
     }
-    /*std::cerr << " setBits: ";
-    for (auto s : setBits) {
-        std::cerr << s << " ";
-    }
-    std::cerr << "\n";*/
     return setBits;
 }
 
 std::vector<uint64_t> ColorEncoder::hammingDist(uint64_t i, uint64_t j) {
-    //std::cerr << "\nhamming dist between " << i << "," << j << "\n";
     std::vector<uint64_t> res;
-    //std::cerr << "\n";
     auto n1 = buildColor(i);
     auto n2 = buildColor(j);
-    /*std::cerr << "\nLook\n";
-    for (auto cc : n1) {
-        std::cerr << cc << " ";
-    }
-    std::cerr << "\n";
-    for (auto cc : n2) {
-        std::cerr << cc << " ";
-    }
-    std::cerr <<"\n";*/
-    //std::cerr << " merge, ";
     // merge
     // with slight difference of not inserting values that appear in both vectors
     uint64_t i1{0}, i2{0};
     while (i1 < n1.size() or i2 < n2.size()) {
         if (i1 == n1.size()) {
-//            std::cerr << " i1=n1: " << i1 << " " << i2 << ", ";
-//            for (auto kk : n2) {
-//                std::cerr << kk << " ";
-//            }
-//            std::cerr <<"\n";
             copy(n2.begin()+i2, n2.end(), back_inserter(res));
-//            std::cerr << res.size() << ", ";
-//            for (auto kk : res) {
-//                std::cerr << kk << " ";
-//            }
-//            std::cerr <<"\n";
             i2 = n2.size();
         }
         else if (i2 == n2.size()) {
-            //std::cerr << " i2=n2: " << n2.size() << " " << n1.size() << " ";
             copy(n1.begin()+i1, n1.end(), back_inserter(res));
             i1 = n1.size();
         }
         else {
             if (n1[i1] < n2[i2]) {
-                //std::cerr << "pushing n1[i1] " << n1[i1] << ", ";
                 res.push_back(n1[i1]);
                 i1++;
             } else if (n2[i2] < n1[i1]) {
-                //std::cerr << "pushing n2[i2] " << n2[i2] << ", ";
                 res.push_back(n2[i2]);
                 i2++;
             } else { //n1[i1] == n2[i2] both have a set bit at the same index
-                //std::cerr << i1 << " " << i2 << " to ";
                 i1++;
                 i2++;
-                //std::cerr << i1 << " " << i2 << ", ";
             }
         }
     }
-    /*for (auto r : res) {
-        if (r == 0) {
-            std::cerr << "haming: " << i << " " << j << " " << n1.size() << " " << n2.size() << "\n";
-            exit(1);
-        }
-    }*/
-    //std::cerr << "\n";
     return res;
 }
 
@@ -274,27 +211,17 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     std::vector<uint64_t> nodes1;
     std::vector<uint64_t> nodes2;
     uint64_t n = n1;
-//    if (n1 == 6 and n2 == 8)
-//    std::cerr << "1 ";
     while (n != zero) {
-//        if (n1 == 6 and n2 == 8)
-//            std::cerr << n << " ";
         nodes1.push_back(n);
         n = parentbv[n];
     }
     nodes1.push_back(zero);
-//    if (n1 == 6 and n2 == 8)
-//    std::cerr << "\n2 ";
     n = n2;
     while (n != zero) {
-//        if (n1 == 6 and n2 == 8)
-//            std::cerr << n << " ";
         nodes2.push_back(n);
         n = parentbv[n];
     }
     nodes2.push_back(zero);
-//    if (n1 == 6 and n2 == 8)
-//    std::cerr << "\n3 lca=";
     auto &n1ref = nodes1;
     auto &n2ref = nodes2;
     if (n1ref.size() < n2ref.size()) {
@@ -306,8 +233,6 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     for (uint64_t j = 0, i = n1ref.size()-n2ref.size(); j < n2ref.size(); i++, j++) {
         if (n1ref[i] == n2ref[j]) {
             lca = n1ref[i];
-//            if (n1 == 6 and n2 == 8)
-//            std::cerr << lca;
             break;
         }
     }
@@ -315,13 +240,9 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     // walk from n1 to lca and find the edge with maximum weight
     Edge e1;
     uint64_t i = 0;
-//    if (n1 == 6 and n2 == 8)
-//    std::cerr << "\n4 ";
     while (n1ref[i] != lca) {
         auto curW = getEdge(n1ref[i], n1ref[i+1]);
         if (e1.weight < curW) {
-//            if (n1 == 6 and n2 == 8)
-//            std::cerr << n1ref[i+1] << " " << n1ref[i] << " " << curW << "\n";
             e1 = Edge(n1ref[i+1], n1ref[i], curW);
         }
         i++;
@@ -345,11 +266,9 @@ std::unordered_set<uint64_t> ColorEncoder::neighbors(duplicated_dna::canonical_k
     for (const auto b : duplicated_dna::bases) {
         uint64_t eqid{0}, idx;
         if (exists(b >> n, eqid)) {
-            //std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
             result.insert(eqid);
         }
         if (exists(n << b, eqid)) {
-            //std::cerr << std::string(n) << "\n" << std::string(b >> n) << "\n";
             result.insert(eqid);
         }
     }
diff --git a/src/walkMSF.cc b/src/walkMSF.cc
index fdf9b94..46a1ff7 100644
--- a/src/walkMSF.cc
+++ b/src/walkMSF.cc
@@ -31,7 +31,6 @@ struct QueryStats {
     uint64_t numSamples{0};
   tsl::hopscotch_map<uint32_t, uint64_t> numOcc;
   bool trySample{false};
-  //std::unordered_map<uint32_t, uint64_t> numOcc;
 };
 
 
@@ -141,7 +140,6 @@ class MSFQuery {
                 toDecode = iparent;
               }
             }
-            //std::cerr << i << "->" << iparent << ", ";
             i = iparent;
             iparent = parentbv[i];
             ++queryStats.totSel;
@@ -154,27 +152,15 @@ class MSFQuery {
            queryStats.rootedNonZero++;
            ++height;
         }
-        // update ranks
-        /*
-        if (rs) {
-          for (size_t idx = 0; idx < froms.size(); ++idx) {
-            (*rs)[(height - idx)][parents[idx]]++;
-          }
-        }
-        */
-        //std::cerr << "\n";
         uint64_t pctr{0};
         for (auto f : froms) {
             bool found = false;
             uint64_t wrd{0};
-            //auto j = f;
             uint64_t offset{0};
             auto start = f;
-            //std::cerr << "\n" << f << "\n";
             do {
               wrd = bbv.get_int(start, 64);
               for (uint64_t j = 0; j < 64; j++) {
-                //std::cerr << deltabv[start+j] << ",";
                 flips[deltabv[start + j]] ^= 0x01;
                 if ((wrd >> j) & 0x01) {
                   found = true;
@@ -183,9 +169,7 @@ class MSFQuery {
               }
               start += 64;
             } while (!found);
-            //std::cerr << " -- ";
         }
-        //std::cerr << "\n";
 
         if (!all) { // return the indices of set bits
             std::vector<uint64_t> eq;
@@ -414,7 +398,6 @@ int main(int argc, char *argv[]) {
             if (newEq != oldEq) {
                 std::cerr << "AAAAA! LOOOSER!!\n";
                 std::cerr << cntr << ": index=" << idx << "\n";
-                //std::cerr << "new size: " << newEq.size() << " old size: " << oldEq.size() << "\n";
                 std::cerr << "n ";
                 for (auto k = 0; k < newEq.size(); k++) {
                     std::cerr << std::bitset<64>(newEq[k]);
@@ -424,13 +407,9 @@ int main(int argc, char *argv[]) {
                     std::cerr << std::bitset<64>(oldEq[k]);
                 }
                 std::cerr << "\n";
-                //std::exit(1);
+                std::exit(1);
             }
-            //std::cerr << "\n";
             cntr++;
-            /*if (cntr == 20) {
-                std::exit(1);
-            }*/
             if (cntr % 10000000 == 0) {
                 std::cerr << cntr << " eqs were the same\n";
             }

From 66dcea9955bb95b69923fd25f03e4d4c4251d858 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Fri, 24 Aug 2018 17:36:02 -0400
Subject: [PATCH 111/122] resizing parentbv

---
 include/colorEncoder.h |  3 ++-
 src/colorEncoder.cc    | 25 ++++++++++++++++++++++---
 2 files changed, 24 insertions(+), 4 deletions(-)

diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index 08f6e2f..7649b05 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -52,7 +52,7 @@ class ColorEncoder {
             numSamples(numSamplesIn),
             cqf(cqfIn),
             bvSize(approximateClrClsesIn),
-            parentbv(bvSize, 0, log2((double)bvSize)+5),//TODO take care of this constant!!
+            parentbv(bvSize, 0, ceil(log2((double)bvSize))),//TODO take care of this constant!!
             deltaM(numSamplesIn, bvSize, approximateDeltaCntPerClrCls),
             colorClsCnt(1), // start with the dummy node
             lru_cache(100000)
@@ -60,6 +60,7 @@ class ColorEncoder {
                 std::cerr << "\nColorEncoder Constructor:  bvSize: "
                              << bvSize << " parent size: " << parentbv.size()
                           << " colorClsCnt: " << colorClsCnt << "\n";
+                lru_cache.monitor();
             }
 
 
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index 2face41..2ec3c50 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -50,9 +50,22 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
 }
 
 bool ColorEncoder::serialize(std::string prefix) {
+    std::cerr << "\n\nCACHE STATS:\n";
+    std::cerr << "total hits: " << lru_cache.stats().total_hits(); // Hits for any key
+    std::cerr << " total misses: " << lru_cache.stats().total_misses(); // Misses for any key
+    std::cerr << " total hit rate: " << lru_cache.stats().hit_rate() << "\n"; // Hit rate in [0, 1]
     std::string parentbv_file = prefix + "/parents.bv";
-    parentbv.resize(colorClsCnt);
+    // resize parentbv if it is larger than required size
+    if (colorClsCnt < parentbv.size()) {
+        uint64_t newSize = colorClsCnt;
+        sdsl::int_vector<> parentTmp(newSize, 0, ceil(log2((double)newSize)));
+        for (uint64_t i = 0; i < newSize; i++) {
+            parentTmp[i] = parentbv[i];
+        }
+        parentbv = parentTmp;
+    }
     bool parentSuccessfullyStored = sdsl::store_to_file(parentbv, parentbv_file);
+    std::cerr << " parentbv final size: " << parentbv.size() << " , bits: " << parentbv.bit_size() << "\n";
     parentbv.resize(0);
 
     return deltaM.serialize(prefix) and parentSuccessfullyStored;
@@ -63,8 +76,14 @@ bool ColorEncoder::updateMST(uint64_t n1, uint64_t n2, std::vector<uint64_t> del
     if (n1 > n2) {
         std::swap(n1, n2);
     }
-    while (parentbv.size() < colorClsCnt) {
-        parentbv.resize(parentbv.size()+parentbv.size()/2);
+    if (parentbv.size() < colorClsCnt) {
+        uint64_t newSize = parentbv.size()+parentbv.size()/2 > colorClsCnt?
+                parentbv.size()+parentbv.size()/2 : colorClsCnt + 1;
+        sdsl::int_vector<> parentTmp(newSize, 0, ceil(log2((double)newSize)));
+        for (uint64_t i = 0; i < parentbv.size(); i++) {
+            parentTmp[i] = parentbv[i];
+        }
+        parentbv = parentTmp;
     }
     // The only time that we will see the edge zero -> n2 is when n2 is observed for the first time
     if (n1 == zero) {

From 328577ef63b8cfac485bafcdc313c7c5a00f595a Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 25 Aug 2018 16:07:39 -0400
Subject: [PATCH 112/122] haven't had bitvector.cc from the beginning

---
 src/bitvector.cc | 43 +++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 43 insertions(+)
 create mode 100644 src/bitvector.cc

diff --git a/src/bitvector.cc b/src/bitvector.cc
new file mode 100644
index 0000000..22c10d5
--- /dev/null
+++ b/src/bitvector.cc
@@ -0,0 +1,43 @@
+#include "bitvector.h"
+
+BitVector::BitVector(uint64_t size) : size(size) {
+		bits = sdsl::bit_vector(size);
+}
+
+void BitVector::reset() {
+	bits = sdsl::bit_vector(size);
+}
+
+bool BitVector::operator[](uint64_t idx) {
+	assert(idx < size);
+	return bits[idx];
+}
+
+void BitVector::set(uint64_t idx) {
+	assert(idx < size);
+	bits[idx] = 1;
+}
+
+void BitVector::resize(const uint64_t len) {
+	bits.bit_resize(len);
+	size = len;
+}
+
+BitVectorRRR::BitVectorRRR(std::string& filename) {
+	sdsl::load_from_file(rrr_bits, filename);
+	size = rrr_bits.size();
+	DEBUG_CDBG("Read rrr bit vector of size " << size << " from file " <<
+						 filename);
+}
+
+bool BitVectorRRR::operator[](uint64_t idx) {
+	assert(idx < size);
+	return rrr_bits[idx];
+}
+
+bool BitVectorRRR::serialize(std::string& filename) {
+	DEBUG_CDBG("Serializing rrr bit vector of size " << size << " to file " <<
+						 filename);
+	return sdsl::store_to_file(rrr_bits, filename);
+}
+

From c8e6dd33b3d95ae0bf0a1af5d3bbbb6d3f3d4731 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 25 Aug 2018 16:11:02 -0400
Subject: [PATCH 113/122] and also haven't had build_eq_graph.cc from the
 beginning

---
 include/build_eq_graph.cc | 166 ++++++++++++++++++++++++++++++++++++++
 1 file changed, 166 insertions(+)
 create mode 100644 include/build_eq_graph.cc

diff --git a/include/build_eq_graph.cc b/include/build_eq_graph.cc
new file mode 100644
index 0000000..4bb85ec
--- /dev/null
+++ b/include/build_eq_graph.cc
@@ -0,0 +1,166 @@
+#include <iostream>
+#include <string>
+#include <cmath>
+#include <unordered_map>
+#include <unordered_set>
+
+#include "bitvector.h"
+#include "sdsl/rrr_vector.hpp"
+#include "hashutil.h"
+#include "clipp.h"
+
+uint32_t hamming_dist(BitVectorRRR& v, uint64_t vec_length, std::vector<uint32_t>& blengths,
+                      std::vector<uint32_t>& boffs, uint32_t i, uint32_t j, uint32_t thresh) {
+  auto d = [](uint64_t x, uint64_t y) -> int {
+      uint64_t res = x ^ y;
+      return __builtin_popcountll (res);
+  };
+
+  auto idx_i = i * vec_length;
+  auto idx_j = j * vec_length;
+
+  uint64_t dist{0};
+  uint64_t eqwords{0};
+  for (size_t idx = 0; idx < blengths.size(); ++idx) {
+    auto wx = v.get_int(idx_i + boffs[idx], blengths[idx]);
+    auto wy = v.get_int(idx_j + boffs[idx], blengths[idx]);
+    dist += d(wx, wy);
+    eqwords += (wx == wy) ? 1 : 0;
+    if (dist > thresh) { return dist; }
+  }
+  if (dist == 0 ) {
+      if (eqwords < blengths.size()) {
+        std::cerr << "dist = " << dist << ", but eqwords = " << eqwords << " / " << blengths.size() << "\n";
+      }
+      std::cerr << "for " << i << ", " << j << " eqwords = " << eqwords << "\n";
+  }
+  return dist;
+}
+
+int main(int argc, char* argv[]){
+  using namespace clipp; using std::cout; using std::string;
+  uint32_t thresh{5};
+  std::string fname;//{argv[1]};
+  uint64_t vec_length{0};//= std::stoul(argv[2]);
+  uint64_t num_to_process{std::numeric_limits<uint64_t>::max()};// = std::stoul(argv[3]);
+  bool help{false};
+  auto cli = (
+              value("input file", fname),
+              required("-l", "--length") & value("vec_length", vec_length) % "vector length",
+              option("-n") & value("nproc", num_to_process) % "maximum vectors to process (default = all)",
+              option("-t") & value("thresh", thresh) % "threshold of distance to report edges (default = 5)",
+              option("-h", "--help").set(help)
+              );
+
+  if (!parse(argc, argv, cli)) {
+    std::cerr << make_man_page(cli, argv[0]);
+    std::exit(1);
+  } else if (help) {
+    std::cerr << make_man_page(cli, argv[0]);
+    std::exit(1);
+  }
+
+  BitVectorRRR v(fname);
+
+  std::vector<std::unordered_map<uint64_t, std::vector<uint32_t>>> pattern_map;
+  auto num_buckets = std::ceil(vec_length/64.0);
+  pattern_map.resize(num_buckets);
+
+  std::vector<uint32_t> blengths;
+  std::vector<uint32_t> boffs;
+  size_t offset{0};
+  std::cerr << "[";
+  for (size_t i = 0; i < num_buckets; ++i) {
+    auto s = std::min(vec_length - offset, static_cast<uint64_t>(64u));
+    boffs.push_back(offset);
+    blengths.push_back(s);
+    std::cerr << " (" << offset << ", " << s << ")";
+    offset += s;
+  }
+  std::cerr << " ]\n";
+  std::cerr << "pattern map has " << num_buckets << " buckets\n";
+
+  auto tot_bits = v.bit_size();
+  std::cerr << "length = " << tot_bits << "\n";
+
+  offset = 0;
+  uint64_t vec_idx{0};
+  size_t max_num_vec = num_to_process;
+  while (offset < tot_bits and vec_idx < max_num_vec) {
+    for (size_t idx = 0; idx < blengths.size(); ++idx) {
+      auto w = v.get_int(offset + boffs[idx], blengths[idx]);
+      pattern_map[idx][w].push_back(vec_idx);
+    }
+    ++vec_idx;
+    offset = vec_idx * vec_length;
+    if ((vec_idx > 0) and (vec_idx % 500000 == 0)) {
+      std::cerr << "processed " << vec_idx << " vectors\n";
+    }
+  }
+
+  uint64_t s{0};
+  std::vector<double> means;
+  for (size_t b = 0; b < num_buckets; ++b) {
+    std::cerr << "bucket " << b << " has " << pattern_map[b].size() << " patterns (" << (static_cast<float>(vec_idx) / pattern_map[b].size()) << ")\n";
+    s += std::ceil((static_cast<float>(vec_idx) / pattern_map[b].size()));
+    means.push_back((static_cast<float>(vec_idx) / pattern_map[b].size()));
+  }
+
+  std::unordered_map<uint64_t, uint32_t> candidates;
+  std::unordered_set<uint32_t> skip;
+  std::vector<uint64_t> cd;
+  cd.reserve(s);
+  size_t nn{0};
+  size_t nc{0};
+  size_t m{std::numeric_limits<size_t>::max()};
+  std::cout << max_num_vec << '\t' << vec_length << '\n';
+  for (size_t x = 0; x < max_num_vec; ++x) {
+    offset = vec_length * x;
+    for (size_t idx = 0; idx < blengths.size(); ++idx) {
+      auto w = v.get_int(offset + boffs[idx], blengths[idx]);
+      auto& c1 = pattern_map[idx][w];
+      //cd.insert(cd.end(), c1.begin(), c1.end());
+      if (c1.size() < 2*means[idx]) {
+        for(auto c : c1) {
+          if (c > x) { candidates[c] += 1; }
+        }
+      }
+    }
+    //std::sort(cd.begin(), cd.end());
+    //auto last = std::unique(cd.begin(), cd.end());
+    //nc += std::distance(cd.begin(), last);
+
+    //std::cerr << "x = " << x << ", num candidates = " << candidates.size() << '\n';
+
+    for (auto& kv : candidates) {
+      //if (kv.second >= 35) {
+        nn++;
+        auto d = hamming_dist(v, vec_length, blengths, boffs, x, kv.first, thresh);
+        if (d==0) {
+          std::cerr << "WHAT?! " << x << " = " << kv.first << ", num matching blocks = " << kv.second << "\n"; 
+        for(size_t j = 0; j < vec_length; ++j) {
+          std::cerr << v[x*vec_length + j];
+        }
+        std::cerr << "\n\n";
+        for(size_t j = 0; j < vec_length; ++j) {
+          std::cerr << v[kv.first*vec_length + j];
+        }
+        std::cerr << "\n\n";
+        }
+        bool within_bound = d <= thresh;
+        nc += (within_bound);
+        m = (d < m) ? d : m;
+        if (within_bound) { std::cout << x << '\t' << kv.first << '\t' << d << '\n'; }
+        //}
+    }
+    if (x > 0 and x % 10000 == 0) {
+      std::cerr << "x = " << x << " ( " << (nc / static_cast<float>(x)) << ", " << (nn / static_cast<float>(x)) << " : " << m << ")\n";
+    }
+    candidates.clear();
+    //cd.clear();
+  }
+
+
+
+  return 0;
+}

From 30458d97e620a66a0509dcff9c647d2d7796ce31 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Sat, 25 Aug 2018 16:12:14 -0400
Subject: [PATCH 114/122] the file ended up in the wrong place

---
 {include => src}/build_eq_graph.cc | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename {include => src}/build_eq_graph.cc (100%)

diff --git a/include/build_eq_graph.cc b/src/build_eq_graph.cc
similarity index 100%
rename from include/build_eq_graph.cc
rename to src/build_eq_graph.cc

From a6b6d987f238bc64a4820fbfbd3f28a88a0103e8 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Mon, 27 Aug 2018 15:31:05 -0400
Subject: [PATCH 115/122] adding the cache log, removing find() in addEdge.

---
 include/colorEncoder.h |  6 +++++-
 include/coloreddbg.h   |  4 ++++
 src/colorEncoder.cc    | 10 +++++-----
 3 files changed, 14 insertions(+), 6 deletions(-)

diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index 7649b05..a13fcfa 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -44,7 +44,11 @@ struct pair_hash {
 
 class ColorEncoder {
 public:
-
+    struct Stats {
+        uint64_t cache_hits{0};
+        uint64_t tot_hits{0};
+    };
+    Stats stats;
     ColorEncoder(uint64_t numSamplesIn,
                  CQF<KeyObject> &cqfIn,
                  uint64_t approximateClrClsesIn,
diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 15384fd..677d481 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -286,6 +286,10 @@ void ColoredDbg<qf_obj, key_obj>::serialize() {
 	// serialize the bv buffer last time if needed
 	/*if (get_num_eqclasses() % mantis::NUM_BV_BUFFER > 1)
 		bv_buffer_serialize();*/
+	std::cerr << "cache hits: " << colorEncoder->stats.cache_hits << " "
+              << colorEncoder->stats.tot_hits << " "
+              << (colorEncoder->stats.cache_hits*100)/colorEncoder->stats.tot_hits << "%\n";
+
 	colorEncoder->serialize(prefix);
 	console->info("Done serializing the color class info");
 	// serialize the CQF
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index 2ec3c50..a703a8f 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -17,10 +17,11 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     std::unordered_set<std::pair<uint64_t, uint64_t>, pair_hash> newEdges;
 
     std::vector<uint64_t> setBits;
+    stats.tot_hits++;
     if (!lru_cache.contains(eqId)) {
         setBits = buildColor(bv);
         lru_cache.emplace(eqId, setBits);
-    }
+    } else stats.cache_hits++;
     // case 1. edge from zero to the node
     if (!hasEdge(zero, eqId)) {
         updateMST(zero, eqId, setBits);
@@ -144,8 +145,10 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
     bool foundCache = false;
     uint32_t iparent = parentbv[i];
     while (i != zero) {
+        stats.tot_hits++;
         if (lru_cache.contains(i)) {
             const auto &vs = lru_cache[i];
+            stats.cache_hits++;
             for (auto v : vs) {
                 xorflips[v] = 1;
             }
@@ -156,7 +159,6 @@ std::vector<uint64_t> ColorEncoder::buildColor(uint64_t eqid) {
         i = iparent;
         iparent = parentbv[i];
     }
-
     uint64_t pctr{0};
     for (auto index : deltaIndices) {
         auto deltas = deltaM.getDeltas(index);
@@ -314,9 +316,7 @@ void ColorEncoder::addEdge(uint64_t i, uint64_t j, uint32_t w) {
     if (i > j) {
         std::swap(i,j);
     }
-    if (edges.find(std::make_pair(i, j)) == edges.end()) {
-        edges[std::make_pair(i, j)] = w;
-    }
+    edges[std::make_pair(i, j)] = w;
 }
 
 bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {

From 7429cb0b99373905fd1fc3bea2cb4b15298530b0 Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 5 Sep 2018 12:51:33 -0400
Subject: [PATCH 116/122] Adding a new stats about how mst weight grows by
 adding new kmers

---
 include/colorEncoder.h | 18 +++++++++++++++---
 include/coloreddbg.h   |  4 ++--
 include/deltaManager.h |  2 ++
 src/colorEncoder.cc    | 38 +++++++++++++++++++++++++++++++-------
 4 files changed, 50 insertions(+), 12 deletions(-)

diff --git a/include/colorEncoder.h b/include/colorEncoder.h
index a13fcfa..dde0fd9 100644
--- a/include/colorEncoder.h
+++ b/include/colorEncoder.h
@@ -47,12 +47,19 @@ class ColorEncoder {
     struct Stats {
         uint64_t cache_hits{0};
         uint64_t tot_hits{0};
+        uint64_t tot_edge_access{0};
+        uint64_t tot_edge_access_request{0};
+        uint64_t edge_access_for_updateMST{0};
+        uint64_t add_edge{0};
+        uint64_t parentbv_access_for_updateMST{0};
     };
     Stats stats;
-    ColorEncoder(uint64_t numSamplesIn,
+    ColorEncoder(std::string prefixIn,
+                 uint64_t numSamplesIn,
                  CQF<KeyObject> &cqfIn,
                  uint64_t approximateClrClsesIn,
                  uint64_t approximateDeltaCntPerClrCls = 8) :
+            prefix(prefixIn),
             numSamples(numSamplesIn),
             cqf(cqfIn),
             bvSize(approximateClrClsesIn),
@@ -61,7 +68,9 @@ class ColorEncoder {
             colorClsCnt(1), // start with the dummy node
             lru_cache(100000)
             {
-                std::cerr << "\nColorEncoder Constructor:  bvSize: "
+                std::string f = prefix+"/weight.lst";
+                weightDistFile = new std::ofstream(f);
+                        std::cerr << "\nColorEncoder Constructor:  bvSize: "
                              << bvSize << " parent size: " << parentbv.size()
                           << " colorClsCnt: " << colorClsCnt << "\n";
                 lru_cache.monitor();
@@ -70,16 +79,19 @@ class ColorEncoder {
 
     bool addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_vector &bv);
 
-    bool serialize(std::string prefix);
+    bool serialize();
 
 private:
     uint64_t numSamples;
     uint64_t bvSize;
     uint64_t colorClsCnt;
+    uint64_t kmerCntr{0};
+    std::ofstream* weightDistFile;
     sdsl::int_vector<> parentbv;
     DeltaManager deltaM;
     CQF<KeyObject> &cqf;
     int k = 20;
+    std::string prefix;
     std::unordered_map<std::pair<uint64_t, uint64_t>, uint32_t, pair_hash> edges;
     LRUCacheMap lru_cache;
 
diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 677d481..674bd85 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -290,7 +290,7 @@ void ColoredDbg<qf_obj, key_obj>::serialize() {
               << colorEncoder->stats.tot_hits << " "
               << (colorEncoder->stats.cache_hits*100)/colorEncoder->stats.tot_hits << "%\n";
 
-	colorEncoder->serialize(prefix);
+	colorEncoder->serialize();
 	console->info("Done serializing the color class info");
 	// serialize the CQF
 	console->info("Serializing the CQF .. ");
@@ -466,7 +466,7 @@ ColoredDbg<qf_obj, key_obj>::ColoredDbg(uint64_t qbits, uint64_t key_bits,
 																				uint64_t nqf) :
 	dbg(qbits, key_bits, seed), bv_buffer(mantis::NUM_BV_BUFFER * nqf),
     prefix(prefix), num_samples(nqf), num_serializations(0), start_time_(std::time(nullptr)) {
-    colorEncoder = new ColorEncoder(num_samples, dbg, num_samples*100000, ceil(log2(num_samples))-3);
+    colorEncoder = new ColorEncoder(prefix, num_samples, dbg, num_samples*100000, ceil(log2(num_samples))-3);
 
 }
 
diff --git a/include/deltaManager.h b/include/deltaManager.h
index 3629ec2..91ebbf2 100644
--- a/include/deltaManager.h
+++ b/include/deltaManager.h
@@ -147,6 +147,8 @@ class DeltaManager {
         return deltabvSuccessfullyStored and boundarybvSuccessfullyStored;
     }
 
+    uint64_t getDeltaCnt() {return totDeltaCnt;}
+
 private:
     uint64_t numSamples;
     uint64_t slotWidth;
diff --git a/src/colorEncoder.cc b/src/colorEncoder.cc
index a703a8f..80b5315 100644
--- a/src/colorEncoder.cc
+++ b/src/colorEncoder.cc
@@ -8,6 +8,10 @@
 #include <algorithm>
 
 bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_vector &bv) {
+    kmerCntr++;
+    if (kmerCntr % 10000 == 0) {
+        (*weightDistFile) << deltaM.getDeltaCnt() << "\n";
+    }
     // create list of edges to be processed
     // 1. zero to node
     // 2. list of neighbors
@@ -17,11 +21,11 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     std::unordered_set<std::pair<uint64_t, uint64_t>, pair_hash> newEdges;
 
     std::vector<uint64_t> setBits;
-    stats.tot_hits++;
+    //stats.tot_hits++;
     if (!lru_cache.contains(eqId)) {
         setBits = buildColor(bv);
         lru_cache.emplace(eqId, setBits);
-    } else stats.cache_hits++;
+    } //else stats.cache_hits++;
     // case 1. edge from zero to the node
     if (!hasEdge(zero, eqId)) {
         updateMST(zero, eqId, setBits);
@@ -50,11 +54,23 @@ bool ColorEncoder::addColorClass(uint64_t kmer, uint64_t eqId, const sdsl::bit_v
     return false;
 }
 
-bool ColorEncoder::serialize(std::string prefix) {
-    std::cerr << "\n\nCACHE STATS:\n";
-    std::cerr << "total hits: " << lru_cache.stats().total_hits(); // Hits for any key
-    std::cerr << " total misses: " << lru_cache.stats().total_misses(); // Misses for any key
-    std::cerr << " total hit rate: " << lru_cache.stats().hit_rate() << "\n"; // Hit rate in [0, 1]
+bool ColorEncoder::serialize() {
+    (*weightDistFile) << deltaM.getDeltaCnt() << "\n";
+    weightDistFile->close();
+    std::string statsf = prefix + "/stats.txt";
+    std::ofstream stats_out(statsf);
+    stats_out << "\n\nCACHE STATS:";
+    stats_out << "\n\ttotal hits: " << lru_cache.stats().total_hits(); // Hits for any key
+    stats_out << "\n\ttotal misses: " << lru_cache.stats().total_misses(); // Misses for any key
+    stats_out << "\n\ttotal hit rate: " << lru_cache.stats().hit_rate() << "\n"; // Hit rate in [0, 1]
+    stats_out << "\nEDGE STATS:";
+    stats_out << "\n\t# of times searching for an edge: " << stats.tot_edge_access_request;
+    stats_out << "\n\t# of times edge not found: " << stats.add_edge;
+    stats_out << "\n\t# of times calling operator [] on edge map: " << stats.tot_edge_access;
+    stats_out << "\n\t# of times calling operator [] on edge map in updateMST: " << stats.edge_access_for_updateMST;
+    stats_out << "\n\t# of times accessing parentbv in updateMST: " << stats.parentbv_access_for_updateMST;
+    stats_out << "\n";
+    stats_out.close();
     std::string parentbv_file = prefix + "/parents.bv";
     // resize parentbv if it is larger than required size
     if (colorClsCnt < parentbv.size()) {
@@ -233,12 +249,14 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     std::vector<uint64_t> nodes2;
     uint64_t n = n1;
     while (n != zero) {
+        stats.parentbv_access_for_updateMST++;
         nodes1.push_back(n);
         n = parentbv[n];
     }
     nodes1.push_back(zero);
     n = n2;
     while (n != zero) {
+        stats.parentbv_access_for_updateMST++;
         nodes2.push_back(n);
         n = parentbv[n];
     }
@@ -262,6 +280,7 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     Edge e1;
     uint64_t i = 0;
     while (n1ref[i] != lca) {
+        stats.edge_access_for_updateMST++;
         auto curW = getEdge(n1ref[i], n1ref[i+1]);
         if (e1.weight < curW) {
             e1 = Edge(n1ref[i+1], n1ref[i], curW);
@@ -273,6 +292,7 @@ std::pair<Edge, Edge> ColorEncoder::maxWeightsTillLCA(uint64_t n1, uint64_t n2)
     Edge e2;
     i = 0;
     while (n2ref[i] != lca) {
+        stats.edge_access_for_updateMST++;
         auto curW = getEdge(n2ref[i], n2ref[i+1]);
         if (e2.weight < curW) {
             e2 = Edge(n2ref[i+1], n2ref[i], curW);
@@ -312,6 +332,8 @@ bool ColorEncoder::exists(duplicated_dna::canonical_kmer e, uint64_t &eqid) {
 }
 
 void ColorEncoder::addEdge(uint64_t i, uint64_t j, uint32_t w) {
+    stats.tot_edge_access++;
+    stats.add_edge++;
     if (i == j) return;
     if (i > j) {
         std::swap(i,j);
@@ -320,6 +342,7 @@ void ColorEncoder::addEdge(uint64_t i, uint64_t j, uint32_t w) {
 }
 
 bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {
+    stats.tot_edge_access_request++;
     if (i > j) {
         std::swap(i, j);
     }
@@ -327,6 +350,7 @@ bool ColorEncoder::hasEdge(uint64_t i, uint64_t j) {
 }
 
 uint32_t ColorEncoder::getEdge(uint64_t i, uint64_t j) {
+    stats.tot_edge_access++;
     if (i > j) {
         std::swap(i, j);
     }

From dd3ce40d695753ee359e7d9899b5792697bcb756 Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Sun, 9 Sep 2018 12:56:15 -0700
Subject: [PATCH 117/122] Removing cutoffs and adding non-filtered squeakr
 files warning.

---
 data/SRR191403-k20-Cut1.squeakr | Bin 0 -> 1536774 bytes
 data/SRR191403_exact.ser        | Bin 1536738 -> 0 bytes
 data/SRR191411-k20-Cut1.squeakr | Bin 0 -> 1536774 bytes
 data/SRR191411_exact.ser        | Bin 1536738 -> 0 bytes
 raw/incqfs.lst                  |   3 ++-
 src/coloreddbg.cc               |  16 +++++++++-------
 6 files changed, 11 insertions(+), 8 deletions(-)
 create mode 100644 data/SRR191403-k20-Cut1.squeakr
 delete mode 100644 data/SRR191403_exact.ser
 create mode 100644 data/SRR191411-k20-Cut1.squeakr
 delete mode 100644 data/SRR191411_exact.ser

diff --git a/data/SRR191403-k20-Cut1.squeakr b/data/SRR191403-k20-Cut1.squeakr
new file mode 100644
index 0000000000000000000000000000000000000000..c922c2f6a77402f723eccb926307c79519f1b43f
GIT binary patch
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diff --git a/data/SRR191411_exact.ser b/data/SRR191411_exact.ser
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z3IY@aC<ssxpddg&fPw%80SW>X1Skkl5TGDHL4bk)1px{I6a**;P!OOXKtX_l00jXG
z0u%%&2v889AV5KYf&c{p3IY@aC<ssxpddg&fPw%80SW>X1Skkl5TGDHL4bk)1px{I
L6a@bNN8o<|+l2zD

diff --git a/raw/incqfs.lst b/raw/incqfs.lst
index a28cf6b..98570b2 100644
--- a/raw/incqfs.lst
+++ b/raw/incqfs.lst
@@ -1 +1,2 @@
-data/Squeakr1.sqr 1
+data/SRR191403-k20-Cut1.squeakr
+data/SRR191411-k20-Cut1.squeakr
diff --git a/src/coloreddbg.cc b/src/coloreddbg.cc
index e094f34..6e6af19 100644
--- a/src/coloreddbg.cc
+++ b/src/coloreddbg.cc
@@ -111,26 +111,25 @@ build_main ( BuildOpts& opt )
 
 	// mmap all the input cqfs
 	std::string squeakr_file;
-	uint32_t cutoff;
 	uint32_t nqf = 0;
 	uint32_t kmer_size{0};
 	console->info("Reading input Squeakr files.");
-	while (infile >> squeakr_file >> cutoff) {
+	while (infile >> squeakr_file) {
 		if (!mantis::fs::FileExists(squeakr_file.c_str())) {
 			console->error("Squeakr file {} does not exist.", squeakr_file);
 			exit(1);
 		}
 		squeakr::squeakrconfig config;
 		int ret = squeakr::read_config(squeakr_file, &config);
-		if (ret == squeakr::SQUEAKR_INVALID_ENDIAN) {
-			console->error("Can't read Squeakr file. It was written on a different endian machine.");
-			exit(1);
-		}
 		if (ret == squeakr::SQUEAKR_INVALID_VERSION) {
 			console->error("Squeakr index version is invalid. Expected: {} Available: {}",
 										 squeakr::INDEX_VERSION, config.version);
 			exit(1);
 		}
+		if (ret == squeakr::SQUEAKR_INVALID_ENDIAN) {
+			console->error("Can't read Squeakr file. It was written on a different endian machine.");
+			exit(1);
+		}
 		if (cqfs.size() == 0)
 			kmer_size = config.kmer_size;
 		else {
@@ -140,12 +139,15 @@ build_main ( BuildOpts& opt )
 				exit(1);
 			}
 		}
+		if (config.cutoff == 1) {
+			console->warn("Squeakr file {} is not filtered.", squeakr_file);
+		}
 
     cqfs.emplace_back(squeakr_file, CQF_MMAP);
 		std::string sample_id = first_part(first_part(last_part(squeakr_file, '/'),
 																									'.'), '_');
 		console->info("Reading CQF {} Seed {}",nqf, cqfs[nqf].seed());
-		console->info("Sample id {} cut off {}", sample_id, cutoff);
+		console->info("Sample id {}", sample_id);
 		cqfs.back().dump_metadata();
     inobjects.emplace_back(&cqfs[nqf], sample_id, nqf);
 		if (!cqfs.front().check_similarity(&cqfs.back())) {

From 33fc7096557c11142aafd765ccc7e4ef26c4b1fb Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Thu, 13 Sep 2018 19:46:35 -0400
Subject: [PATCH 118/122] minor gqf file fix porting.

---
 src/gqf/gqf_file.c | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/gqf/gqf_file.c b/src/gqf/gqf_file.c
index 2d6ad3b..c45a937 100644
--- a/src/gqf/gqf_file.c
+++ b/src/gqf/gqf_file.c
@@ -68,7 +68,7 @@ bool qf_initfile(QF *qf, uint64_t nslots, uint64_t key_bits, uint64_t
 
 	uint64_t init_size = qf_init(qf, nslots, key_bits, value_bits, hash, seed,
 															 qf->metadata, total_num_bytes);
-	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename));
+	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename) + 1);
 	if (qf->runtimedata->f_info.filepath == NULL) {
 		perror("Couldn't allocate memory for runtime f_info filepath.");
 		exit(EXIT_FAILURE);
@@ -108,7 +108,7 @@ uint64_t qf_usefile(QF* qf, const char* filename, int prot)
 		exit(EXIT_FAILURE);
 	}
 
-	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename));
+	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename) + 1);
 	if (qf->runtimedata->f_info.filepath == NULL) {
 		perror("Couldn't allocate memory for runtime f_info filepath.");
 		exit(EXIT_FAILURE);
@@ -163,7 +163,7 @@ bool qf_closefile(QF* qf)
 bool qf_deletefile(QF* qf)
 {
 	assert(qf->metadata != NULL);
-	char *path = (char *)malloc(strlen(qf->runtimedata->f_info.filepath));
+	char *path = (char *)malloc(strlen(qf->runtimedata->f_info.filepath) + 1);
 	if (qf->runtimedata->f_info.filepath == NULL) {
 		perror("Couldn't allocate memory for runtime f_info filepath.");
 		exit(EXIT_FAILURE);
@@ -221,7 +221,7 @@ uint64_t qf_deserialize(QF *qf, const char *filename)
 		exit(EXIT_FAILURE);
 	}
 
-	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename));
+	qf->runtimedata->f_info.filepath = (char *)malloc(strlen(filename) + 1);
 	if (qf->runtimedata->f_info.filepath == NULL) {
 		perror("Couldn't allocate memory for runtime f_info filepath.");
 		exit(EXIT_FAILURE);

From a2e11e87a07d745221cabb0e3adb554c0518e6a2 Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Sun, 16 Sep 2018 18:22:17 -0400
Subject: [PATCH 119/122] Changing open flag in qf_usefile.

---
 src/gqf/gqf_file.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gqf/gqf_file.c b/src/gqf/gqf_file.c
index c45a937..a9365b5 100644
--- a/src/gqf/gqf_file.c
+++ b/src/gqf/gqf_file.c
@@ -91,7 +91,7 @@ uint64_t qf_usefile(QF* qf, const char* filename, int prot)
 		perror("Couldn't allocate memory for runtime data.");
 		exit(EXIT_FAILURE);
 	}
-	qf->runtimedata->f_info.fd = open(filename, O_RDWR, S_IRWXU);
+	qf->runtimedata->f_info.fd = open(filename, O_RDONLY, S_IRUSR);
 	if (qf->runtimedata->f_info.fd < 0) {
 		perror("Couldn't open file.");
 		exit(EXIT_FAILURE);

From 8b413e168edeeb6e76ae55a5fa54bf523dbf8014 Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Sun, 16 Sep 2018 20:38:34 -0400
Subject: [PATCH 120/122] Adding cqf logging code back.

---
 src/gqf/gqf.c | 15 +++++++++++++--
 1 file changed, 13 insertions(+), 2 deletions(-)

diff --git a/src/gqf/gqf.c b/src/gqf/gqf.c
index f2cc817..43d7827 100644
--- a/src/gqf/gqf.c
+++ b/src/gqf/gqf.c
@@ -919,12 +919,23 @@ static inline bool insert_replace_slots_and_shift_remainders_and_runends_and_off
 				get_block(qf, i)->offset = (uint8_t) BITMASK(8*sizeof(qf->blocks[0].offset));
 		}
 	}
-						
+
 	for (i = 0; i < total_remainders; i++)
 		set_slot(qf, overwrite_index + i, remainders[i]);
-	
+
 	modify_metadata(qf, &qf->metadata->noccupied_slots, ninserts);
 
+	static uint64_t counter = 0;
+	static uint64_t last_cnt = 0;
+	counter++;
+	if (counter % 10000000 == 0 &&
+			counter != last_cnt) {
+		last_cnt = counter;
+		fprintf(stdout, "Home slot: %ld Insertion slot: %ld Difference: %ld Fraction done: %lf\n",
+						bucket_index, overwrite_index, overwrite_index - bucket_index,
+						bucket_index / (float)qf->metadata->nslots);
+	}
+
 	return true;
 }
 

From 30d6eceae0e77f4745eebf29bb30c91a2c8c9cf1 Mon Sep 17 00:00:00 2001
From: Prashant Pandey <prashant.prashn@gmail.com>
Date: Sun, 16 Sep 2018 20:46:01 -0400
Subject: [PATCH 121/122] Changed logging interval in construction phase.

---
 include/coloreddbg.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/coloreddbg.h b/include/coloreddbg.h
index 31fba2d..a67d89e 100644
--- a/include/coloreddbg.h
+++ b/include/coloreddbg.h
@@ -391,7 +391,7 @@ cdbg_bv_map_t<__uint128_t, std::pair<uint64_t, uint64_t>>& ColoredDbg<qf_obj,
 
 		// Progress tracker
 		static uint64_t last_size = 0;
-		if (dbg.dist_elts() % 1000000 == 0 &&
+		if (dbg.dist_elts() % 10000000 == 0 &&
 				dbg.dist_elts() != last_size) {
 			last_size = dbg.dist_elts();
 			console->info("Kmers merged: {}  Num eq classes: {}  Total time: {}",

From fcd8834aca8872db29def9042911312df7535d7a Mon Sep 17 00:00:00 2001
From: Fatemeh Almodaresi <sfmodarres@gmail.com>
Date: Wed, 19 Sep 2018 14:34:57 -0400
Subject: [PATCH 122/122] mmapping CQF

---
 src/monochromatic_component_iterator.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/monochromatic_component_iterator.cc b/src/monochromatic_component_iterator.cc
index 6ba60d9..efd8324 100644
--- a/src/monochromatic_component_iterator.cc
+++ b/src/monochromatic_component_iterator.cc
@@ -472,7 +472,7 @@ int main(int argc, char *argv[]) {
     if (argc > 4)
         num_samples = std::stoull(argv[4]);
     std::cerr << "num samples: " << num_samples << "\n";
-    CQF<KeyObject> cqf(cqf_file, false);
+    CQF<KeyObject> cqf(cqf_file, true);
     std::cerr << "cqf loaded: " << cqf.size() << "\n";
     std::string eqfile;
     std::ifstream eqlist(eqlistfile);