fix: real workload、bp_balance、temp_scaler

feat: loadleast、ensure_scaler&scheduler、

Author: YouMeiYouMaoTai

scripts/batch_run.yml

@@ -3,55 +3,69 @@ run_time: 4
 params:
   request_freq:
   - low:
+  - middle:
   - high:
   dag_type:
-  - single:
+  # - single:
+  # - mix:
+  - dag:
   no_mech_latency:
   - true:
-  - false:
+  # - false:
 
 mech_scale_sche:
   scale_sche_joint:
     scale_num:
-    - hpa:
-    - temp_scaler:
+    # - hpa:
+    # - temp_scaler:
+    - ensure_scaler:
     scale_down_exec:
     - default:
     scale_up_exec:
     - least_task:
     sche:
-    - pos: greedy
-    - pos: random
+    # - bp_balance:
+    # - pos: greedy
+    - ensure_scheduler:
     filter:
-    - []
+    # - []
     - [{'careful_down':''}]
+
   scale_sche_separated:
     scale_num:
+    - temp_scaler:
     - hpa:
+    - lass:
     scale_down_exec:
     - default:
     scale_up_exec:
     - least_task:
     sche:
-    - greedy:
-    - random:
-    - rotate:
+    # - greedy:
+    # - hash:
+    # - random:
+    - load_least:
+    # - rotate:
+    - pass:
     filter:
-    - []
+    # - []
     - [{'careful_down':''}]
-  no_scale:
-    scale_num:
-    - 'no':
-    scale_down_exec:
-    - default:
-    scale_up_exec:
-    - 'no':
-    sche:
-    - greedy:
-    - random:
-    - rotate:
-    filter:
-    - []
+    
+  # no_scale:
+  #   scale_num:
+  #   - 'no':
+  #   scale_down_exec:
+  #   - default:
+  #   scale_up_exec:
+  #   - 'no':
+  #   sche:
+  #   # - greedy:
+  #   # - hash:
+  #   # - random:
+  #   # - rotate:
+  #   # - faasflow:
+  #   filter:
+  #   - []
 
 mech_other:
   instance_cache_policy:

scripts/fast_draw.py

@@ -8,7 +8,7 @@
 import json
 
 
-AVG_CNT=2
+AVG_CNT=1
 
 
 # #gen_tmp_yaml

scripts/fast_draw.yml

@@ -66,13 +66,13 @@ def run(self):
     # [['scale_sche_joint',''],["hpa",""],["default",""],["least_task",""],["bp_balance",""],[{'careful_down':''}],["no_evict",""]],
     [['scale_sche_joint',''],["hpa",""],["default",""],["least_task",""],["pos","greedy"],[{'careful_down':''}],["no_evict",""]], 
 
-    [['scale_sche_joint',''],["hpa",""],["default",""],["least_task",""],["pos","random"],[{'careful_down':''}],["no_evict",""]], 
+    # [['scale_sche_joint',''],["hpa",""],["default",""],["least_task",""],["pos","random"],[{'careful_down':''}],["no_evict",""]], 
 
-    [['scale_sche_joint',''],["temp_scaler",""],["default",""],["least_task",""],["pos","random"],[{'careful_down':''}],["no_evict",""]],
+    # [['scale_sche_joint',''],["temp_scaler",""],["default",""],["least_task",""],["pos","random"],[{'careful_down':''}],["no_evict",""]],
 
-    [['scale_sche_joint',''],["temp_scaler",""],["default",""],["least_task",""],["pos","greedy"],[{'careful_down':''}],["no_evict",""]],
+    # [['scale_sche_joint',''],["temp_scaler",""],["default",""],["least_task",""],["pos","greedy"],[{'careful_down':''}],["no_evict",""]],
 
-    [['scale_sche_separated',''],["hpa",""],["default",""],["least_task",""],["greedy",""],[{'careful_down':''}],["no_evict",""]],
+    # [['scale_sche_separated',''],["hpa",""],["default",""],["least_task",""],["greedy",""],[{'careful_down':''}],["no_evict",""]],
     # [['scale_sche_separated',''],["hpa",""],["default",""],["least_task",""],["greedy",""],[{'careful_down':''}],["lru","10"]],
     # [['scale_sche_separated',''],["hpa",""],["default",""],["least_task",""],["random",""],[{'careful_down':''}],["no_evict",""]],
     # [['scale_sche_separated',''],["hpa",""],["default",""],["least_task",""],["random",""],[{'careful_down':''}],["lru","10"]],

scripts/run_different_req_freq.py

@@ -3,4 +3,5 @@ Cargo.lock
 records*
 log
 module_conf_es.json
-cache
+cache
+azure-trace

serverless_sim/.gitignore

@@ -5,11 +5,12 @@
     "scale_sche_joint": null
   },
   "scale_num": {
+    "rela": null,
+    "hpa": null,
     "full_placement": null,
+    "ensure_scaler": null,
     "no": null,
     "lass": null,
-    "rela": null,
-    "hpa": null,
     "temp_scaler": null
   },
   "scale_down_exec": {
@@ -21,22 +22,24 @@
   },
   "sche": {
     "consistenthash": null,
-    "hash": null,
-    "bp_balance": null,
-    "random": null,
-    "greedy": null,
+    "ensure_scheduler": null,
     "faasflow": null,
+    "load_least": null,
     "rotate": null,
-    "pass": null,
+    "hash": null,
+    "pos": null,
+    "random": null,
+    "bp_balance": null,
     "fnsche": null,
-    "pos": null
+    "greedy": null,
+    "pass": null
   },
   "filter": {
     "careful_down": null
   },
   "instance_cache_policy": {
-    "no_evict": null,
     "lru": null,
-    "fifo": null
+    "fifo": null,
+    "no_evict": null
   }
 }

serverless_sim/module_conf_es.json

@@ -342,6 +342,13 @@ impl FnContainer {
         &self.state
     }
 
+    pub fn is_running(&self) -> bool {
+        match self.state {
+            FnContainerState::Running => true,
+            _ => false,
+        }
+    }
+
     pub fn is_idle(&self) -> bool {
         match self.state {
             FnContainerState::Running => self.req_fn_state.len() == 0,
@@ -448,15 +455,15 @@ impl SimEnv {
 
         // 检查配置中的dag_type
         if self.help.config().dag_type_dag() {
-            // 如果dag_type为dag，则创建6个具有多个子节点的复杂DAG实例
-            for _ in 0..6 {
+            // 如果dag_type为dag，则创建 33 个具有多个子节点的复杂DAG实例
+            for _ in 0..33 {
                 // 随机确定每个图中节点的数量
                 let mapcnt = env.env_rand_i(2, 5); //2-4
                 let dag_i = env.core.dags().len();
 
                 // 创建一个复杂DAG实例
                 let dag = FnDAG::instance_map_reduce(dag_i, env, mapcnt);
-                log::info!("dag {} {:?}", dag.dag_i, dag.dag_inner);
+                // log::info!("dag {} {:?}", dag.dag_i, dag.dag_inner);
 
                 env.core.dags_mut().push(dag);
             }
@@ -475,8 +482,8 @@ impl SimEnv {
             // 跑指标2的实验用
             self.help.config().dag_type_mix()
         {
-            for i in 0..10 {
-                if i >= 5 {
+            for i in 0..50 {
+                if i >= 20 {
                     // 随机确定每个图中节点的数量
                     let mapcnt = env.env_rand_i(2, 5); //2-4
                     let dag_i = env.core.dags().len();

serverless_sim/src/fn_dag.rs

@@ -37,8 +37,8 @@ extern crate lazy_static;
 
 #[tokio::main]
 async fn main() {
-    let keyword: Vec<&'static str> = //vec![];
-        vec!["::sche", "::mechanism ", "::scale"]; // no algo log
+    let keyword: Vec<&'static str> = vec![];
+        // vec!["::sche", "::mechanism ", "::scale"]; // no algo log
     Builder::new()
         .filter(None, LevelFilter::Info)
         .format(move |buf, record| {

serverless_sim/src/main.rs

@@ -78,7 +78,7 @@ impl<S: SameTarget> CheckDup for Vec<S> {
     }
 }
 
-pub const SCHE_NAMES: [&'static str; 10] = [
+pub const SCHE_NAMES: [&'static str; 12] = [
     "rotate",
     "hash",
     "bp_balance",
@@ -89,16 +89,19 @@ pub const SCHE_NAMES: [&'static str; 10] = [
     "random",
     "greedy",
     "consistenthash", // "gofs",
+    "ensure_scheduler",
+    "load_least",
     // "load_least",
     // "random",
 ];
-pub const SCALE_NUM_NAMES: [&'static str; 6] = [
+pub const SCALE_NUM_NAMES: [&'static str; 7] = [
     "no",
     "hpa",
     "lass",
     "temp_scaler",
     "full_placement",
     "rela",
+    "ensure_scaler",
 ];
 pub const SCALE_DOWN_EXEC_NAMES: [&'static str; 1] = ["default"];
 pub const SCALE_UP_EXEC_NAMES: [&'static str; 2] = ["least_task", "no"];
@@ -181,7 +184,8 @@ impl ConfigNewMec for Config {
                     "greedy",
                     "consistenthash",
                     "hash",
-                    "rotate"
+                    "rotate",
+                    "load_least",
                 ];
                 let allow_scale_num = vec!["no"];
                 let allow_scale_down_exec = vec!["default"];
@@ -200,7 +204,7 @@ impl ConfigNewMec for Config {
                 }
             }
             "scale_sche_separated" => {
-                let allow_sche = vec!["random", "greedy", "hash", "rotate"];
+                let allow_sche = vec!["random", "greedy", "hash", "rotate","load_least","pass"];
                 let allow_scale_num = vec!["hpa", "lass", "temp_scaler", "full_placement", "rela"];
                 let allow_scale_down_exec = vec!["default"];
                 let allow_scale_up_exec = vec!["least_task"];
@@ -218,8 +222,8 @@ impl ConfigNewMec for Config {
                 }
             }
             "scale_sche_joint" => {
-                let allow_sche = vec!["pos", "bp_balance", "hash", "rotate"];
-                let allow_scale_num = vec!["hpa", "lass", "temp_scaler", "full_placement", "rela"];
+                let allow_sche = vec!["pos", "bp_balance", "ensure_scheduler"];
+                let allow_scale_num = vec!["hpa", "lass", "temp_scaler", "full_placement", "rela", "ensure_scaler"];
                 let allow_scale_down_exec = vec!["default"];
                 let allow_scale_up_exec = vec!["least_task"];
                 if
@@ -437,11 +441,11 @@ impl MechanismImpl {
             // let cur = env.fn_container_cnt(func.fn_id);
             // let tar = self.scale_num(func.fn_id);
 
-            log::info!(
-                "scale fn{} cost {}",
-                func.fn_id,
-                util::now_ms() - *self.step_begin.borrow()
-            );
+            // log::info!(
+            //     "scale fn{} cost {}",
+            //     func.fn_id,
+            //     util::now_ms() - *self.step_begin.borrow()
+            // );
             // log::info!("scale fn {} from {} to {}", func.fn_id, cur, tar);
             // 不进行扩缩容，在调度时候一起进行
             // log::info!("scale fn {} from {} to {}", func.fn_id, cur, tar);

serverless_sim/src/mechanism.rs

@@ -1,5 +1,6 @@
 use std::sync::mpsc;
 
+use enum_as_inner::EnumAsInner;
 #[cfg(target_os = "windows")]
 use thread_priority::{set_current_thread_priority, ThreadPriority, WinAPIThreadPriority};
 #[cfg(target_os = "windows")]