Skip to content

Enable faster prompt processing with mainline llama.cpp GGUFs #409

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom
Merged
merged 3 commits into from
May 12, 2025
Merged

Enable faster prompt processing with mainline llama.cpp GGUFs #409

merged 3 commits into from
May 12, 2025

Conversation

ikawrakow
Copy link
Owner

Mainline llama.cpp PR 12901, which added MLA support for DeepSeek models 2.5 months after MLA was available here, broke backwards compatibility. As a result,
the new DeepSeek GGUFs that started appearing on HF became compatible with ik_llama.cpp, so I added support for the incompatible GGUFs in #394. But using such crippled DeepSeek GGUF results in a much lower prompt processing performance. This is because the attn_wkv_b tensor is missing, so one cannot use mla = 3.

This PR removes this limitation. When -mla 0 or 2 or 3 is specified on the command line, missing attn_wkv_b tensors are created on-the-fly while loading the model. This is basically the reverse of #259, where the attn_wk_b and attn_wv_btensors necessary for MLA were computed from the attn_wkv_b tensors in the original DeepSeek GGUFs.

To show why this is useful, the following graph compares PP performance between the main branch and this PR. The sweep-bench command is

./bin/llama-sweep-bench -m $model -c 65536 -t 1 -ngl 100 -mla 3 -fa -fmoe -b 4096 -ub 4096

The model is a mainline llama.cpp DeepSeek-Lite GGUF with the attn_wkv_b tensors missing. In that case the mla = 3 parameter will be converted to mla = 1 on the main branch, but trigger the generation of the attn_wkv_b tensors in this PR (so mla = 3 can be used). The model is quantized with Q4_0, the GPU is RTX-4080. The x-axis is N_KV/1000, where N_KV is the number of tokens in the KV cache. I have used a logarithmic scale for the y axis to better show the growing difference in performance with increasing N_KV.

z11

@Panchovix Panchovix mentioned this pull request May 11, 2025
Merged
@Panchovix
Copy link

Panchovix commented May 11, 2025 •
edited
Loading

Testing this PR (on top of #405 and #408 PRs), here's a complete log when loading DeepSeek V3 0324 Q2_K_XL. Notably, I had to reduce 1 layer on CUDA 2 (compared to #405 (comment)), as now CUDA 2 was getting OOM. I noticed the compute buffers are ~3.3GB each instead of 2GB and 400MB respectively for each despite using the -fa flag with -mla 3.

./llama-server -m '/DeepSeek-V3-0324-UD-Q2_K_XL-00001-of-00006.gguf' -c 16384 --no-mmap -v -ngl 999 -ot "blk.(0|1|2|3|4|5|6|7).ffn.=CUDA0" -ot "blk.(8|9|10|11).ffn.=CUDA1" -ot "blk.(12|13|14|15).ffn.=CUDA2" -ot "blk.(16|17|18|19|20|21|22|23|24|25).ffn.=CUDA3" -ot "ffn.*=CPU" -fa -mla 3 -mg 0 -ub 1024 -fmoe
ggml_cuda_init: GGML_CUDA_FORCE_MMQ:    no
ggml_cuda_init: GGML_CUDA_FORCE_CUBLAS: no
ggml_cuda_init: found 4 CUDA devices:
  Device 0: NVIDIA GeForce RTX 5090, compute capability 12.0, VMM: yes
  Device 1: NVIDIA GeForce RTX 4090, compute capability 8.9, VMM: yes
  Device 2: NVIDIA GeForce RTX 4090, compute capability 8.9, VMM: yes
  Device 3: NVIDIA RTX A6000, compute capability 8.6, VMM: yes
INFO [                    main] build info | tid="140558519128064" timestamp=1746988793 build=3682 commit="154a195f"
INFO [                    main] system info | tid="140558519128064" timestamp=1746988793 n_threads=8 n_threads_batch=-1 total_threads=16 system_info="AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | 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 | "
llama_model_loader: additional 5 GGUFs metadata loaded.
llama_model_loader: loaded meta data with 64 key-value pairs and 1086 tensors from /models_llm/DeepSeek-V3-0324-UD-Q2_K_XL-00001-of-00006.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              = deepseek2
llama_model_loader: - kv   1:                               general.type str              = model
llama_model_loader: - kv   2:                               general.name str              = Deepseek-V3-0324
llama_model_loader: - kv   3:                            general.version str              = V3-0324
llama_model_loader: - kv   4:                           general.basename str              = Deepseek-V3-0324
llama_model_loader: - kv   5:                       general.quantized_by str              = Unsloth
llama_model_loader: - kv   6:                         general.size_label str              = 256x20B
llama_model_loader: - kv   7:                            general.license str              = mit
llama_model_loader: - kv   8:                           general.repo_url str              = https://huggingface.co/unsloth
llama_model_loader: - kv   9:                   general.base_model.count u32              = 1
llama_model_loader: - kv  10:                  general.base_model.0.name str              = DeepSeek V3 0324
llama_model_loader: - kv  11:               general.base_model.0.version str              = V3-0324
llama_model_loader: - kv  12:          general.base_model.0.organization str              = Deepseek Ai
llama_model_loader: - kv  13:              general.base_model.0.repo_url str              = https://huggingface.co/deepseek-ai/De...
llama_model_loader: - kv  14:                               general.tags arr[str,4]       = ["deepseek_v3", "deepseek", "unsloth"...
llama_model_loader: - kv  15:                          general.languages arr[str,1]       = ["en"]
llama_model_loader: - kv  16:                      deepseek2.block_count u32              = 61
llama_model_loader: - kv  17:                   deepseek2.context_length u32              = 163840
llama_model_loader: - kv  18:                 deepseek2.embedding_length u32              = 7168
llama_model_loader: - kv  19:              deepseek2.feed_forward_length u32              = 18432
llama_model_loader: - kv  20:             deepseek2.attention.head_count u32              = 128
llama_model_loader: - kv  21:          deepseek2.attention.head_count_kv u32              = 1
llama_model_loader: - kv  22:                   deepseek2.rope.freq_base f32              = 10000.000000
llama_model_loader: - kv  23: deepseek2.attention.layer_norm_rms_epsilon f32              = 0.000001
llama_model_loader: - kv  24:                deepseek2.expert_used_count u32              = 8
llama_model_loader: - kv  25:        deepseek2.leading_dense_block_count u32              = 3
llama_model_loader: - kv  26:                       deepseek2.vocab_size u32              = 129280
llama_model_loader: - kv  27:            deepseek2.attention.q_lora_rank u32              = 1536
llama_model_loader: - kv  28:           deepseek2.attention.kv_lora_rank u32              = 512
llama_model_loader: - kv  29:             deepseek2.attention.key_length u32              = 576
llama_model_loader: - kv  30:           deepseek2.attention.value_length u32              = 512
llama_model_loader: - kv  31:         deepseek2.attention.key_length_mla u32              = 192
llama_model_loader: - kv  32:       deepseek2.attention.value_length_mla u32              = 128
llama_model_loader: - kv  33:       deepseek2.expert_feed_forward_length u32              = 2048
llama_model_loader: - kv  34:                     deepseek2.expert_count u32              = 256
llama_model_loader: - kv  35:              deepseek2.expert_shared_count u32              = 1
llama_model_loader: - kv  36:             deepseek2.expert_weights_scale f32              = 2.500000
llama_model_loader: - kv  37:              deepseek2.expert_weights_norm bool             = true
llama_model_loader: - kv  38:               deepseek2.expert_gating_func u32              = 2
llama_model_loader: - kv  39:             deepseek2.rope.dimension_count u32              = 64
llama_model_loader: - kv  40:                deepseek2.rope.scaling.type str              = yarn
llama_model_loader: - kv  41:              deepseek2.rope.scaling.factor f32              = 40.000000
llama_model_loader: - kv  42: deepseek2.rope.scaling.original_context_length u32              = 4096
llama_model_loader: - kv  43: deepseek2.rope.scaling.yarn_log_multiplier f32              = 0.100000
llama_model_loader: - kv  44:                       tokenizer.ggml.model str              = gpt2
llama_model_loader: - kv  45:                         tokenizer.ggml.pre str              = deepseek-v3
llama_model_loader: - kv  46:                      tokenizer.ggml.tokens arr[str,129280]  = ["<｜begin▁of▁sentence｜>", "<�...
llama_model_loader: - kv  47:                  tokenizer.ggml.token_type arr[i32,129280]  = [3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
llama_model_loader: - kv  48:                      tokenizer.ggml.merges arr[str,127741]  = ["Ġ t", "Ġ a", "i n", "Ġ Ġ", "h e...
llama_model_loader: - kv  49:                tokenizer.ggml.bos_token_id u32              = 0
llama_model_loader: - kv  50:                tokenizer.ggml.eos_token_id u32              = 1
llama_model_loader: - kv  51:            tokenizer.ggml.padding_token_id u32              = 2
llama_model_loader: - kv  52:               tokenizer.ggml.add_bos_token bool             = true
llama_model_loader: - kv  53:               tokenizer.ggml.add_eos_token bool             = false
llama_model_loader: - kv  54:                    tokenizer.chat_template str              = {% if not add_generation_prompt is de...
llama_model_loader: - kv  55:               general.quantization_version u32              = 2
llama_model_loader: - kv  56:                          general.file_type u32              = 10
llama_model_loader: - kv  57:                      quantize.imatrix.file str              = DeepSeek-V3-0324-GGUF/imatrix_unsloth...
llama_model_loader: - kv  58:                   quantize.imatrix.dataset str              = unsloth_calibration_DeepSeek-V3-0324.txt
llama_model_loader: - kv  59:             quantize.imatrix.entries_count i32              = 720
llama_model_loader: - kv  60:              quantize.imatrix.chunks_count i32              = 60
llama_model_loader: - kv  61:                                   split.no u16              = 0
llama_model_loader: - kv  62:                        split.tensors.count i32              = 1086
llama_model_loader: - kv  63:                                split.count u16              = 6
llama_model_loader: - type  f32:  361 tensors
llama_model_loader: - type q8_0:  122 tensors
llama_model_loader: - type q2_K:  122 tensors
llama_model_loader: - type q3_K:   54 tensors
llama_model_loader: - type q4_K:  389 tensors
llama_model_loader: - type q5_K:   23 tensors
llama_model_loader: - type q6_K:   15 tensors
==========================================================================
Detected incompatible DeepSeek model.
Will try to fix, but there are no guarantees

*** Your prompt processing speed will be crippled ***

Consider making your own ik_llama.cpp compatible model or
ask the model provider to make one for you,
==========================================================================
llm_load_vocab: special tokens cache size = 818
llm_load_vocab: token to piece cache size = 0.8223 MB
llm_load_print_meta: format           = GGUF V3 (latest)
llm_load_print_meta: arch             = deepseek2
llm_load_print_meta: vocab type       = BPE
llm_load_print_meta: n_vocab          = 129280
llm_load_print_meta: n_merges         = 127741
llm_load_print_meta: vocab_only       = 0
llm_load_print_meta: n_ctx_train      = 163840
llm_load_print_meta: n_embd           = 7168
llm_load_print_meta: n_layer          = 61
llm_load_print_meta: n_head           = 128
llm_load_print_meta: n_head_kv        = 128
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    = 192
llm_load_print_meta: n_embd_head_v    = 128
llm_load_print_meta: n_gqa            = 1
llm_load_print_meta: n_embd_k_gqa     = 24576
llm_load_print_meta: n_embd_v_gqa     = 16384
llm_load_print_meta: f_norm_eps       = 0.0e+00
llm_load_print_meta: f_norm_rms_eps   = 1.0e-06
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             = 18432
llm_load_print_meta: n_expert         = 256
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        = 0
llm_load_print_meta: rope scaling     = yarn
llm_load_print_meta: freq_base_train  = 10000.0
llm_load_print_meta: freq_scale_train = 0.025
llm_load_print_meta: n_ctx_orig_yarn  = 4096
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       = 671B
llm_load_print_meta: model ftype      = Q2_K - Medium
llm_load_print_meta: model params     = 671.026 B
llm_load_print_meta: model size       = 233.180 GiB (2.985 BPW) 
llm_load_print_meta: repeating layers = 231.986 GiB (2.978 BPW, 669.173 B parameters)
llm_load_print_meta: general.name     = Deepseek-V3-0324
llm_load_print_meta: BOS token        = 0 '<｜begin▁of▁sentence｜>'
llm_load_print_meta: EOS token        = 1 '<｜end▁of▁sentence｜>'
llm_load_print_meta: PAD token        = 2 '<｜▁pad▁｜>'
llm_load_print_meta: LF token         = 131 'Ä'
llm_load_print_meta: max token length = 256
llm_load_print_meta: n_layer_dense_lead   = 3
llm_load_print_meta: n_lora_q             = 1536
llm_load_print_meta: n_lora_kv            = 512
llm_load_print_meta: n_ff_exp             = 2048
llm_load_print_meta: n_expert_shared      = 1
llm_load_print_meta: expert_weights_scale = 2.5
llm_load_print_meta: expert_weights_norm  = 1
llm_load_print_meta: expert_gating_func   = sigmoid
llm_load_print_meta: rope_yarn_log_mul    = 0.1000
llm_load_tensors: ggml ctx size =    2.23 MiB
Tensor blk.0.ffn_norm.weight buffer type overriden to CUDA0
Tensor blk.0.ffn_gate.weight buffer type overriden to CUDA0
Tensor blk.0.ffn_down.weight buffer type overriden to CUDA0
Tensor blk.0.ffn_up.weight buffer type overriden to CUDA0
Tensor blk.1.ffn_norm.weight buffer type overriden to CUDA0
Tensor blk.1.ffn_gate.weight buffer type overriden to CUDA0
Tensor blk.1.ffn_down.weight buffer type overriden to CUDA0
Tensor blk.1.ffn_up.weight buffer type overriden to CUDA0
Tensor blk.2.ffn_norm.weight buffer type overriden to CUDA0
Tensor blk.2.ffn_gate.weight buffer type overriden to CUDA0
Tensor blk.2.ffn_down.weight buffer type overriden to CUDA0
Tensor blk.2.ffn_up.weight buffer type overriden to CUDA0
Tensor blk.3.ffn_norm.weight buffer type overriden to CUDA0
Tensor blk.3.ffn_gate_inp.weight buffer type overriden to CUDA0
Tensor blk.3.ffn_gate_exps.weight buffer type overriden to CUDA0
Tensor blk.3.ffn_down_exps.weight buffer type overriden to CUDA0
Tensor blk.3.ffn_up_exps.weight buffer type overriden to CUDA0
Tensor blk.3.ffn_gate_shexp.weight buffer type overriden to CUDA0
Tensor blk.3.ffn_down_shexp.weight buffer type overriden to CUDA0
Tensor blk.3.ffn_up_shexp.weight buffer type overriden to CUDA0
Tensor blk.4.ffn_norm.weight buffer type overriden to CUDA0
Tensor blk.4.ffn_gate_inp.weight buffer type overriden to CUDA0
Tensor blk.4.ffn_gate_exps.weight buffer type overriden to CUDA0
Tensor blk.4.ffn_down_exps.weight buffer type overriden to CUDA0
Tensor blk.4.ffn_up_exps.weight buffer type overriden to CUDA0
Tensor blk.4.ffn_gate_shexp.weight buffer type overriden to CUDA0
Tensor blk.4.ffn_down_shexp.weight buffer type overriden to CUDA0
Tensor blk.4.ffn_up_shexp.weight buffer type overriden to CUDA0
Tensor blk.5.ffn_norm.weight buffer type overriden to CUDA0
Tensor blk.5.ffn_gate_inp.weight buffer type overriden to CUDA0
Tensor blk.5.ffn_gate_exps.weight buffer type overriden to CUDA0
Tensor blk.5.ffn_down_exps.weight buffer type overriden to CUDA0
Tensor blk.5.ffn_up_exps.weight buffer type overriden to CUDA0
Tensor blk.5.ffn_gate_shexp.weight buffer type overriden to CUDA0
Tensor blk.5.ffn_down_shexp.weight buffer type overriden to CUDA0
Tensor blk.5.ffn_up_shexp.weight buffer type overriden to CUDA0
Tensor blk.6.ffn_norm.weight buffer type overriden to CUDA0
Tensor blk.6.ffn_gate_inp.weight buffer type overriden to CUDA0
Tensor blk.6.ffn_gate_exps.weight buffer type overriden to CUDA0
Tensor blk.6.ffn_down_exps.weight buffer type overriden to CUDA0
Tensor blk.6.ffn_up_exps.weight buffer type overriden to CUDA0
Tensor blk.6.ffn_gate_shexp.weight buffer type overriden to CUDA0
Tensor blk.6.ffn_down_shexp.weight buffer type overriden to CUDA0
Tensor blk.6.ffn_up_shexp.weight buffer type overriden to CUDA0
Tensor blk.7.ffn_norm.weight buffer type overriden to CUDA0
Tensor blk.7.ffn_gate_inp.weight buffer type overriden to CUDA0
Tensor blk.7.ffn_gate_exps.weight buffer type overriden to CUDA0
Tensor blk.7.ffn_down_exps.weight buffer type overriden to CUDA0
Tensor blk.7.ffn_up_exps.weight buffer type overriden to CUDA0
Tensor blk.7.ffn_gate_shexp.weight buffer type overriden to CUDA0
Tensor blk.7.ffn_down_shexp.weight buffer type overriden to CUDA0
Tensor blk.7.ffn_up_shexp.weight buffer type overriden to CUDA0
Tensor blk.8.ffn_norm.weight buffer type overriden to CUDA1
Tensor blk.8.ffn_gate_inp.weight buffer type overriden to CUDA1
Tensor blk.8.ffn_gate_exps.weight buffer type overriden to CUDA1
Tensor blk.8.ffn_down_exps.weight buffer type overriden to CUDA1
Tensor blk.8.ffn_up_exps.weight buffer type overriden to CUDA1
Tensor blk.8.ffn_gate_shexp.weight buffer type overriden to CUDA1
Tensor blk.8.ffn_down_shexp.weight buffer type overriden to CUDA1
Tensor blk.8.ffn_up_shexp.weight buffer type overriden to CUDA1
Tensor blk.9.ffn_norm.weight buffer type overriden to CUDA1
Tensor blk.9.ffn_gate_inp.weight buffer type overriden to CUDA1
Tensor blk.9.ffn_gate_exps.weight buffer type overriden to CUDA1
Tensor blk.9.ffn_down_exps.weight buffer type overriden to CUDA1
Tensor blk.9.ffn_up_exps.weight buffer type overriden to CUDA1
Tensor blk.9.ffn_gate_shexp.weight buffer type overriden to CUDA1
Tensor blk.9.ffn_down_shexp.weight buffer type overriden to CUDA1
Tensor blk.9.ffn_up_shexp.weight buffer type overriden to CUDA1
Tensor blk.10.ffn_norm.weight buffer type overriden to CUDA1
Tensor blk.10.ffn_gate_inp.weight buffer type overriden to CUDA1
Tensor blk.10.ffn_gate_exps.weight buffer type overriden to CUDA1
Tensor blk.10.ffn_down_exps.weight buffer type overriden to CUDA1
Tensor blk.10.ffn_up_exps.weight buffer type overriden to CUDA1
Tensor blk.10.ffn_gate_shexp.weight buffer type overriden to CUDA1
Tensor blk.10.ffn_down_shexp.weight buffer type overriden to CUDA1
Tensor blk.10.ffn_up_shexp.weight buffer type overriden to CUDA1
Tensor blk.11.ffn_norm.weight buffer type overriden to CUDA1
Tensor blk.11.ffn_gate_inp.weight buffer type overriden to CUDA1
Tensor blk.11.ffn_gate_exps.weight buffer type overriden to CUDA1
Tensor blk.11.ffn_down_exps.weight buffer type overriden to CUDA1
Tensor blk.11.ffn_up_exps.weight buffer type overriden to CUDA1
Tensor blk.11.ffn_gate_shexp.weight buffer type overriden to CUDA1
Tensor blk.11.ffn_down_shexp.weight buffer type overriden to CUDA1
Tensor blk.11.ffn_up_shexp.weight buffer type overriden to CUDA1
Tensor blk.12.ffn_norm.weight buffer type overriden to CUDA2
Tensor blk.12.ffn_gate_inp.weight buffer type overriden to CUDA2
Tensor blk.12.ffn_gate_exps.weight buffer type overriden to CUDA2
Tensor blk.12.ffn_down_exps.weight buffer type overriden to CUDA2
Tensor blk.12.ffn_up_exps.weight buffer type overriden to CUDA2
Tensor blk.12.ffn_gate_shexp.weight buffer type overriden to CUDA2
Tensor blk.12.ffn_down_shexp.weight buffer type overriden to CUDA2
Tensor blk.12.ffn_up_shexp.weight buffer type overriden to CUDA2
Tensor blk.13.ffn_norm.weight buffer type overriden to CUDA2
Tensor blk.13.ffn_gate_inp.weight buffer type overriden to CUDA2
Tensor blk.13.ffn_gate_exps.weight buffer type overriden to CUDA2
Tensor blk.13.ffn_down_exps.weight buffer type overriden to CUDA2
Tensor blk.13.ffn_up_exps.weight buffer type overriden to CUDA2
Tensor blk.13.ffn_gate_shexp.weight buffer type overriden to CUDA2
Tensor blk.13.ffn_down_shexp.weight buffer type overriden to CUDA2
Tensor blk.13.ffn_up_shexp.weight buffer type overriden to CUDA2
Tensor blk.14.ffn_norm.weight buffer type overriden to CUDA2
Tensor blk.14.ffn_gate_inp.weight buffer type overriden to CUDA2
Tensor blk.14.ffn_gate_exps.weight buffer type overriden to CUDA2
Tensor blk.14.ffn_down_exps.weight buffer type overriden to CUDA2
Tensor blk.14.ffn_up_exps.weight buffer type overriden to CUDA2
Tensor blk.14.ffn_gate_shexp.weight buffer type overriden to CUDA2
Tensor blk.14.ffn_down_shexp.weight buffer type overriden to CUDA2
Tensor blk.14.ffn_up_shexp.weight buffer type overriden to CUDA2
Tensor blk.15.ffn_norm.weight buffer type overriden to CUDA2
Tensor blk.15.ffn_gate_inp.weight buffer type overriden to CUDA2
Tensor blk.15.ffn_gate_exps.weight buffer type overriden to CUDA2
Tensor blk.15.ffn_down_exps.weight buffer type overriden to CUDA2
Tensor blk.15.ffn_up_exps.weight buffer type overriden to CUDA2
Tensor blk.15.ffn_gate_shexp.weight buffer type overriden to CUDA2
Tensor blk.15.ffn_down_shexp.weight buffer type overriden to CUDA2
Tensor blk.15.ffn_up_shexp.weight buffer type overriden to CUDA2
Tensor blk.16.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.16.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.16.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.16.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.16.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.16.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.16.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.16.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.17.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.17.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.17.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.17.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.17.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.17.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.17.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.17.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.18.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.18.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.18.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.18.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.18.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.18.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.18.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.18.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.19.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.19.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.19.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.19.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.19.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.19.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.19.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.19.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.20.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.20.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.20.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.20.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.20.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.20.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.20.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.20.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.21.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.21.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.21.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.21.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.21.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.21.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.21.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.21.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.22.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.22.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.22.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.22.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.22.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.22.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.22.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.22.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.23.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.23.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.23.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.23.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.23.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.23.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.23.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.23.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.24.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.24.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.24.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.24.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.24.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.24.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.24.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.24.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.25.ffn_norm.weight buffer type overriden to CUDA3
Tensor blk.25.ffn_gate_inp.weight buffer type overriden to CUDA3
Tensor blk.25.ffn_gate_exps.weight buffer type overriden to CUDA3
Tensor blk.25.ffn_down_exps.weight buffer type overriden to CUDA3
Tensor blk.25.ffn_up_exps.weight buffer type overriden to CUDA3
Tensor blk.25.ffn_gate_shexp.weight buffer type overriden to CUDA3
Tensor blk.25.ffn_down_shexp.weight buffer type overriden to CUDA3
Tensor blk.25.ffn_up_shexp.weight buffer type overriden to CUDA3
Tensor blk.26.ffn_norm.weight buffer type overriden to CPU
Tensor blk.26.ffn_gate_inp.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.26.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.26.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.26.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.27.ffn_norm.weight buffer type overriden to CPU
Tensor blk.27.ffn_gate_inp.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.27.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.27.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.27.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.28.ffn_norm.weight buffer type overriden to CPU
Tensor blk.28.ffn_gate_inp.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
Tensor blk.28.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.28.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.28.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.28.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.29.ffn_norm.weight buffer type overriden to CPU
Tensor blk.29.ffn_gate_inp.weight buffer type overriden to CPU
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.29.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.29.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.29.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.30.ffn_norm.weight buffer type overriden to CPU
Tensor blk.30.ffn_gate_inp.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.30.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.30.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.30.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.31.ffn_norm.weight buffer type overriden to CPU
Tensor blk.31.ffn_gate_inp.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
Tensor blk.31.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.31.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.31.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.31.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.32.ffn_norm.weight buffer type overriden to CPU
Tensor blk.32.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.32.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.32.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.32.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.32.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.32.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.32.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.33.ffn_norm.weight buffer type overriden to CPU
Tensor blk.33.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.33.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.33.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.33.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.33.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.33.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.33.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.34.ffn_norm.weight buffer type overriden to CPU
Tensor blk.34.ffn_gate_inp.weight buffer type overriden to CPU
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.34.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.34.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.34.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.35.ffn_norm.weight buffer type overriden to CPU
Tensor blk.35.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.35.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.35.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.35.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.35.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.35.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.35.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.36.ffn_norm.weight buffer type overriden to CPU
Tensor blk.36.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.36.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.36.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.36.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.36.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.36.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.36.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.37.ffn_norm.weight buffer type overriden to CPU
Tensor blk.37.ffn_gate_inp.weight buffer type overriden to CPU
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.37.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.37.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.37.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.38.ffn_norm.weight buffer type overriden to CPU
Tensor blk.38.ffn_gate_inp.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.38.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.38.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.38.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.39.ffn_norm.weight buffer type overriden to CPU
Tensor blk.39.ffn_gate_inp.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.39.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.39.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.39.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.40.ffn_norm.weight buffer type overriden to CPU
Tensor blk.40.ffn_gate_inp.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.40.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.40.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.40.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.41.ffn_norm.weight buffer type overriden to CPU
Tensor blk.41.ffn_gate_inp.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.41.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.41.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.41.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.42.ffn_norm.weight buffer type overriden to CPU
Tensor blk.42.ffn_gate_inp.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.42.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.42.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.42.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.43.ffn_norm.weight buffer type overriden to CPU
Tensor blk.43.ffn_gate_inp.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.43.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.43.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.43.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.44.ffn_norm.weight buffer type overriden to CPU
Tensor blk.44.ffn_gate_inp.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.44.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.44.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.44.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.45.ffn_norm.weight buffer type overriden to CPU
Tensor blk.45.ffn_gate_inp.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.45.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.45.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.45.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.46.ffn_norm.weight buffer type overriden to CPU
Tensor blk.46.ffn_gate_inp.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.46.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.46.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.46.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.47.ffn_norm.weight buffer type overriden to CPU
Tensor blk.47.ffn_gate_inp.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.47.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.47.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.47.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.48.ffn_norm.weight buffer type overriden to CPU
Tensor blk.48.ffn_gate_inp.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
Tensor blk.48.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.48.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.48.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.48.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.49.ffn_norm.weight buffer type overriden to CPU
Tensor blk.49.ffn_gate_inp.weight buffer type overriden to CPU
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.49.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.49.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.49.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.50.ffn_norm.weight buffer type overriden to CPU
Tensor blk.50.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.50.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.50.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.50.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.50.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.50.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.50.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.51.ffn_norm.weight buffer type overriden to CPU
Tensor blk.51.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.51.ffn_gate_exps.weight buffer type overriden to CPU
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.51.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.51.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.51.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.52.ffn_norm.weight buffer type overriden to CPU
Tensor blk.52.ffn_gate_inp.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.52.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.52.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.52.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.53.ffn_norm.weight buffer type overriden to CPU
Tensor blk.53.ffn_gate_inp.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
Tensor blk.53.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.53.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.53.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.54.ffn_norm.weight buffer type overriden to CPU
Tensor blk.54.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.54.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.54.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.54.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.54.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.54.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.54.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.55.ffn_norm.weight buffer type overriden to CPU
Tensor blk.55.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.55.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.55.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.55.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.55.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.55.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.55.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.56.ffn_norm.weight buffer type overriden to CPU
Tensor blk.56.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.56.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.56.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.56.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.56.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.56.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.56.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.57.ffn_norm.weight buffer type overriden to CPU
Tensor blk.57.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.57.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.57.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.57.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.57.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.57.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.57.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.58.ffn_norm.weight buffer type overriden to CPU
Tensor blk.58.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.58.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.58.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.58.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.58.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.58.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.58.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.59.ffn_norm.weight buffer type overriden to CPU
Tensor blk.59.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.59.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.59.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.59.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.59.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.59.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.59.ffn_up_shexp.weight buffer type overriden to CPU
Tensor blk.60.ffn_norm.weight buffer type overriden to CPU
Tensor blk.60.ffn_gate_inp.weight buffer type overriden to CPU
Tensor blk.60.ffn_gate_exps.weight buffer type overriden to CPU
Tensor blk.60.ffn_down_exps.weight buffer type overriden to CPU
Tensor blk.60.ffn_up_exps.weight buffer type overriden to CPU
Tensor blk.60.ffn_gate_shexp.weight buffer type overriden to CPU
Tensor blk.60.ffn_down_shexp.weight buffer type overriden to CPU
Tensor blk.60.ffn_up_shexp.weight buffer type overriden to CPU
llm_load_tensors: offloading 61 repeating layers to GPU
llm_load_tensors: offloading non-repeating layers to GPU
llm_load_tensors: offloaded 62/62 layers to GPU
llm_load_tensors:        CPU buffer size = 138767.64 MiB
llm_load_tensors:  CUDA_Host buffer size =   497.11 MiB
llm_load_tensors:      CUDA0 buffer size = 22188.53 MiB
llm_load_tensors:      CUDA1 buffer size = 17471.11 MiB
llm_load_tensors:      CUDA2 buffer size = 17472.86 MiB
llm_load_tensors:      CUDA3 buffer size = 42378.83 MiB
....................................................................................................
============ llm_prepare_mla: need to compute 61 wkv_b tensors
Computed blk.0.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.1.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.2.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.3.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.4.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.5.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.6.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.7.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.8.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.9.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.10.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.11.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.12.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.13.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.14.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA0
Computed blk.15.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.16.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.17.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.18.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.19.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.20.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.21.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.22.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.23.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.24.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.25.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.26.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA1
Computed blk.27.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.28.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.29.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.30.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.31.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.32.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.33.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.34.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.35.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.36.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.37.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.38.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA2
Computed blk.39.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.40.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.41.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.42.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.43.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.44.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.45.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.46.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.47.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.48.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.49.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.50.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.51.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.52.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.53.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.54.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.55.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.56.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.57.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.58.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.59.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
Computed blk.60.attn_kv_b.weight as 512 x 32768 and stored in buffer CUDA3
llama_new_context_with_model: n_ctx      = 16384
llama_new_context_with_model: n_batch    = 2048
llama_new_context_with_model: n_ubatch   = 1024
llama_new_context_with_model: flash_attn = 1
llama_new_context_with_model: mla_attn   = 3
llama_new_context_with_model: attn_max_b = 0
llama_new_context_with_model: fused_moe  = 1
llama_new_context_with_model: ser        = -1, 0
llama_new_context_with_model: freq_base  = 10000.0
llama_new_context_with_model: freq_scale = 0.025
llama_kv_cache_init:      CUDA0 KV buffer size =   270.00 MiB
llama_kv_cache_init:      CUDA1 KV buffer size =   216.00 MiB
llama_kv_cache_init:      CUDA2 KV buffer size =   216.00 MiB
llama_kv_cache_init:      CUDA3 KV buffer size =   396.00 MiB
llama_new_context_with_model: KV self size  = 1098.00 MiB, c^KV (f16): 1098.00 MiB, kv^T: not used
llama_new_context_with_model:  CUDA_Host  output buffer size =     0.99 MiB
llama_new_context_with_model: pipeline parallelism enabled (n_copies=1)
llama_new_context_with_model:      CUDA0 compute buffer size =  3444.00 MiB
llama_new_context_with_model:      CUDA1 compute buffer size =  3362.00 MiB
llama_new_context_with_model:      CUDA2 compute buffer size =  3362.00 MiB
llama_new_context_with_model:      CUDA3 compute buffer size =  3362.01 MiB
llama_new_context_with_model:  CUDA_Host compute buffer size =    92.01 MiB
llama_new_context_with_model: graph nodes  = 3487
llama_new_context_with_model: graph splits = 389

I noticed about at 15% improvement on PP t/s over #405 PR, so then that means about 21% faster PP vs main llamacpp (and like 400% improvement (no joke lol) without the #405 PR on ik llamacpp)

INFO [           print_timings] prompt eval time     =   24764.06 ms /  3003 tokens (    8.25 ms per token,   121.26 tokens per second) | tid="140558519128064" timestamp=1746989499 id_slot=0 id_task=464 t_prompt_processing=24764.059 n_prompt_tokens_processed=3003 t_token=8.246439893439893 n_tokens_second=121.2644502260312
INFO [           print_timings] generation eval time =   57949.04 ms /   456 runs   (  127.08 ms per token,     7.87 tokens per second) | tid="140558519128064" timestamp=1746989499 id_slot=0 id_task=464 t_token_generation=57949.044 n_decoded=456 t_token=127.08123684210527 n_tokens_second=7.868982273460801
INFO [           print_timings]           total time =   82713.10 ms | tid="140558519128064" timestamp=1746989499 id_slot=0 id_task=464 t_prompt_processing=24764.059 t_token_generation=57949.044 t_total=82713.103

Testing with -mla 2, compute buffers are 3.4GB as well vs -mla 3 with -fa. Here it got a small perf improvement (109 t/s PP vs 106 t/s PP).

EDIT: I noticed that with this PR we have to specify -mla 1 to make compute buffers smaller, as it doesn't automatically changes it from 0 to 1.

@ikawrakow
Copy link
Owner Author

The compute buffers become larger because one needs extra buffers for the transformed cache. If you are running out of VRAM, you can reduce the compute buffer size using e.g. -amb 512. This may result in a small performance degradation (but often doesn't).

The extra ~1 GiB in model size is for the newly created attn_wkv_b tensors.

@ikawrakow ikawrakow merged commit f27cd40 into main May 12, 2025
@ikawrakow ikawrakow mentioned this pull request May 12, 2025
Merged
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Reviewers
No reviews
Assignees
No one assigned
Labels
None yet
Projects
None yet
Milestone
No milestone
Development

Successfully merging this pull request may close these issues.
2 participants
@ikawrakow @Panchovix