ggml_cuda_init: found 2 CUDA devices (Total VRAM: 32538 MiB): Device 0: Tesla P100-PCIE-16GB, compute capability 6.0, VMM: yes, VRAM: 16269 MiB Device 1: Tesla P100-PCIE-16GB, compute capability 6.0, VMM: yes, VRAM: 16269 MiB load_backend: loaded CUDA backend from /mnt/nvme1/llm/llama-eaddario-cuda-real/libggml-cuda.so load_backend: loaded RPC backend from /mnt/nvme1/llm/llama-eaddario-cuda-real/libggml-rpc.so load_backend: loaded CPU backend from /mnt/nvme1/llm/llama-eaddario-cuda-real/libggml-cpu-haswell.so common_init_result: fitting params to device memory, for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on llama_params_fit_impl: projected memory use with initial parameters [MiB]: llama_params_fit_impl: - CUDA0 (Tesla P100-PCIE-16GB): 16269 total, 23036 used, -7059 free vs. target of 2048 llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 16269 total, 23552 used, -7571 free vs. target of 2048 llama_params_fit_impl: projected to use 46589 MiB of device memory vs. 31958 MiB of free device memory llama_params_fit_impl: cannot meet free memory targets on all devices, need to use 18727 MiB less in total llama_params_fit_impl: context size set by user to 2048 -> no change llama_params_fit_impl: with only dense weights in device memory there is a total surplus of 22787 MiB llama_params_fit_impl: filling dense-only layers back-to-front: llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 41 layers, 5073 MiB used, 10908 MiB free llama_params_fit_impl: - CUDA0 (Tesla P100-PCIE-16GB): 0 layers, 801 MiB used, 15175 MiB free llama_params_fit_impl: converting dense-only layers to full layers and filling them front-to-back with overflow to next device/system memory: llama_params_fit_impl: - CUDA0 (Tesla P100-PCIE-16GB): 13 layers ( 1 overflowing), 13847 MiB used, 2129 MiB free llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 28 layers (20 overflowing), 13465 MiB used, 2515 MiB free llama_params_fit: successfully fit params to free device memory llama_params_fit: fitting params to free memory took 6.26 seconds llama_model_load_from_file_impl: using device CUDA0 (Tesla P100-PCIE-16GB) (0000:01:00.0) - 16011 MiB free llama_model_load_from_file_impl: using device CUDA1 (Tesla P100-PCIE-16GB) (0000:04:00.0) - 16011 MiB free llama_model_loader: loaded meta data with 52 key-value pairs and 733 tensors from /mnt/ssd1/models/tvall43/Qwen3.6-35B-A3B-heretic/750-v1/Qwen3.6-35B-A3B-heretic-BPW10.75.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 = qwen35moe llama_model_loader: - kv 1: general.type str = model llama_model_loader: - kv 2: general.sampling.top_k i32 = 20 llama_model_loader: - kv 3: general.sampling.top_p f32 = 0.950000 llama_model_loader: - kv 4: general.sampling.temp f32 = 1.000000 llama_model_loader: - kv 5: general.name str = Qwen3.6 35B A3B Heretic llama_model_loader: - kv 6: general.finetune str = heretic llama_model_loader: - kv 7: general.basename str = Qwen3.6 llama_model_loader: - kv 8: general.size_label str = 35B-A3B llama_model_loader: - kv 9: general.license str = apache-2.0 llama_model_loader: - kv 10: general.license.link str = https://huggingface.co/Qwen/Qwen3.6-3... llama_model_loader: - kv 11: general.base_model.count u32 = 1 llama_model_loader: - kv 12: general.base_model.0.name str = Qwen3.6 35B A3B llama_model_loader: - kv 13: general.base_model.0.organization str = Qwen llama_model_loader: - kv 14: general.base_model.0.repo_url str = https://huggingface.co/Qwen/Qwen3.6-3... llama_model_loader: - kv 15: general.tags arr[str,7] = ["qwen3_5_moe", "qwen", "heretic", "u... llama_model_loader: - kv 16: qwen35moe.block_count u32 = 40 llama_model_loader: - kv 17: qwen35moe.context_length u32 = 262144 llama_model_loader: - kv 18: qwen35moe.embedding_length u32 = 2048 llama_model_loader: - kv 19: qwen35moe.attention.head_count u32 = 16 llama_model_loader: - kv 20: qwen35moe.attention.head_count_kv u32 = 2 llama_model_loader: - kv 21: qwen35moe.rope.dimension_sections arr[i32,4] = [11, 11, 10, 0] llama_model_loader: - kv 22: qwen35moe.rope.freq_base f32 = 10000000.000000 llama_model_loader: - kv 23: qwen35moe.attention.layer_norm_rms_epsilon f32 = 0.000001 llama_model_loader: - kv 24: qwen35moe.expert_count u32 = 256 llama_model_loader: - kv 25: qwen35moe.expert_used_count u32 = 8 llama_model_loader: - kv 26: qwen35moe.attention.key_length u32 = 256 llama_model_loader: - kv 27: qwen35moe.attention.value_length u32 = 256 llama_model_loader: - kv 28: qwen35moe.expert_feed_forward_length u32 = 512 llama_model_loader: - kv 29: qwen35moe.expert_shared_feed_forward_length u32 = 512 llama_model_loader: - kv 30: qwen35moe.ssm.conv_kernel u32 = 4 llama_model_loader: - kv 31: qwen35moe.ssm.state_size u32 = 128 llama_model_loader: - kv 32: qwen35moe.ssm.group_count u32 = 16 llama_model_loader: - kv 33: qwen35moe.ssm.time_step_rank u32 = 32 llama_model_loader: - kv 34: qwen35moe.ssm.inner_size u32 = 4096 llama_model_loader: - kv 35: qwen35moe.full_attention_interval u32 = 4 llama_model_loader: - kv 36: qwen35moe.rope.dimension_count u32 = 64 llama_model_loader: - kv 37: tokenizer.ggml.model str = gpt2 llama_model_loader: - kv 38: tokenizer.ggml.pre str = qwen35 llama_model_loader: - kv 39: tokenizer.ggml.tokens arr[str,248320] = ["!", "\"", "#", "$", "%", "&", "'", ... llama_model_loader: - kv 40: tokenizer.ggml.token_type arr[i32,248320] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ... llama_model_loader: - kv 41: tokenizer.ggml.merges arr[str,247587] = ["Ġ Ġ", "ĠĠ ĠĠ", "i n", "Ġ t",... llama_model_loader: - kv 42: tokenizer.ggml.eos_token_id u32 = 248046 llama_model_loader: - kv 43: tokenizer.ggml.padding_token_id u32 = 248055 llama_model_loader: - kv 44: tokenizer.ggml.bos_token_id u32 = 248044 llama_model_loader: - kv 45: tokenizer.chat_template str = {%- set image_count = namespace(value... llama_model_loader: - kv 46: general.quantization_version u32 = 2 llama_model_loader: - kv 47: general.file_type u32 = 1 llama_model_loader: - kv 48: quantize.imatrix.file str = /mnt/ssd1/models/tvall43/Qwen3.6-35B-... llama_model_loader: - kv 49: quantize.imatrix.dataset str = /home/duka/llm/models/tvall43/Qwen3.6... llama_model_loader: - kv 50: quantize.imatrix.entries_count u32 = 510 llama_model_loader: - kv 51: quantize.imatrix.chunks_count u32 = 197 llama_model_loader: - type f32: 301 tensors llama_model_loader: - type f16: 117 tensors llama_model_loader: - type q8_0: 315 tensors print_info: file format = GGUF V3 (latest) print_info: file type = F16 print_info: file size = 43.38 GiB (10.75 BPW) load: 0 unused tokens load: printing all EOG tokens: load: - 248044 ('<|endoftext|>') load: - 248046 ('<|im_end|>') load: - 248063 ('<|fim_pad|>') load: - 248064 ('<|repo_name|>') load: - 248065 ('<|file_sep|>') load: special tokens cache size = 33 load: token to piece cache size = 1.7581 MB print_info: arch = qwen35moe print_info: vocab_only = 0 print_info: no_alloc = 0 print_info: n_ctx_train = 262144 print_info: n_embd = 2048 print_info: n_embd_inp = 2048 print_info: n_layer = 40 print_info: n_head = 16 print_info: n_head_kv = 2 print_info: n_rot = 64 print_info: n_swa = 0 print_info: is_swa_any = 0 print_info: n_embd_head_k = 256 print_info: n_embd_head_v = 256 print_info: n_gqa = 8 print_info: n_embd_k_gqa = 512 print_info: n_embd_v_gqa = 512 print_info: f_norm_eps = 0.0e+00 print_info: f_norm_rms_eps = 1.0e-06 print_info: f_clamp_kqv = 0.0e+00 print_info: f_max_alibi_bias = 0.0e+00 print_info: f_logit_scale = 0.0e+00 print_info: f_attn_scale = 0.0e+00 print_info: n_ff = 0 print_info: n_expert = 256 print_info: n_expert_used = 8 print_info: n_expert_groups = 0 print_info: n_group_used = 0 print_info: causal attn = 1 print_info: pooling type = -1 print_info: rope type = 40 print_info: rope scaling = linear print_info: freq_base_train = 10000000.0 print_info: freq_scale_train = 1 print_info: n_ctx_orig_yarn = 262144 print_info: rope_yarn_log_mul = 0.0000 print_info: rope_finetuned = unknown print_info: mrope sections = [11, 11, 10, 0] print_info: ssm_d_conv = 4 print_info: ssm_d_inner = 4096 print_info: ssm_d_state = 128 print_info: ssm_dt_rank = 32 print_info: ssm_n_group = 16 print_info: ssm_dt_b_c_rms = 0 print_info: model type = 35B.A3B print_info: model params = 34.66 B print_info: general.name = Qwen3.6 35B A3B Heretic print_info: vocab type = BPE print_info: n_vocab = 248320 print_info: n_merges = 247587 print_info: BOS token = 248044 '<|endoftext|>' print_info: EOS token = 248046 '<|im_end|>' print_info: EOT token = 248046 '<|im_end|>' print_info: PAD token = 248055 '<|vision_pad|>' print_info: LF token = 198 'Ċ' print_info: FIM PRE token = 248060 '<|fim_prefix|>' print_info: FIM SUF token = 248062 '<|fim_suffix|>' print_info: FIM MID token = 248061 '<|fim_middle|>' print_info: FIM PAD token = 248063 '<|fim_pad|>' print_info: FIM REP token = 248064 '<|repo_name|>' print_info: FIM SEP token = 248065 '<|file_sep|>' print_info: EOG token = 248044 '<|endoftext|>' print_info: EOG token = 248046 '<|im_end|>' print_info: EOG token = 248063 '<|fim_pad|>' print_info: EOG token = 248064 '<|repo_name|>' print_info: EOG token = 248065 '<|file_sep|>' print_info: max token length = 256 load_tensors: loading model tensors, this can take a while... (mmap = false, direct_io = true) load_tensors: offloading output layer to GPU load_tensors: offloading 39 repeating layers to GPU load_tensors: offloaded 41/41 layers to GPU load_tensors: CUDA0 model buffer size = 13000.30 MiB load_tensors: CUDA1 model buffer size = 11379.92 MiB load_tensors: CUDA_Host model buffer size = 20037.31 MiB ............................................................................................. common_init_result: added <|endoftext|> logit bias = -inf common_init_result: added <|im_end|> logit bias = -inf common_init_result: added <|fim_pad|> logit bias = -inf common_init_result: added <|repo_name|> logit bias = -inf common_init_result: added <|file_sep|> logit bias = -inf llama_context: constructing llama_context llama_context: n_seq_max = 1 llama_context: n_ctx = 2048 llama_context: n_ctx_seq = 2048 llama_context: n_batch = 2048 llama_context: n_ubatch = 2048 llama_context: causal_attn = 1 llama_context: flash_attn = enabled llama_context: kv_unified = false llama_context: freq_base = 10000000.0 llama_context: freq_scale = 1 llama_context: n_ctx_seq (2048) < n_ctx_train (262144) -- the full capacity of the model will not be utilized llama_context: CUDA_Host output buffer size = 0.95 MiB llama_kv_cache: CUDA0 KV buffer size = 24.00 MiB llama_kv_cache: CUDA1 KV buffer size = 56.00 MiB llama_kv_cache: size = 80.00 MiB ( 2048 cells, 10 layers, 1/1 seqs), K (f32): 40.00 MiB, V (f32): 40.00 MiB llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 256 llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 256 llama_memory_recurrent: CUDA0 RS buffer size = 20.94 MiB llama_memory_recurrent: CUDA1 RS buffer size = 41.88 MiB llama_memory_recurrent: size = 62.81 MiB ( 1 cells, 40 layers, 1 seqs), R (f32): 2.81 MiB, S (f32): 60.00 MiB sched_reserve: reserving ... sched_reserve: resolving fused Gated Delta Net support: sched_reserve: fused Gated Delta Net (autoregressive) enabled sched_reserve: fused Gated Delta Net (chunked) enabled sched_reserve: CUDA0 compute buffer size = 802.00 MiB sched_reserve: CUDA1 compute buffer size = 1988.00 MiB sched_reserve: CUDA_Host compute buffer size = 48.08 MiB sched_reserve: graph nodes = 3749 sched_reserve: graph splits = 83 (with bs=2048), 47 (with bs=1) sched_reserve: reserve took 38.13 ms, sched copies = 1 common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) system_info: n_threads = 16 (n_threads_batch = 16) / 16 | CUDA : ARCHS = 600,610 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | FA_ALL_QUANTS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | kl_divergence: computing over 197 chunks, n_ctx=2048, batch_size=2048, n_seq=1 kl_divergence: 6.94 seconds per pass - ETA 22.78 minutes chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p 1 7.8066 ± 0.6305 -0.00099 ± 0.00360 0.00605 ± 0.00042 2.260 ± 0.124 % 95.992 ± 0.614 % 2 6.3991 ± 0.3492 0.00092 ± 0.00254 0.00551 ± 0.00024 2.314 ± 0.083 % 96.628 ± 0.399 % 3 7.5128 ± 0.3561 0.00188 ± 0.00239 0.00726 ± 0.00049 2.906 ± 0.279 % 96.253 ± 0.343 % 4 8.1194 ± 0.3439 0.00443 ± 0.00228 0.00764 ± 0.00047 2.873 ± 0.226 % 95.992 ± 0.307 % 5 7.9383 ± 0.2975 0.00388 ± 0.00198 0.00738 ± 0.00039 2.786 ± 0.188 % 95.836 ± 0.279 % 6 7.4498 ± 0.2515 0.00291 ± 0.00173 0.00689 ± 0.00033 2.676 ± 0.163 % 96.057 ± 0.248 % 7 6.6495 ± 0.2023 0.00422 ± 0.00178 0.00796 ± 0.00074 3.117 ± 0.273 % 95.559 ± 0.243 % 8 5.7970 ± 0.1584 0.00268 ± 0.00161 0.00760 ± 0.00066 3.073 ± 0.253 % 94.770 ± 0.246 % 9 6.0572 ± 0.1578 0.00333 ± 0.00151 0.00743 ± 0.00059 2.984 ± 0.231 % 94.841 ± 0.231 % 10 6.3188 ± 0.1585 0.00289 ± 0.00142 0.00728 ± 0.00053 2.914 ± 0.214 % 95.034 ± 0.215 % 11 6.7983 ± 0.1661 0.00296 ± 0.00134 0.00721 ± 0.00049 2.879 ± 0.197 % 95.139 ± 0.203 % 12 6.9887 ± 0.1643 0.00354 ± 0.00126 0.00708 ± 0.00045 2.827 ± 0.184 % 95.178 ± 0.193 % 13 6.9378 ± 0.1567 0.00361 ± 0.00120 0.00685 ± 0.00041 2.788 ± 0.173 % 95.293 ± 0.184 % 14 7.1158 ± 0.1564 0.00319 ± 0.00116 0.00691 ± 0.00039 2.816 ± 0.168 % 95.301 ± 0.177 % 15 7.0745 ± 0.1503 0.00300 ± 0.00111 0.00712 ± 0.00038 2.852 ± 0.158 % 95.262 ± 0.172 % 16 7.0939 ± 0.1457 0.00308 ± 0.00106 0.00700 ± 0.00035 2.814 ± 0.150 % 95.326 ± 0.165 % 17 7.2365 ± 0.1453 0.00342 ± 0.00103 0.00762 ± 0.00071 2.780 ± 0.143 % 95.360 ± 0.160 % 18 7.0337 ± 0.1363 0.00353 ± 0.00099 0.00751 ± 0.00067 2.774 ± 0.136 % 95.422 ± 0.154 % 19 7.0006 ± 0.1322 0.00369 ± 0.00099 0.00757 ± 0.00067 2.807 ± 0.143 % 95.550 ± 0.148 % 20 7.0379 ± 0.1296 0.00397 ± 0.00096 0.00751 ± 0.00064 2.789 ± 0.137 % 95.577 ± 0.144 % 21 7.2455 ± 0.1313 0.00426 ± 0.00094 0.00748 ± 0.00061 2.787 ± 0.131 % 95.564 ± 0.140 % 22 7.2612 ± 0.1286 0.00400 ± 0.00091 0.00736 ± 0.00058 2.755 ± 0.127 % 95.583 ± 0.137 % 23 7.1155 ± 0.1230 0.00372 ± 0.00089 0.00752 ± 0.00061 2.790 ± 0.128 % 95.639 ± 0.133 % 24 7.1820 ± 0.1217 0.00388 ± 0.00086 0.00739 ± 0.00059 2.761 ± 0.124 % 95.617 ± 0.131 % 25 7.2737 ± 0.1210 0.00347 ± 0.00084 0.00734 ± 0.00056 2.736 ± 0.120 % 95.644 ± 0.128 % 26 7.2281 ± 0.1174 0.00328 ± 0.00083 0.00732 ± 0.00054 2.734 ± 0.116 % 95.676 ± 0.125 % 27 7.2196 ± 0.1149 0.00311 ± 0.00081 0.00724 ± 0.00052 2.714 ± 0.112 % 95.666 ± 0.123 % 28 7.2183 ± 0.1127 0.00329 ± 0.00079 0.00717 ± 0.00050 2.703 ± 0.109 % 95.688 ± 0.120 % 29 7.2413 ± 0.1111 0.00314 ± 0.00077 0.00714 ± 0.00049 2.686 ± 0.106 % 95.709 ± 0.118 % 30 7.1791 ± 0.1082 0.00339 ± 0.00076 0.00709 ± 0.00047 2.673 ± 0.103 % 95.709 ± 0.116 % 31 7.2699 ± 0.1080 0.00355 ± 0.00074 0.00703 ± 0.00046 2.654 ± 0.100 % 95.734 ± 0.113 % 32 7.2275 ± 0.1056 0.00386 ± 0.00073 0.00715 ± 0.00044 2.659 ± 0.097 % 95.720 ± 0.112 % 33 7.1639 ± 0.1029 0.00412 ± 0.00072 0.00718 ± 0.00044 2.652 ± 0.095 % 95.755 ± 0.110 % 34 7.2482 ± 0.1027 0.00416 ± 0.00071 0.00714 ± 0.00043 2.639 ± 0.092 % 95.771 ± 0.108 % 35 7.0948 ± 0.0987 0.00401 ± 0.00070 0.00711 ± 0.00042 2.654 ± 0.091 % 95.763 ± 0.106 % 36 7.0397 ± 0.0963 0.00405 ± 0.00068 0.00707 ± 0.00040 2.653 ± 0.089 % 95.789 ± 0.105 % 37 7.1058 ± 0.0961 0.00389 ± 0.00068 0.00706 ± 0.00039 2.646 ± 0.087 % 95.805 ± 0.103 % 38 7.1020 ± 0.0949 0.00390 ± 0.00066 0.00701 ± 0.00038 2.637 ± 0.085 % 95.804 ± 0.102 % 39 7.1533 ± 0.0944 0.00395 ± 0.00065 0.00697 ± 0.00037 2.623 ± 0.083 % 95.814 ± 0.100 % 40 7.1801 ± 0.0937 0.00394 ± 0.00064 0.00695 ± 0.00036 2.614 ± 0.081 % 95.809 ± 0.099 % 41 6.9897 ± 0.0897 0.00392 ± 0.00063 0.00691 ± 0.00036 2.619 ± 0.080 % 95.818 ± 0.098 % 42 7.0377 ± 0.0892 0.00399 ± 0.00063 0.00688 ± 0.00035 2.611 ± 0.078 % 95.815 ± 0.097 % 43 7.0335 ± 0.0882 0.00385 ± 0.00064 0.00723 ± 0.00040 2.642 ± 0.077 % 95.835 ± 0.095 % 44 6.9951 ± 0.0865 0.00386 ± 0.00063 0.00716 ± 0.00039 2.627 ± 0.076 % 95.852 ± 0.094 % 45 7.0501 ± 0.0863 0.00381 ± 0.00062 0.00712 ± 0.00038 2.616 ± 0.074 % 95.857 ± 0.093 % 46 7.0587 ± 0.0855 0.00378 ± 0.00061 0.00708 ± 0.00037 2.601 ± 0.073 % 95.837 ± 0.092 % 47 7.0067 ± 0.0846 0.00502 ± 0.00096 0.00931 ± 0.00065 2.855 ± 0.095 % 95.799 ± 0.091 % 48 7.0710 ± 0.0847 0.00504 ± 0.00094 0.00927 ± 0.00064 2.841 ± 0.094 % 95.793 ± 0.091 % 49 6.9416 ± 0.0820 0.00498 ± 0.00094 0.00960 ± 0.00063 2.964 ± 0.093 % 95.773 ± 0.090 % 50 6.9539 ± 0.0812 0.00499 ± 0.00092 0.00953 ± 0.00061 2.956 ± 0.092 % 95.793 ± 0.089 % 51 6.9128 ± 0.0798 0.00500 ± 0.00092 0.00969 ± 0.00061 2.985 ± 0.091 % 95.804 ± 0.088 % 52 6.8959 ± 0.0788 0.00495 ± 0.00091 0.00960 ± 0.00060 2.973 ± 0.089 % 95.815 ± 0.087 % 53 6.9369 ± 0.0785 0.00484 ± 0.00090 0.00977 ± 0.00062 3.000 ± 0.091 % 95.804 ± 0.086 % 54 6.9125 ± 0.0775 0.00472 ± 0.00088 0.00972 ± 0.00061 3.001 ± 0.090 % 95.802 ± 0.085 % 55 6.9475 ± 0.0772 0.00461 ± 0.00087 0.00963 ± 0.00060 2.985 ± 0.089 % 95.790 ± 0.085 % 56 6.9638 ± 0.0768 0.00454 ± 0.00086 0.00957 ± 0.00059 2.975 ± 0.087 % 95.788 ± 0.084 % 57 6.9762 ± 0.0763 0.00485 ± 0.00085 0.00959 ± 0.00058 2.999 ± 0.089 % 95.786 ± 0.083 % 58 7.0184 ± 0.0762 0.00470 ± 0.00084 0.00957 ± 0.00057 2.993 ± 0.088 % 95.775 ± 0.083 % 59 7.0537 ± 0.0760 0.00464 ± 0.00083 0.00954 ± 0.00056 2.987 ± 0.087 % 95.754 ± 0.082 % 60 7.0990 ± 0.0760 0.00464 ± 0.00081 0.00952 ± 0.00055 2.989 ± 0.086 % 95.756 ± 0.081 % 61 7.0731 ± 0.0751 0.00472 ± 0.00080 0.00946 ± 0.00054 2.982 ± 0.085 % 95.774 ± 0.081 % 62 7.0577 ± 0.0743 0.00502 ± 0.00081 0.00991 ± 0.00057 3.053 ± 0.089 % 95.768 ± 0.080 % 63 7.1189 ± 0.0745 0.00500 ± 0.00080 0.00985 ± 0.00056 3.039 ± 0.088 % 95.761 ± 0.079 % 64 7.1087 ± 0.0737 0.00494 ± 0.00079 0.00980 ± 0.00055 3.033 ± 0.087 % 95.742 ± 0.079 % 65 7.1458 ± 0.0736 0.00476 ± 0.00078 0.00977 ± 0.00055 3.034 ± 0.086 % 95.741 ± 0.078 % 66 7.1154 ± 0.0727 0.00470 ± 0.00077 0.00969 ± 0.00054 3.025 ± 0.085 % 95.764 ± 0.078 % 67 7.0687 ± 0.0716 0.00479 ± 0.00077 0.00980 ± 0.00053 3.043 ± 0.084 % 95.766 ± 0.077 % 68 7.1107 ± 0.0716 0.00491 ± 0.00076 0.00978 ± 0.00052 3.042 ± 0.083 % 95.759 ± 0.076 % 69 7.0881 ± 0.0707 0.00476 ± 0.00075 0.00971 ± 0.00052 3.033 ± 0.082 % 95.775 ± 0.076 % 70 6.9871 ± 0.0691 0.00477 ± 0.00074 0.00962 ± 0.00051 3.018 ± 0.081 % 95.802 ± 0.075 % 71 6.9835 ± 0.0686 0.00480 ± 0.00073 0.00956 ± 0.00050 3.008 ± 0.080 % 95.808 ± 0.074 % 72 7.0148 ± 0.0684 0.00470 ± 0.00072 0.00950 ± 0.00050 2.999 ± 0.079 % 95.813 ± 0.074 % 73 7.0491 ± 0.0683 0.00469 ± 0.00072 0.00946 ± 0.00049 2.990 ± 0.079 % 95.815 ± 0.073 % 74 7.0714 ± 0.0681 0.00466 ± 0.00071 0.00941 ± 0.00048 2.981 ± 0.078 % 95.820 ± 0.073 % 75 7.0209 ± 0.0670 0.00467 ± 0.00070 0.00935 ± 0.00048 2.972 ± 0.077 % 95.828 ± 0.072 % 76 7.0284 ± 0.0667 0.00468 ± 0.00069 0.00930 ± 0.00047 2.966 ± 0.076 % 95.824 ± 0.072 % 77 7.0109 ± 0.0660 0.00469 ± 0.00068 0.00926 ± 0.00046 2.965 ± 0.075 % 95.822 ± 0.071 % 78 7.0423 ± 0.0659 0.00463 ± 0.00068 0.00920 ± 0.00046 2.954 ± 0.075 % 95.817 ± 0.071 % 79 7.0735 ± 0.0658 0.00459 ± 0.00067 0.00921 ± 0.00046 2.958 ± 0.075 % 95.819 ± 0.070 % 80 7.0852 ± 0.0656 0.00456 ± 0.00066 0.00918 ± 0.00045 2.957 ± 0.074 % 95.822 ± 0.070 % 81 7.1180 ± 0.0656 0.00454 ± 0.00066 0.00915 ± 0.00045 2.948 ± 0.073 % 95.803 ± 0.070 % 82 7.1209 ± 0.0652 0.00450 ± 0.00065 0.00908 ± 0.00044 2.938 ± 0.073 % 95.809 ± 0.069 % 83 7.0682 ± 0.0643 0.00449 ± 0.00065 0.00918 ± 0.00044 2.975 ± 0.074 % 95.817 ± 0.069 % 84 7.1069 ± 0.0643 0.00439 ± 0.00064 0.00916 ± 0.00043 2.965 ± 0.074 % 95.802 ± 0.068 % 85 7.1195 ± 0.0641 0.00440 ± 0.00064 0.00913 ± 0.00043 2.957 ± 0.073 % 95.799 ± 0.068 % 86 7.1537 ± 0.0640 0.00436 ± 0.00063 0.00909 ± 0.00042 2.951 ± 0.072 % 95.793 ± 0.068 % 87 7.1632 ± 0.0638 0.00430 ± 0.00063 0.00905 ± 0.00042 2.943 ± 0.072 % 95.789 ± 0.067 % 88 7.1846 ± 0.0637 0.00439 ± 0.00063 0.00909 ± 0.00041 2.954 ± 0.071 % 95.792 ± 0.067 % 89 7.1880 ± 0.0633 0.00442 ± 0.00063 0.00906 ± 0.00041 2.947 ± 0.071 % 95.798 ± 0.066 % 90 7.1968 ± 0.0631 0.00450 ± 0.00062 0.00903 ± 0.00041 2.941 ± 0.070 % 95.806 ± 0.066 % 91 7.1816 ± 0.0626 0.00447 ± 0.00062 0.00898 ± 0.00040 2.932 ± 0.070 % 95.817 ± 0.066 % 92 7.1988 ± 0.0624 0.00446 ± 0.00061 0.00895 ± 0.00040 2.929 ± 0.069 % 95.819 ± 0.065 % 93 7.1802 ± 0.0619 0.00448 ± 0.00061 0.00892 ± 0.00039 2.926 ± 0.068 % 95.833 ± 0.065 % 94 7.2154 ± 0.0620 0.00443 ± 0.00060 0.00889 ± 0.00039 2.919 ± 0.068 % 95.824 ± 0.065 % 95 7.2302 ± 0.0617 0.00435 ± 0.00060 0.00887 ± 0.00038 2.914 ± 0.067 % 95.820 ± 0.064 % 96 7.2414 ± 0.0616 0.00427 ± 0.00059 0.00894 ± 0.00038 2.916 ± 0.067 % 95.819 ± 0.064 % 97 7.2581 ± 0.0615 0.00410 ± 0.00060 0.00903 ± 0.00039 2.929 ± 0.067 % 95.825 ± 0.063 % 98 7.2871 ± 0.0614 0.00408 ± 0.00059 0.00900 ± 0.00039 2.920 ± 0.067 % 95.824 ± 0.063 % 99 7.3208 ± 0.0615 0.00402 ± 0.00059 0.00897 ± 0.00039 2.912 ± 0.066 % 95.825 ± 0.063 % 100 7.3063 ± 0.0610 0.00405 ± 0.00058 0.00896 ± 0.00038 2.923 ± 0.066 % 95.835 ± 0.062 % 101 7.3223 ± 0.0608 0.00402 ± 0.00058 0.00894 ± 0.00038 2.918 ± 0.066 % 95.816 ± 0.062 % 102 7.3284 ± 0.0606 0.00402 ± 0.00058 0.00895 ± 0.00038 2.921 ± 0.065 % 95.826 ± 0.062 % 103 7.3043 ± 0.0601 0.00398 ± 0.00057 0.00891 ± 0.00037 2.916 ± 0.065 % 95.829 ± 0.062 % 104 7.2786 ± 0.0595 0.00401 ± 0.00057 0.00890 ± 0.00037 2.915 ± 0.064 % 95.832 ± 0.061 % 105 7.2624 ± 0.0591 0.00399 ± 0.00056 0.00890 ± 0.00037 2.916 ± 0.064 % 95.832 ± 0.061 % 106 7.2337 ± 0.0585 0.00400 ± 0.00056 0.00886 ± 0.00036 2.911 ± 0.063 % 95.831 ± 0.061 % 107 7.2097 ± 0.0580 0.00391 ± 0.00056 0.00885 ± 0.00036 2.920 ± 0.063 % 95.837 ± 0.060 % 108 7.1816 ± 0.0574 0.00392 ± 0.00055 0.00883 ± 0.00036 2.916 ± 0.063 % 95.847 ± 0.060 % 109 7.1940 ± 0.0573 0.00391 ± 0.00055 0.00881 ± 0.00035 2.915 ± 0.062 % 95.846 ± 0.060 % 110 7.1348 ± 0.0564 0.00392 ± 0.00054 0.00876 ± 0.00035 2.908 ± 0.062 % 95.865 ± 0.059 % 111 7.1356 ± 0.0562 0.00393 ± 0.00054 0.00873 ± 0.00035 2.904 ± 0.061 % 95.868 ± 0.059 % 112 7.1780 ± 0.0563 0.00393 ± 0.00054 0.00871 ± 0.00034 2.897 ± 0.061 % 95.862 ± 0.059 % 113 7.1582 ± 0.0559 0.00392 ± 0.00053 0.00873 ± 0.00034 2.910 ± 0.061 % 95.863 ± 0.059 % 114 7.1857 ± 0.0559 0.00393 ± 0.00053 0.00870 ± 0.00034 2.904 ± 0.060 % 95.861 ± 0.058 % 115 7.1948 ± 0.0557 0.00386 ± 0.00053 0.00868 ± 0.00034 2.898 ± 0.060 % 95.857 ± 0.058 % 116 7.1997 ± 0.0555 0.00387 ± 0.00052 0.00866 ± 0.00033 2.900 ± 0.060 % 95.849 ± 0.058 % 117 7.2216 ± 0.0555 0.00387 ± 0.00052 0.00865 ± 0.00033 2.896 ± 0.060 % 95.837 ± 0.058 % 118 7.2277 ± 0.0553 0.00387 ± 0.00052 0.00863 ± 0.00033 2.891 ± 0.059 % 95.831 ± 0.058 % 119 7.2477 ± 0.0552 0.00381 ± 0.00051 0.00860 ± 0.00032 2.886 ± 0.059 % 95.843 ± 0.057 % 120 7.2518 ± 0.0550 0.00382 ± 0.00051 0.00857 ± 0.00032 2.881 ± 0.059 % 95.846 ± 0.057 % 121 7.2695 ± 0.0550 0.00375 ± 0.00051 0.00856 ± 0.00032 2.878 ± 0.058 % 95.849 ± 0.057 % 122 7.2466 ± 0.0546 0.00365 ± 0.00050 0.00855 ± 0.00032 2.880 ± 0.058 % 95.859 ± 0.056 % 123 7.2340 ± 0.0542 0.00362 ± 0.00050 0.00855 ± 0.00031 2.885 ± 0.057 % 95.859 ± 0.056 % 124 7.2295 ± 0.0539 0.00364 ± 0.00050 0.00856 ± 0.00031 2.888 ± 0.057 % 95.845 ± 0.056 % 125 7.1569 ± 0.0531 0.00379 ± 0.00050 0.00867 ± 0.00031 2.921 ± 0.057 % 95.851 ± 0.056 % 126 7.1971 ± 0.0532 0.00380 ± 0.00050 0.00867 ± 0.00031 2.922 ± 0.057 % 95.851 ± 0.056 % 127 7.2077 ± 0.0531 0.00382 ± 0.00050 0.00865 ± 0.00031 2.917 ± 0.057 % 95.850 ± 0.055 % 128 7.2405 ± 0.0532 0.00380 ± 0.00049 0.00863 ± 0.00030 2.913 ± 0.056 % 95.851 ± 0.055 % 129 7.2153 ± 0.0528 0.00383 ± 0.00049 0.00861 ± 0.00030 2.908 ± 0.056 % 95.862 ± 0.055 % 130 7.2355 ± 0.0528 0.00385 ± 0.00049 0.00859 ± 0.00030 2.903 ± 0.056 % 95.856 ± 0.055 % 131 7.2570 ± 0.0527 0.00379 ± 0.00048 0.00862 ± 0.00030 2.907 ± 0.056 % 95.853 ± 0.054 % 132 7.2597 ± 0.0525 0.00377 ± 0.00048 0.00864 ± 0.00030 2.910 ± 0.056 % 95.846 ± 0.054 % 133 7.2561 ± 0.0523 0.00375 ± 0.00048 0.00862 ± 0.00030 2.906 ± 0.055 % 95.842 ± 0.054 % 134 7.2612 ± 0.0521 0.00375 ± 0.00048 0.00860 ± 0.00030 2.901 ± 0.055 % 95.847 ± 0.054 % 135 7.2572 ± 0.0519 0.00381 ± 0.00047 0.00858 ± 0.00029 2.897 ± 0.055 % 95.852 ± 0.054 % 136 7.2756 ± 0.0518 0.00378 ± 0.00047 0.00855 ± 0.00029 2.891 ± 0.054 % 95.846 ± 0.053 % 137 7.2789 ± 0.0517 0.00374 ± 0.00047 0.00853 ± 0.00029 2.887 ± 0.054 % 95.844 ± 0.053 % 138 7.2798 ± 0.0515 0.00373 ± 0.00047 0.00852 ± 0.00029 2.884 ± 0.054 % 95.846 ± 0.053 % 139 7.2774 ± 0.0513 0.00371 ± 0.00046 0.00850 ± 0.00028 2.882 ± 0.054 % 95.839 ± 0.053 % 140 7.2734 ± 0.0510 0.00362 ± 0.00046 0.00852 ± 0.00028 2.888 ± 0.053 % 95.845 ± 0.053 % 141 7.2858 ± 0.0510 0.00366 ± 0.00046 0.00850 ± 0.00028 2.883 ± 0.053 % 95.841 ± 0.053 % 142 7.3109 ± 0.0510 0.00367 ± 0.00046 0.00847 ± 0.00028 2.878 ± 0.053 % 95.841 ± 0.052 % 143 7.2656 ± 0.0505 0.00366 ± 0.00045 0.00844 ± 0.00028 2.872 ± 0.053 % 95.853 ± 0.052 % 144 7.2747 ± 0.0503 0.00372 ± 0.00045 0.00842 ± 0.00028 2.868 ± 0.052 % 95.853 ± 0.052 % 145 7.2790 ± 0.0502 0.00372 ± 0.00045 0.00841 ± 0.00027 2.865 ± 0.052 % 95.840 ± 0.052 % 146 7.2895 ± 0.0501 0.00372 ± 0.00045 0.00841 ± 0.00027 2.871 ± 0.053 % 95.831 ± 0.052 % 147 7.2939 ± 0.0500 0.00374 ± 0.00044 0.00841 ± 0.00027 2.868 ± 0.052 % 95.833 ± 0.052 % 148 7.3073 ± 0.0499 0.00376 ± 0.00044 0.00839 ± 0.00027 2.864 ± 0.052 % 95.829 ± 0.051 % 149 7.3125 ± 0.0498 0.00378 ± 0.00044 0.00838 ± 0.00027 2.860 ± 0.052 % 95.835 ± 0.051 % 150 7.2884 ± 0.0494 0.00384 ± 0.00044 0.00859 ± 0.00028 2.909 ± 0.054 % 95.840 ± 0.051 % 151 7.2869 ± 0.0492 0.00386 ± 0.00044 0.00857 ± 0.00027 2.905 ± 0.053 % 95.845 ± 0.051 % 152 7.2840 ± 0.0490 0.00383 ± 0.00044 0.00856 ± 0.00027 2.907 ± 0.053 % 95.849 ± 0.051 % 153 7.2847 ± 0.0489 0.00382 ± 0.00044 0.00854 ± 0.00027 2.906 ± 0.053 % 95.847 ± 0.050 % 154 7.2947 ± 0.0488 0.00388 ± 0.00044 0.00853 ± 0.00027 2.902 ± 0.053 % 95.842 ± 0.050 % 155 7.3157 ± 0.0487 0.00387 ± 0.00043 0.00851 ± 0.00027 2.898 ± 0.052 % 95.841 ± 0.050 % 156 7.3100 ± 0.0485 0.00386 ± 0.00043 0.00856 ± 0.00028 2.900 ± 0.053 % 95.840 ± 0.050 % 157 7.3057 ± 0.0483 0.00384 ± 0.00043 0.00855 ± 0.00027 2.898 ± 0.052 % 95.834 ± 0.050 % 158 7.3140 ± 0.0482 0.00384 ± 0.00043 0.00853 ± 0.00027 2.894 ± 0.052 % 95.833 ± 0.050 % 159 7.3230 ± 0.0481 0.00385 ± 0.00043 0.00851 ± 0.00027 2.889 ± 0.052 % 95.828 ± 0.050 % 160 7.3579 ± 0.0483 0.00390 ± 0.00042 0.00850 ± 0.00027 2.889 ± 0.051 % 95.821 ± 0.049 % 161 7.3744 ± 0.0482 0.00389 ± 0.00042 0.00848 ± 0.00027 2.886 ± 0.051 % 95.823 ± 0.049 % 162 7.3672 ± 0.0480 0.00388 ± 0.00042 0.00846 ± 0.00027 2.883 ± 0.051 % 95.832 ± 0.049 % 163 7.3612 ± 0.0478 0.00384 ± 0.00042 0.00845 ± 0.00026 2.883 ± 0.051 % 95.836 ± 0.049 % 164 7.2816 ± 0.0471 0.00382 ± 0.00041 0.00841 ± 0.00026 2.877 ± 0.051 % 95.852 ± 0.049 % 165 7.2985 ± 0.0471 0.00383 ± 0.00041 0.00840 ± 0.00026 2.874 ± 0.050 % 95.854 ± 0.049 % 166 7.3072 ± 0.0470 0.00380 ± 0.00041 0.00843 ± 0.00026 2.876 ± 0.050 % 95.857 ± 0.048 % 167 7.3245 ± 0.0470 0.00372 ± 0.00041 0.00851 ± 0.00026 2.887 ± 0.051 % 95.856 ± 0.048 % 168 7.3343 ± 0.0469 0.00373 ± 0.00042 0.00859 ± 0.00028 2.893 ± 0.051 % 95.854 ± 0.048 % 169 7.3357 ± 0.0468 0.00371 ± 0.00041 0.00857 ± 0.00027 2.890 ± 0.051 % 95.855 ± 0.048 % 170 7.3257 ± 0.0466 0.00355 ± 0.00041 0.00861 ± 0.00028 2.899 ± 0.051 % 95.851 ± 0.048 % 171 7.3114 ± 0.0463 0.00357 ± 0.00041 0.00862 ± 0.00027 2.907 ± 0.051 % 95.851 ± 0.048 % 172 7.3373 ± 0.0464 0.00356 ± 0.00041 0.00862 ± 0.00027 2.904 ± 0.050 % 95.842 ± 0.048 % 173 7.3505 ± 0.0464 0.00381 ± 0.00043 0.00899 ± 0.00028 2.979 ± 0.053 % 95.828 ± 0.048 % 174 7.3420 ± 0.0462 0.00382 ± 0.00042 0.00897 ± 0.00028 2.974 ± 0.053 % 95.824 ± 0.047 % 175 7.3569 ± 0.0462 0.00381 ± 0.00042 0.00896 ± 0.00028 2.970 ± 0.053 % 95.818 ± 0.047 % 176 7.3810 ± 0.0462 0.00382 ± 0.00042 0.00894 ± 0.00028 2.966 ± 0.052 % 95.811 ± 0.047 % 177 7.3774 ± 0.0460 0.00386 ± 0.00042 0.00894 ± 0.00028 2.965 ± 0.052 % 95.809 ± 0.047 % 178 7.3850 ± 0.0460 0.00386 ± 0.00042 0.00892 ± 0.00028 2.962 ± 0.052 % 95.802 ± 0.047 % 179 7.3199 ± 0.0454 0.00387 ± 0.00042 0.00890 ± 0.00028 2.964 ± 0.052 % 95.807 ± 0.047 % 180 7.3230 ± 0.0452 0.00388 ± 0.00041 0.00888 ± 0.00027 2.960 ± 0.052 % 95.806 ± 0.047 % 181 7.2991 ± 0.0449 0.00387 ± 0.00041 0.00886 ± 0.00027 2.959 ± 0.052 % 95.813 ± 0.047 % 182 7.3060 ± 0.0449 0.00391 ± 0.00041 0.00886 ± 0.00027 2.956 ± 0.051 % 95.813 ± 0.046 % 183 7.3061 ± 0.0447 0.00387 ± 0.00041 0.00892 ± 0.00028 2.957 ± 0.051 % 95.818 ± 0.046 % 184 7.2954 ± 0.0445 0.00384 ± 0.00041 0.00893 ± 0.00028 2.955 ± 0.051 % 95.819 ± 0.046 % 185 7.2982 ± 0.0444 0.00387 ± 0.00041 0.00892 ± 0.00027 2.951 ± 0.051 % 95.814 ± 0.046 % 186 7.3135 ± 0.0444 0.00385 ± 0.00041 0.00891 ± 0.00027 2.950 ± 0.051 % 95.816 ± 0.046 % 187 7.3044 ± 0.0442 0.00382 ± 0.00041 0.00895 ± 0.00027 2.958 ± 0.050 % 95.812 ± 0.046 % 188 7.3115 ± 0.0442 0.00379 ± 0.00040 0.00895 ± 0.00027 2.956 ± 0.050 % 95.804 ± 0.046 % 189 7.3263 ± 0.0442 0.00374 ± 0.00040 0.00894 ± 0.00027 2.954 ± 0.050 % 95.796 ± 0.046 % 190 7.3247 ± 0.0440 0.00372 ± 0.00040 0.00891 ± 0.00027 2.950 ± 0.050 % 95.801 ± 0.045 % 191 7.3438 ± 0.0440 0.00374 ± 0.00040 0.00889 ± 0.00027 2.946 ± 0.050 % 95.799 ± 0.045 % 192 7.3528 ± 0.0440 0.00372 ± 0.00040 0.00888 ± 0.00027 2.944 ± 0.049 % 95.802 ± 0.045 % 193 7.3352 ± 0.0437 0.00378 ± 0.00040 0.00888 ± 0.00026 2.945 ± 0.049 % 95.804 ± 0.045 % 194 7.3180 ± 0.0435 0.00382 ± 0.00039 0.00891 ± 0.00026 2.959 ± 0.049 % 95.806 ± 0.045 % 195 7.3368 ± 0.0435 0.00386 ± 0.00039 0.00891 ± 0.00026 2.960 ± 0.049 % 95.802 ± 0.045 % 196 7.3507 ± 0.0435 0.00386 ± 0.00039 0.00889 ± 0.00026 2.956 ± 0.049 % 95.800 ± 0.045 % 197 7.3815 ± 0.0436 0.00385 ± 0.00039 0.00888 ± 0.00026 2.952 ± 0.049 % 95.801 ± 0.045 % ====== Perplexity statistics ====== Mean PPL(Q) : 7.381496 ± 0.043607 Mean PPL(base) : 7.353122 ± 0.043360 Cor(ln(PPL(Q)), ln(PPL(base))): 99.78% Mean ln(PPL(Q)/PPL(base)) : 0.003851 ± 0.000390 Mean PPL(Q)/PPL(base) : 1.003859 ± 0.000392 Mean PPL(Q)-PPL(base) : 0.028373 ± 0.002885 ====== KL divergence statistics ====== Mean KLD: 0.008878 ± 0.000260 Maximum KLD: 16.314154 99.9% KLD: 0.642667 99.0% KLD: 0.058710 95.0% KLD: 0.019579 90.0% KLD: 0.012761 Median KLD: 0.003267 10.0% KLD: 0.000126 5.0% KLD: 0.000042 1.0% KLD: 0.000005 0.1% KLD: -0.000001 Minimum KLD: -0.000097 ====== Token probability statistics ====== Mean Δp: -0.038 ± 0.007 % Maximum Δp: 99.787% 99.9% Δp: 19.401% 99.0% Δp: 7.168% 95.0% Δp: 3.411% 90.0% Δp: 1.961% 75.0% Δp: 0.363% Median Δp: -0.000% 25.0% Δp: -0.437% 10.0% Δp: -2.081% 5.0% Δp: -3.558% 1.0% Δp: -7.334% 0.1% Δp: -19.430% Minimum Δp: -99.765% RMS Δp : 2.952 ± 0.049 % Same top p: 95.801 ± 0.045 % llama_perf_context_print: load time = 128907.08 ms llama_perf_context_print: prompt eval time = 1265386.90 ms / 403456 tokens ( 3.14 ms per token, 318.84 tokens per second) llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second) llama_perf_context_print: total time = 1298914.13 ms / 403457 tokens llama_perf_context_print: graphs reused = 196 llama_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | llama_memory_breakdown_print: | - CUDA0 (P100-PCIE-16GB) | 16269 = 1937 + (13847 = 13000 + 44 + 801) + 484 | llama_memory_breakdown_print: | - CUDA1 (P100-PCIE-16GB) | 16269 = 1033 + (13465 = 11379 + 97 + 1988) + 1770 | llama_memory_breakdown_print: | - Host | 20085 = 20037 + 0 + 48 |