can't load 98 gb model despite having 96gb ram + 24gb vram

[ZuppaTuscana]

Any idea why I can't load this model? according to this benchmark https://huggingface.co/ubergarm/GLM-4.6-GGUF/discussions/5 I should be able to.

./build/bin/llama-server -m /home/user/Documents/ik_llama.cpp/models/GLM-4.6-smol-IQ2_KS-00001-of-00003.gguf  --alias GLM-4.6-IQ2_KS  --ctx-size 32768  --n-gpu-layers 99  -ot exps=CPU  -fa 1 -ub 4096 -b 4096  --threads 8 --host 127.0.0.1  --port 8080 -cram -1
ggml_cuda_init: GGML_CUDA_FORCE_MMQ:    no
ggml_cuda_init: GGML_CUDA_FORCE_CUBLAS: no
ggml_cuda_init: found 1 CUDA devices:
  Device 0: NVIDIA GeForce RTX 3090, compute capability 8.6, VMM: yes
INFO [                    main] build info | tid="140693058580480" timestamp=1763620139 build=4012 commit="13216451"
INFO [                    main] system info | tid="140693058580480" timestamp=1763620139 n_threads=8 n_threads_batch=-1 total_threads=16 system_info="AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 0 | AVX512_VBMI = 0 | AVX512_VNNI = 0 | AVX512_BF16 = 0 | FMA = 1 | NEON = 0 | SVE = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0 | WASM_SIMD = 0 | BLAS = 1 | SSE3 = 1 | SSSE3 = 1 | VSX = 0 | MATMUL_INT8 = 0 | LLAMAFILE = 1 | "
CUDA0: using device CUDA0 - 22860 MiB free
llama_model_loader: additional 2 GGUFs metadata loaded.
llama_model_loader: loaded meta data with 50 key-value pairs and 1759 tensors from /home/user/Documents/ik_llama.cpp/models/GLM-4.6-smol-IQ2_KS-00001-of-00003.gguf (version GGUF V3 (latest))
llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
llama_model_loader: - kv   0:                       general.architecture str              = glm4moe
llama_model_loader: - kv   1:                               general.type str              = model
llama_model_loader: - kv   2:                               general.name str              = GLM 4.6
llama_model_loader: - kv   3:                            general.version str              = 4.6
llama_model_loader: - kv   4:                           general.basename str              = GLM
llama_model_loader: - kv   5:                         general.size_label str              = 160x19B
llama_model_loader: - kv   6:                            general.license str              = mit
llama_model_loader: - kv   7:                               general.tags arr[str,1]       = ["text-generation"]
llama_model_loader: - kv   8:                          general.languages arr[str,2]       = ["en", "zh"]
llama_model_loader: - kv   9:                        glm4moe.block_count u32              = 93
llama_model_loader: - kv  10:                     glm4moe.context_length u32              = 202752
llama_model_loader: - kv  11:                   glm4moe.embedding_length u32              = 5120
llama_model_loader: - kv  12:                glm4moe.feed_forward_length u32              = 12288
llama_model_loader: - kv  13:               glm4moe.attention.head_count u32              = 96
llama_model_loader: - kv  14:            glm4moe.attention.head_count_kv u32              = 8
llama_model_loader: - kv  15:                     glm4moe.rope.freq_base f32              = 1000000.000000
llama_model_loader: - kv  16:   glm4moe.attention.layer_norm_rms_epsilon f32              = 0.000010
llama_model_loader: - kv  17:                  glm4moe.expert_used_count u32              = 8
llama_model_loader: - kv  18:               glm4moe.attention.key_length u32              = 128
llama_model_loader: - kv  19:             glm4moe.attention.value_length u32              = 128
llama_model_loader: - kv  20:                          general.file_type u32              = 147
llama_model_loader: - kv  21:               glm4moe.rope.dimension_count u32              = 64
llama_model_loader: - kv  22:                       glm4moe.expert_count u32              = 160
llama_model_loader: - kv  23:         glm4moe.expert_feed_forward_length u32              = 1536
llama_model_loader: - kv  24:                glm4moe.expert_shared_count u32              = 1
llama_model_loader: - kv  25:          glm4moe.leading_dense_block_count u32              = 3
llama_model_loader: - kv  26:                 glm4moe.expert_gating_func u32              = 2
llama_model_loader: - kv  27:               glm4moe.expert_weights_scale f32              = 2.500000
llama_model_loader: - kv  28:                glm4moe.expert_weights_norm bool             = true
llama_model_loader: - kv  29:               glm4moe.nextn_predict_layers u32              = 1
llama_model_loader: - kv  30:               general.quantization_version u32              = 2
llama_model_loader: - kv  31:                       tokenizer.ggml.model str              = gpt2
llama_model_loader: - kv  32:                         tokenizer.ggml.pre str              = glm4
llama_model_loader: - kv  33:                      tokenizer.ggml.tokens arr[str,151552]  = ["!", "\"", "#", "$", "%", "&", "'", ...
llama_model_loader: - kv  34:                  tokenizer.ggml.token_type arr[i32,151552]  = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
llama_model_loader: - kv  35:                      tokenizer.ggml.merges arr[str,318088]  = ["Ġ Ġ", "Ġ ĠĠĠ", "ĠĠ ĠĠ", "...
llama_model_loader: - kv  36:                tokenizer.ggml.eos_token_id u32              = 151329
llama_model_loader: - kv  37:            tokenizer.ggml.padding_token_id u32              = 151329
llama_model_loader: - kv  38:                tokenizer.ggml.bos_token_id u32              = 151331
llama_model_loader: - kv  39:                tokenizer.ggml.eot_token_id u32              = 151336
llama_model_loader: - kv  40:            tokenizer.ggml.unknown_token_id u32              = 151329
llama_model_loader: - kv  41:                tokenizer.ggml.eom_token_id u32              = 151338
llama_model_loader: - kv  42:                    tokenizer.chat_template str              = [gMASK]<sop>\n{%- if tools -%}\n<|syste...
llama_model_loader: - kv  43:                      quantize.imatrix.file str              = /mnt/data/models/ubergarm/GLM-4.6-GGU...
llama_model_loader: - kv  44:                   quantize.imatrix.dataset str              = ubergarm-imatrix-calibration-corpus-v...
llama_model_loader: - kv  45:             quantize.imatrix.entries_count i32              = 1001
llama_model_loader: - kv  46:              quantize.imatrix.chunks_count i32              = 814
llama_model_loader: - kv  47:                                   split.no u16              = 0
llama_model_loader: - kv  48:                                split.count u16              = 3
llama_model_loader: - kv  49:                        split.tensors.count i32              = 1759
llama_model_loader: - type  f32:  835 tensors
llama_model_loader: - type q8_0:  193 tensors
llama_model_loader: - type iq4_k:    1 tensors
llama_model_loader: - type iq6_k:    1 tensors
llama_model_loader: - type iq2_ks:  270 tensors
llama_model_loader: - type iq5_ks:  459 tensors
load: special_eot_id is not in special_eog_ids - the tokenizer config may be incorrect
load: special_eom_id is not in special_eog_ids - the tokenizer config may be incorrect
load: printing all EOG tokens:
load:   - 151329 ('<|endoftext|>')
load:   - 151336 ('<|user|>')
load:   - 151338 ('<|observation|>')
load: special tokens cache size = 36
load: token to piece cache size = 0.9713 MB
llm_load_print_meta: format           = GGUF V3 (latest)
llm_load_print_meta: arch             = glm4moe
llm_load_print_meta: n_ctx_train      = 202752
llm_load_print_meta: n_embd           = 5120
llm_load_print_meta: n_layer          = 93
llm_load_print_meta: n_head           = 96
llm_load_print_meta: n_head_kv        = 8
llm_load_print_meta: n_rot            = 64
llm_load_print_meta: n_swa            = 0
llm_load_print_meta: n_swa_pattern    = 1
llm_load_print_meta: n_embd_head_k    = 128
llm_load_print_meta: n_embd_head_v    = 128
llm_load_print_meta: n_gqa            = 12
llm_load_print_meta: n_embd_k_gqa     = 1024
llm_load_print_meta: n_embd_v_gqa     = 1024
llm_load_print_meta: f_norm_eps       = 0.0e+00
llm_load_print_meta: f_norm_rms_eps   = 1.0e-05
llm_load_print_meta: f_clamp_kqv      = 0.0e+00
llm_load_print_meta: f_max_alibi_bias = 0.0e+00
llm_load_print_meta: f_logit_scale    = 0.0e+00
llm_load_print_meta: n_ff             = 12288
llm_load_print_meta: n_expert         = 160
llm_load_print_meta: n_expert_used    = 8
llm_load_print_meta: causal attn      = 1
llm_load_print_meta: pooling type     = 0
llm_load_print_meta: rope type        = 2
llm_load_print_meta: rope scaling     = linear
llm_load_print_meta: freq_base_train  = 1000000.0
llm_load_print_meta: freq_scale_train = 1
llm_load_print_meta: n_ctx_orig_yarn  = 202752
llm_load_print_meta: rope_finetuned   = unknown
llm_load_print_meta: ssm_d_conv       = 0
llm_load_print_meta: ssm_d_inner      = 0
llm_load_print_meta: ssm_d_state      = 0
llm_load_print_meta: ssm_dt_rank      = 0
llm_load_print_meta: model type       = 355B.A32B
llm_load_print_meta: model ftype      = IQ2_KS - 2.1875 bpw
llm_load_print_meta: model params     = 356.786 B
llm_load_print_meta: model size       = 97.990 GiB (2.359 BPW) 
llm_load_print_meta: repeating layers = 96.985 GiB (2.345 BPW, 355.234 B parameters)
llm_load_print_meta: general.name     = GLM 4.6
print_info: vocab type       = BPE
print_info: n_vocab          = 151552
print_info: n_merges         = 318088
print_info: BOS token        = 151331 '[gMASK]'
print_info: EOS token        = 151329 '<|endoftext|>'
print_info: EOT token        = 151336 '<|user|>'
print_info: EOM token        = 151338 '<|observation|>'
print_info: UNK token        = 151329 '<|endoftext|>'
print_info: PAD token        = 151329 '<|endoftext|>'
print_info: LF token         = 198 'Ċ'
print_info: FIM PRE token    = 151347 '<|code_prefix|>'
print_info: FIM SUF token    = 151349 '<|code_suffix|>'
print_info: FIM MID token    = 151348 '<|code_middle|>'
print_info: EOG token        = 151329 '<|endoftext|>'
print_info: EOG token        = 151336 '<|user|>'
print_info: EOG token        = 151338 '<|observation|>'
print_info: max token length = 1024
llm_load_tensors: ggml ctx size =    1.43 MiB
Tensor blk.3.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.3.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.3.ffn_up_exps.weight buffer type overriden to CPU
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Tensor blk.4.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.5.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.22.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.23.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.23.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.24.ffn_gate_exps.weight buffer type overriden to CPU
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Tensor blk.25.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.25.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.25.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.26.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.26.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.26.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.27.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.27.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.27.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.28.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.28.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.29.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.29.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.29.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.30.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.30.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.30.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.31.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.31.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.32.ffn_gate_exps.weight buffer type overriden to CPU
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Tensor blk.33.ffn_gate_exps.weight buffer type overriden to CPU
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Tensor blk.34.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.34.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.34.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.35.ffn_gate_exps.weight buffer type overriden to CPU
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Tensor blk.36.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.36.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.37.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.37.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.37.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.38.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.38.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.38.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.39.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.39.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.39.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.40.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.40.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.40.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.41.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.41.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.41.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.42.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.42.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.42.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.43.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.43.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.43.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.44.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.44.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.44.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.45.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.45.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.45.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.46.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.46.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.46.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.47.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.47.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.47.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.48.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.48.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.49.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.49.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.49.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.50.ffn_gate_exps.weight buffer type overriden to CPU
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Tensor blk.51.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.51.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.52.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.52.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.52.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.53.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.53.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.53.ffn_up_exps.weight buffer type overriden to CPU
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Tensor blk.55.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.57.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.57.ffn_down_exps.weight buffer type overriden to CPU
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Tensor blk.64.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.64.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.65.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.65.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.65.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.66.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.66.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.66.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.67.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.67.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.67.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.68.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.68.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.68.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.69.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.69.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.69.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.70.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.70.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.70.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.71.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.71.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.71.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.72.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.72.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.72.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.73.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.73.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.73.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.74.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.74.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.74.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.75.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.75.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.75.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.76.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.76.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.76.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.77.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.77.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.77.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.78.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.78.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.78.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.79.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.79.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.79.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.80.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.80.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.80.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.81.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.81.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.81.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.82.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.82.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.82.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.83.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.83.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.83.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.84.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.84.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.84.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.85.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.85.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.85.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.86.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.86.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.86.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.87.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.87.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.87.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.88.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.88.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.88.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.89.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.89.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.89.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.90.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.90.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.90.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.91.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.91.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.91.ffn_up_exps.weight buffer type overriden to CPU
model has unused tensor blk.92.attn_norm.weight (size = 20480 bytes) -- ignoring
model has unused tensor blk.92.attn_q.weight (size = 41336832 bytes) -- ignoring
model has unused tensor blk.92.attn_k.weight (size = 5570560 bytes) -- ignoring
model has unused tensor blk.92.attn_v.weight (size = 5570560 bytes) -- ignoring
model has unused tensor blk.92.attn_q.bias (size = 49152 bytes) -- ignoring
model has unused tensor blk.92.attn_k.bias (size = 4096 bytes) -- ignoring
model has unused tensor blk.92.attn_v.bias (size = 4096 bytes) -- ignoring
model has unused tensor blk.92.attn_output.weight (size = 41308160 bytes) -- ignoring
model has unused tensor blk.92.attn_q_norm.weight (size = 512 bytes) -- ignoring
model has unused tensor blk.92.attn_k_norm.weight (size = 512 bytes) -- ignoring
model has unused tensor blk.92.post_attention_norm.weight (size = 20480 bytes) -- ignoring
model has unused tensor blk.92.ffn_gate_inp.weight (size = 3276800 bytes) -- ignoring
model has unused tensor blk.92.exp_probs_b.bias (size = 640 bytes) -- ignoring
Tensor blk.92.ffn_gate_exps.weight buffer type overriden to CPU
model has unused tensor blk.92.ffn_gate_exps.weight (size = 344555520 bytes) -- ignoring
Tensor blk.92.ffn_down_exps.weight buffer type overriden to CPU
model has unused tensor blk.92.ffn_down_exps.weight (size = 345702400 bytes) -- ignoring
Tensor blk.92.ffn_up_exps.weight buffer type overriden to CPU
model has unused tensor blk.92.ffn_up_exps.weight (size = 344555520 bytes) -- ignoring
model has unused tensor blk.92.ffn_gate_shexp.weight (size = 5167104 bytes) -- ignoring
model has unused tensor blk.92.ffn_down_shexp.weight (size = 5181440 bytes) -- ignoring
model has unused tensor blk.92.ffn_up_shexp.weight (size = 5167104 bytes) -- ignoring
model has unused tensor blk.92.nextn.eh_proj.weight (size = 55705600 bytes) -- ignoring
model has unused tensor blk.92.nextn.enorm.weight (size = 20480 bytes) -- ignoring
model has unused tensor blk.92.nextn.hnorm.weight (size = 20480 bytes) -- ignoring
model has unused tensor blk.92.nextn.shared_head_norm.weight (size = 20480 bytes) -- ignoring
llm_load_tensors: offloading 93 repeating layers to GPU
llm_load_tensors: offloading non-repeating layers to GPU
llm_load_tensors: offloaded 94/94 layers to GPU
llm_load_tensors:        CPU buffer size = 32722.55 MiB
llm_load_tensors:        CPU buffer size = 34254.03 MiB
llm_load_tensors:        CPU buffer size = 30817.01 MiB
llm_load_tensors:        CPU buffer size =   416.25 MiB
llm_load_tensors:      CUDA0 buffer size = 10946.02 MiB
....................................................................................................
llama_new_context_with_model: n_ctx         = 32768
llama_new_context_with_model: n_batch       = 4096
llama_new_context_with_model: n_ubatch      = 4096
llama_new_context_with_model: flash_attn    = 1
llama_new_context_with_model: attn_max_b    = 0
llama_new_context_with_model: fused_moe     = 1
llama_new_context_with_model: grouped er    = 0
llama_new_context_with_model: fused_up_gate = 1
llama_new_context_with_model: fused_mmad    = 1
llama_new_context_with_model: rope_cache    = 0
llama_new_context_with_model: graph_reuse   = 0
llama_new_context_with_model: ser           = -1, 0
llama_new_context_with_model: freq_base     = 1000000.0
llama_new_context_with_model: freq_scale    = 1
llama_kv_cache_init:      CUDA0 KV buffer size = 11776.00 MiB
llama_new_context_with_model: KV self size  = 11776.00 MiB, K (f16): 5888.00 MiB, V (f16): 5888.00 MiB
llama_new_context_with_model:  CUDA_Host  output buffer size =     0.58 MiB
ggml_backend_cuda_buffer_type_alloc_buffer: allocating 2448.00 MiB on device 0: cudaMalloc failed: out of memory
ggml_gallocr_reserve_n: failed to allocate CUDA0 buffer of size 2566914048
llama_new_context_with_model: failed to allocate compute buffers
llama_init_from_gpt_params: error: failed to create context with model '/home/user/Documents/ik_llama.cpp/models/GLM-4.6-smol-IQ2_KS-00001-of-00003.gguf'
 ERR [              load_model] unable to load model | tid="140693058580480" timestamp=1763620327 model="/home/user/Documents/ik_llama.cpp/models/GLM-4.6-smol-IQ2_KS-00001-of-00003.gguf"
free(): invalid size
Aborted                    (core dumped) ./build/bin/llama-server -m /home/user/Documents/ik_llama.cpp/models/GLM-4.6-smol-IQ2_KS-00001-of-00003.gguf --alias GLM-4.6-IQ2_KS --ctx-size 32768 --n-gpu-layers 99 -ot exps=CPU -fa 1 -ub 4096 -b 4096 --threads 8 --host 127.0.0.1 --port 8080

[taronaeo]

ggml_backend_cuda_buffer_type_alloc_buffer: allocating 2448.00 MiB on device 0: cudaMalloc failed: out of memory

You ran out of memory on the GPU. If you want it to spillover into system memory, you need to provide the GGML_CUDA_ENABLE_UNIFIED_MEMORY=1 flag, f.ex.,

GGML_CUDA_ENABLE_UNIFIED_MEMORY=1 ./build/bin/llama-server -m /home/user/Documents/ik_llama.cpp/models/GLM-4.6-smol-IQ2_KS-00001-of-00003.gguf  --alias GLM-4.6-IQ2_KS  --ctx-size 32768  --n-gpu-layers 99  -ot exps=CPU  -fa 1 -ub 4096 -b 4096  --threads 8 --host 127.0.0.1  --port 8080 -cram -1