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, 21896 used, -5919 free vs. target of 2048 llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 16269 total, 23659 used, -7678 free vs. target of 2048 llama_params_fit_impl: projected to use 45556 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 17694 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 22620 MiB llama_params_fit_impl: filling dense-only layers back-to-front: llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 41 layers, 5240 MiB used, 10741 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): 14 layers ( 1 overflowing), 13805 MiB used, 2171 MiB free llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 27 layers (19 overflowing), 13530 MiB used, 2450 MiB free llama_params_fit: successfully fit params to free device memory llama_params_fit: fitting params to free memory took 7.05 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-BPW10.50.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: 114 tensors llama_model_loader: - type q8_0: 318 tensors print_info: file format = GGUF V3 (latest) print_info: file type = F16 print_info: file size = 42.37 GiB (10.50 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 = 12956.53 MiB load_tensors: CUDA1 model buffer size = 11446.73 MiB load_tensors: CUDA_Host model buffer size = 18981.31 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 = 23.03 MiB llama_memory_recurrent: CUDA1 RS buffer size = 39.78 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 = 79 (with bs=2048), 45 (with bs=1) sched_reserve: reserve took 56.15 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: 7.81 seconds per pass - ETA 25.62 minutes chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p 1 7.8246 ± 0.6320 0.00131 ± 0.00332 0.00510 ± 0.00032 2.079 ± 0.111 % 96.383 ± 0.584 % 2 6.4047 ± 0.3491 0.00178 ± 0.00252 0.00531 ± 0.00025 2.423 ± 0.142 % 96.432 ± 0.410 % 3 7.5171 ± 0.3563 0.00244 ± 0.00232 0.00689 ± 0.00044 2.931 ± 0.260 % 95.992 ± 0.354 % 4 8.1223 ± 0.3440 0.00479 ± 0.00223 0.00751 ± 0.00048 2.968 ± 0.234 % 95.846 ± 0.312 % 5 7.9319 ± 0.2972 0.00307 ± 0.00195 0.00740 ± 0.00040 2.925 ± 0.192 % 95.699 ± 0.284 % 6 7.4455 ± 0.2514 0.00233 ± 0.00171 0.00684 ± 0.00033 2.794 ± 0.168 % 95.976 ± 0.251 % 7 6.6344 ± 0.2017 0.00194 ± 0.00172 0.00893 ± 0.00085 3.091 ± 0.240 % 95.615 ± 0.242 % 8 5.7901 ± 0.1581 0.00148 ± 0.00156 0.00837 ± 0.00074 3.024 ± 0.219 % 94.624 ± 0.249 % 9 6.0490 ± 0.1574 0.00198 ± 0.00144 0.00810 ± 0.00066 2.948 ± 0.200 % 94.613 ± 0.235 % 10 6.3127 ± 0.1583 0.00194 ± 0.00136 0.00793 ± 0.00060 2.878 ± 0.184 % 94.731 ± 0.221 % 11 6.7911 ± 0.1658 0.00190 ± 0.00129 0.00781 ± 0.00055 2.840 ± 0.170 % 94.828 ± 0.209 % 12 6.9802 ± 0.1640 0.00233 ± 0.00122 0.00766 ± 0.00050 2.794 ± 0.159 % 94.917 ± 0.198 % 13 6.9306 ± 0.1564 0.00256 ± 0.00117 0.00744 ± 0.00046 2.767 ± 0.149 % 94.970 ± 0.190 % 14 7.1102 ± 0.1562 0.00240 ± 0.00113 0.00757 ± 0.00047 2.818 ± 0.158 % 95.015 ± 0.182 % 15 7.0724 ± 0.1502 0.00270 ± 0.00110 0.00771 ± 0.00045 2.848 ± 0.148 % 95.034 ± 0.175 % 16 7.0922 ± 0.1456 0.00283 ± 0.00106 0.00758 ± 0.00043 2.810 ± 0.141 % 95.174 ± 0.168 % 17 7.2313 ± 0.1452 0.00270 ± 0.00102 0.00821 ± 0.00079 2.776 ± 0.134 % 95.199 ± 0.162 % 18 7.0313 ± 0.1363 0.00319 ± 0.00099 0.00806 ± 0.00074 2.766 ± 0.128 % 95.286 ± 0.156 % 19 6.9982 ± 0.1322 0.00334 ± 0.00098 0.00807 ± 0.00074 2.797 ± 0.137 % 95.421 ± 0.150 % 20 7.0347 ± 0.1296 0.00351 ± 0.00095 0.00799 ± 0.00070 2.768 ± 0.131 % 95.430 ± 0.146 % 21 7.2410 ± 0.1312 0.00364 ± 0.00093 0.00794 ± 0.00067 2.757 ± 0.126 % 95.429 ± 0.142 % 22 7.2574 ± 0.1285 0.00347 ± 0.00090 0.00780 ± 0.00064 2.731 ± 0.121 % 95.495 ± 0.138 % 23 7.1123 ± 0.1230 0.00327 ± 0.00088 0.00794 ± 0.00066 2.762 ± 0.123 % 95.537 ± 0.135 % 24 7.1766 ± 0.1215 0.00312 ± 0.00085 0.00780 ± 0.00063 2.744 ± 0.119 % 95.560 ± 0.131 % 25 7.2698 ± 0.1209 0.00293 ± 0.00083 0.00773 ± 0.00060 2.724 ± 0.115 % 95.586 ± 0.128 % 26 7.2208 ± 0.1173 0.00227 ± 0.00082 0.00771 ± 0.00058 2.726 ± 0.111 % 95.605 ± 0.126 % 27 7.2140 ± 0.1147 0.00234 ± 0.00080 0.00763 ± 0.00056 2.709 ± 0.108 % 95.619 ± 0.123 % 28 7.2116 ± 0.1126 0.00235 ± 0.00078 0.00756 ± 0.00054 2.701 ± 0.105 % 95.594 ± 0.121 % 29 7.2367 ± 0.1110 0.00251 ± 0.00076 0.00751 ± 0.00052 2.686 ± 0.102 % 95.608 ± 0.119 % 30 7.1747 ± 0.1081 0.00276 ± 0.00075 0.00746 ± 0.00051 2.676 ± 0.099 % 95.621 ± 0.117 % 31 7.2648 ± 0.1079 0.00285 ± 0.00073 0.00740 ± 0.00049 2.660 ± 0.096 % 95.626 ± 0.115 % 32 7.2223 ± 0.1055 0.00314 ± 0.00073 0.00755 ± 0.00048 2.677 ± 0.093 % 95.595 ± 0.113 % 33 7.1562 ± 0.1028 0.00304 ± 0.00072 0.00758 ± 0.00047 2.701 ± 0.095 % 95.631 ± 0.111 % 34 7.2416 ± 0.1026 0.00326 ± 0.00071 0.00754 ± 0.00046 2.687 ± 0.093 % 95.641 ± 0.109 % 35 7.0884 ± 0.0986 0.00311 ± 0.00069 0.00751 ± 0.00045 2.694 ± 0.091 % 95.663 ± 0.108 % 36 7.0332 ± 0.0962 0.00313 ± 0.00068 0.00746 ± 0.00044 2.689 ± 0.088 % 95.674 ± 0.106 % 37 7.0995 ± 0.0960 0.00300 ± 0.00067 0.00744 ± 0.00042 2.681 ± 0.087 % 95.675 ± 0.105 % 38 7.0950 ± 0.0947 0.00291 ± 0.00066 0.00740 ± 0.00041 2.683 ± 0.086 % 95.683 ± 0.103 % 39 7.1469 ± 0.0943 0.00306 ± 0.00066 0.00760 ± 0.00047 2.669 ± 0.084 % 95.714 ± 0.101 % 40 7.1735 ± 0.0935 0.00302 ± 0.00065 0.00757 ± 0.00046 2.661 ± 0.082 % 95.738 ± 0.100 % 41 6.9832 ± 0.0895 0.00299 ± 0.00064 0.00751 ± 0.00045 2.664 ± 0.081 % 95.749 ± 0.099 % 42 7.0305 ± 0.0891 0.00296 ± 0.00063 0.00747 ± 0.00044 2.655 ± 0.079 % 95.757 ± 0.097 % 43 7.0273 ± 0.0881 0.00296 ± 0.00065 0.00780 ± 0.00046 2.722 ± 0.084 % 95.772 ± 0.096 % 44 6.9888 ± 0.0864 0.00296 ± 0.00064 0.00771 ± 0.00045 2.707 ± 0.083 % 95.797 ± 0.095 % 45 7.0435 ± 0.0862 0.00287 ± 0.00063 0.00766 ± 0.00044 2.692 ± 0.081 % 95.797 ± 0.094 % 46 7.0524 ± 0.0854 0.00288 ± 0.00062 0.00760 ± 0.00043 2.680 ± 0.080 % 95.795 ± 0.093 % 47 6.9817 ± 0.0840 0.00144 ± 0.00092 0.01004 ± 0.00071 2.993 ± 0.106 % 95.749 ± 0.092 % 48 7.0458 ± 0.0841 0.00147 ± 0.00090 0.01001 ± 0.00070 2.978 ± 0.104 % 95.729 ± 0.091 % 49 6.9169 ± 0.0815 0.00142 ± 0.00090 0.01024 ± 0.00068 3.067 ± 0.102 % 95.701 ± 0.091 % 50 6.9296 ± 0.0807 0.00148 ± 0.00089 0.01018 ± 0.00067 3.055 ± 0.100 % 95.718 ± 0.090 % 51 6.8890 ± 0.0794 0.00154 ± 0.00089 0.01039 ± 0.00068 3.070 ± 0.099 % 95.730 ± 0.089 % 52 6.8733 ± 0.0783 0.00166 ± 0.00088 0.01028 ± 0.00067 3.053 ± 0.097 % 95.761 ± 0.087 % 53 6.9142 ± 0.0781 0.00156 ± 0.00087 0.01045 ± 0.00069 3.081 ± 0.099 % 95.751 ± 0.087 % 54 6.8903 ± 0.0770 0.00151 ± 0.00085 0.01037 ± 0.00068 3.074 ± 0.097 % 95.762 ± 0.086 % 55 6.9258 ± 0.0768 0.00147 ± 0.00084 0.01027 ± 0.00066 3.058 ± 0.096 % 95.756 ± 0.085 % 56 6.9431 ± 0.0764 0.00156 ± 0.00083 0.01020 ± 0.00065 3.046 ± 0.095 % 95.764 ± 0.084 % 57 6.9557 ± 0.0759 0.00191 ± 0.00082 0.01016 ± 0.00064 3.050 ± 0.093 % 95.761 ± 0.083 % 58 6.9980 ± 0.0758 0.00179 ± 0.00081 0.01012 ± 0.00063 3.038 ± 0.092 % 95.744 ± 0.083 % 59 7.0338 ± 0.0756 0.00182 ± 0.00080 0.01007 ± 0.00062 3.027 ± 0.091 % 95.719 ± 0.082 % 60 7.0797 ± 0.0756 0.00193 ± 0.00079 0.01002 ± 0.00061 3.021 ± 0.090 % 95.699 ± 0.082 % 61 7.0534 ± 0.0747 0.00193 ± 0.00078 0.00994 ± 0.00060 3.010 ± 0.088 % 95.709 ± 0.081 % 62 7.0367 ± 0.0739 0.00204 ± 0.00078 0.01032 ± 0.00062 3.042 ± 0.089 % 95.696 ± 0.081 % 63 7.0967 ± 0.0741 0.00188 ± 0.00077 0.01025 ± 0.00061 3.029 ± 0.088 % 95.687 ± 0.080 % 64 7.0876 ± 0.0734 0.00196 ± 0.00077 0.01031 ± 0.00062 3.051 ± 0.089 % 95.670 ± 0.080 % 65 7.1249 ± 0.0732 0.00183 ± 0.00076 0.01028 ± 0.00061 3.052 ± 0.089 % 95.669 ± 0.079 % 66 7.0948 ± 0.0723 0.00180 ± 0.00075 0.01021 ± 0.00060 3.049 ± 0.088 % 95.681 ± 0.078 % 67 7.0448 ± 0.0712 0.00141 ± 0.00075 0.01054 ± 0.00061 3.124 ± 0.091 % 95.677 ± 0.078 % 68 7.0875 ± 0.0712 0.00164 ± 0.00074 0.01050 ± 0.00060 3.117 ± 0.090 % 95.683 ± 0.077 % 69 7.0661 ± 0.0704 0.00165 ± 0.00073 0.01043 ± 0.00059 3.107 ± 0.089 % 95.700 ± 0.076 % 70 6.9655 ± 0.0687 0.00168 ± 0.00072 0.01033 ± 0.00058 3.091 ± 0.088 % 95.735 ± 0.076 % 71 6.9619 ± 0.0682 0.00170 ± 0.00071 0.01026 ± 0.00058 3.077 ± 0.087 % 95.748 ± 0.075 % 72 6.9935 ± 0.0681 0.00166 ± 0.00071 0.01019 ± 0.00057 3.067 ± 0.086 % 95.749 ± 0.074 % 73 7.0280 ± 0.0680 0.00170 ± 0.00070 0.01015 ± 0.00056 3.058 ± 0.085 % 95.770 ± 0.074 % 74 7.0505 ± 0.0677 0.00170 ± 0.00069 0.01008 ± 0.00055 3.046 ± 0.085 % 95.783 ± 0.073 % 75 7.0006 ± 0.0667 0.00176 ± 0.00068 0.01000 ± 0.00054 3.037 ± 0.084 % 95.803 ± 0.072 % 76 7.0079 ± 0.0663 0.00177 ± 0.00068 0.00996 ± 0.00054 3.032 ± 0.083 % 95.807 ± 0.072 % 77 6.9912 ± 0.0657 0.00187 ± 0.00067 0.00991 ± 0.00053 3.029 ± 0.082 % 95.808 ± 0.071 % 78 7.0225 ± 0.0656 0.00182 ± 0.00066 0.00985 ± 0.00052 3.020 ± 0.081 % 95.813 ± 0.071 % 79 7.0540 ± 0.0655 0.00184 ± 0.00066 0.00987 ± 0.00052 3.024 ± 0.081 % 95.809 ± 0.070 % 80 7.0659 ± 0.0653 0.00185 ± 0.00065 0.00983 ± 0.00052 3.020 ± 0.080 % 95.803 ± 0.070 % 81 7.0987 ± 0.0653 0.00183 ± 0.00064 0.00979 ± 0.00051 3.010 ± 0.080 % 95.795 ± 0.070 % 82 7.1019 ± 0.0649 0.00182 ± 0.00064 0.00972 ± 0.00050 3.000 ± 0.079 % 95.807 ± 0.069 % 83 7.0493 ± 0.0640 0.00180 ± 0.00064 0.00991 ± 0.00051 3.035 ± 0.080 % 95.820 ± 0.069 % 84 7.0885 ± 0.0640 0.00180 ± 0.00064 0.00987 ± 0.00050 3.026 ± 0.079 % 95.808 ± 0.068 % 85 7.1013 ± 0.0638 0.00185 ± 0.00063 0.00984 ± 0.00050 3.020 ± 0.078 % 95.809 ± 0.068 % 86 7.1359 ± 0.0638 0.00187 ± 0.00063 0.00979 ± 0.00049 3.011 ± 0.078 % 95.807 ± 0.068 % 87 7.1452 ± 0.0635 0.00179 ± 0.00062 0.00974 ± 0.00049 3.003 ± 0.077 % 95.801 ± 0.067 % 88 7.1664 ± 0.0634 0.00185 ± 0.00062 0.00976 ± 0.00048 3.000 ± 0.076 % 95.798 ± 0.067 % 89 7.1693 ± 0.0631 0.00182 ± 0.00062 0.00973 ± 0.00048 3.003 ± 0.076 % 95.805 ± 0.066 % 90 7.1774 ± 0.0628 0.00180 ± 0.00062 0.00968 ± 0.00047 2.995 ± 0.076 % 95.816 ± 0.066 % 91 7.1623 ± 0.0623 0.00178 ± 0.00061 0.00962 ± 0.00047 2.986 ± 0.075 % 95.833 ± 0.065 % 92 7.1794 ± 0.0621 0.00176 ± 0.00060 0.00959 ± 0.00046 2.982 ± 0.074 % 95.827 ± 0.065 % 93 7.1609 ± 0.0616 0.00179 ± 0.00060 0.00955 ± 0.00046 2.978 ± 0.074 % 95.836 ± 0.065 % 94 7.1966 ± 0.0617 0.00182 ± 0.00059 0.00951 ± 0.00045 2.970 ± 0.073 % 95.827 ± 0.064 % 95 7.2114 ± 0.0615 0.00175 ± 0.00059 0.00948 ± 0.00045 2.964 ± 0.073 % 95.822 ± 0.064 % 96 7.2226 ± 0.0613 0.00167 ± 0.00059 0.00951 ± 0.00044 2.968 ± 0.072 % 95.817 ± 0.064 % 97 7.2385 ± 0.0612 0.00139 ± 0.00059 0.00956 ± 0.00044 2.980 ± 0.072 % 95.817 ± 0.064 % 98 7.2675 ± 0.0612 0.00138 ± 0.00059 0.00952 ± 0.00044 2.972 ± 0.071 % 95.815 ± 0.063 % 99 7.3018 ± 0.0612 0.00141 ± 0.00058 0.00948 ± 0.00043 2.965 ± 0.071 % 95.805 ± 0.063 % 100 7.2876 ± 0.0608 0.00148 ± 0.00058 0.00946 ± 0.00043 2.964 ± 0.070 % 95.801 ± 0.063 % 101 7.3037 ± 0.0606 0.00148 ± 0.00057 0.00943 ± 0.00042 2.957 ± 0.070 % 95.798 ± 0.062 % 102 7.3100 ± 0.0604 0.00151 ± 0.00057 0.00941 ± 0.00042 2.957 ± 0.069 % 95.802 ± 0.062 % 103 7.2857 ± 0.0598 0.00143 ± 0.00056 0.00937 ± 0.00042 2.952 ± 0.068 % 95.802 ± 0.062 % 104 7.2607 ± 0.0593 0.00156 ± 0.00056 0.00934 ± 0.00041 2.950 ± 0.068 % 95.813 ± 0.061 % 105 7.2451 ± 0.0588 0.00160 ± 0.00056 0.00932 ± 0.00041 2.946 ± 0.067 % 95.810 ± 0.061 % 106 7.2165 ± 0.0583 0.00163 ± 0.00055 0.00928 ± 0.00040 2.940 ± 0.067 % 95.805 ± 0.061 % 107 7.1929 ± 0.0578 0.00157 ± 0.00055 0.00925 ± 0.00040 2.944 ± 0.066 % 95.813 ± 0.061 % 108 7.1652 ± 0.0572 0.00162 ± 0.00054 0.00923 ± 0.00040 2.943 ± 0.066 % 95.817 ± 0.060 % 109 7.1778 ± 0.0570 0.00166 ± 0.00054 0.00920 ± 0.00039 2.939 ± 0.065 % 95.813 ± 0.060 % 110 7.1191 ± 0.0562 0.00172 ± 0.00054 0.00916 ± 0.00039 2.940 ± 0.065 % 95.831 ± 0.060 % 111 7.1202 ± 0.0560 0.00178 ± 0.00053 0.00913 ± 0.00039 2.937 ± 0.065 % 95.838 ± 0.059 % 112 7.1627 ± 0.0561 0.00179 ± 0.00053 0.00910 ± 0.00038 2.931 ± 0.064 % 95.837 ± 0.059 % 113 7.1433 ± 0.0557 0.00184 ± 0.00053 0.00910 ± 0.00038 2.943 ± 0.064 % 95.834 ± 0.059 % 114 7.1708 ± 0.0557 0.00186 ± 0.00052 0.00908 ± 0.00038 2.938 ± 0.064 % 95.834 ± 0.059 % 115 7.1802 ± 0.0555 0.00184 ± 0.00052 0.00904 ± 0.00037 2.932 ± 0.063 % 95.833 ± 0.058 % 116 7.1855 ± 0.0553 0.00188 ± 0.00052 0.00901 ± 0.00037 2.925 ± 0.063 % 95.835 ± 0.058 % 117 7.2073 ± 0.0553 0.00189 ± 0.00051 0.00899 ± 0.00037 2.921 ± 0.062 % 95.833 ± 0.058 % 118 7.2136 ± 0.0551 0.00191 ± 0.00051 0.00896 ± 0.00036 2.915 ± 0.062 % 95.836 ± 0.057 % 119 7.2336 ± 0.0550 0.00187 ± 0.00050 0.00893 ± 0.00036 2.910 ± 0.062 % 95.842 ± 0.057 % 120 7.2373 ± 0.0548 0.00183 ± 0.00050 0.00890 ± 0.00036 2.905 ± 0.061 % 95.844 ± 0.057 % 121 7.2554 ± 0.0548 0.00182 ± 0.00050 0.00888 ± 0.00035 2.901 ± 0.061 % 95.845 ± 0.057 % 122 7.2333 ± 0.0544 0.00181 ± 0.00050 0.00886 ± 0.00035 2.897 ± 0.060 % 95.847 ± 0.056 % 123 7.2210 ± 0.0540 0.00182 ± 0.00049 0.00886 ± 0.00035 2.900 ± 0.060 % 95.844 ± 0.056 % 124 7.2169 ± 0.0537 0.00188 ± 0.00049 0.00886 ± 0.00035 2.902 ± 0.060 % 95.831 ± 0.056 % 125 7.1440 ± 0.0529 0.00198 ± 0.00050 0.00900 ± 0.00035 2.963 ± 0.060 % 95.834 ± 0.056 % 126 7.1841 ± 0.0531 0.00200 ± 0.00049 0.00899 ± 0.00034 2.961 ± 0.060 % 95.832 ± 0.056 % 127 7.1947 ± 0.0530 0.00201 ± 0.00049 0.00896 ± 0.00034 2.956 ± 0.059 % 95.827 ± 0.055 % 128 7.2276 ± 0.0530 0.00202 ± 0.00049 0.00894 ± 0.00034 2.951 ± 0.059 % 95.823 ± 0.055 % 129 7.2024 ± 0.0526 0.00204 ± 0.00048 0.00891 ± 0.00033 2.946 ± 0.059 % 95.834 ± 0.055 % 130 7.2226 ± 0.0526 0.00207 ± 0.00048 0.00889 ± 0.00033 2.942 ± 0.058 % 95.827 ± 0.055 % 131 7.2443 ± 0.0526 0.00205 ± 0.00048 0.00892 ± 0.00033 2.946 ± 0.058 % 95.832 ± 0.055 % 132 7.2472 ± 0.0524 0.00204 ± 0.00048 0.00893 ± 0.00033 2.948 ± 0.058 % 95.814 ± 0.054 % 133 7.2439 ± 0.0521 0.00207 ± 0.00047 0.00891 ± 0.00033 2.944 ± 0.058 % 95.814 ± 0.054 % 134 7.2491 ± 0.0520 0.00209 ± 0.00047 0.00888 ± 0.00033 2.939 ± 0.057 % 95.818 ± 0.054 % 135 7.2448 ± 0.0517 0.00211 ± 0.00047 0.00886 ± 0.00032 2.934 ± 0.057 % 95.818 ± 0.054 % 136 7.2630 ± 0.0517 0.00204 ± 0.00047 0.00883 ± 0.00032 2.928 ± 0.057 % 95.810 ± 0.054 % 137 7.2664 ± 0.0515 0.00202 ± 0.00046 0.00881 ± 0.00032 2.924 ± 0.056 % 95.814 ± 0.053 % 138 7.2673 ± 0.0513 0.00202 ± 0.00046 0.00879 ± 0.00032 2.921 ± 0.056 % 95.808 ± 0.053 % 139 7.2651 ± 0.0511 0.00202 ± 0.00046 0.00876 ± 0.00031 2.916 ± 0.056 % 95.810 ± 0.053 % 140 7.2617 ± 0.0509 0.00201 ± 0.00046 0.00878 ± 0.00031 2.923 ± 0.056 % 95.816 ± 0.053 % 141 7.2738 ± 0.0508 0.00201 ± 0.00045 0.00876 ± 0.00031 2.917 ± 0.055 % 95.811 ± 0.053 % 142 7.2988 ± 0.0509 0.00201 ± 0.00045 0.00873 ± 0.00031 2.912 ± 0.055 % 95.815 ± 0.053 % 143 7.2538 ± 0.0503 0.00204 ± 0.00045 0.00869 ± 0.00031 2.906 ± 0.055 % 95.827 ± 0.052 % 144 7.2628 ± 0.0502 0.00208 ± 0.00045 0.00867 ± 0.00030 2.902 ± 0.055 % 95.823 ± 0.052 % 145 7.2672 ± 0.0500 0.00211 ± 0.00044 0.00866 ± 0.00030 2.899 ± 0.054 % 95.821 ± 0.052 % 146 7.2781 ± 0.0499 0.00216 ± 0.00044 0.00866 ± 0.00030 2.905 ± 0.055 % 95.815 ± 0.052 % 147 7.2826 ± 0.0498 0.00219 ± 0.00044 0.00866 ± 0.00030 2.903 ± 0.054 % 95.821 ± 0.052 % 148 7.2958 ± 0.0497 0.00220 ± 0.00044 0.00864 ± 0.00030 2.899 ± 0.054 % 95.819 ± 0.051 % 149 7.3011 ± 0.0496 0.00223 ± 0.00044 0.00863 ± 0.00029 2.895 ± 0.054 % 95.822 ± 0.051 % 150 7.2769 ± 0.0493 0.00227 ± 0.00044 0.00885 ± 0.00030 2.953 ± 0.056 % 95.823 ± 0.051 % 151 7.2756 ± 0.0491 0.00231 ± 0.00044 0.00882 ± 0.00030 2.948 ± 0.055 % 95.828 ± 0.051 % 152 7.2731 ± 0.0489 0.00233 ± 0.00043 0.00881 ± 0.00030 2.947 ± 0.055 % 95.834 ± 0.051 % 153 7.2739 ± 0.0487 0.00233 ± 0.00043 0.00879 ± 0.00030 2.945 ± 0.055 % 95.832 ± 0.051 % 154 7.2835 ± 0.0486 0.00234 ± 0.00043 0.00877 ± 0.00029 2.941 ± 0.055 % 95.826 ± 0.050 % 155 7.3048 ± 0.0486 0.00238 ± 0.00043 0.00876 ± 0.00029 2.936 ± 0.054 % 95.816 ± 0.050 % 156 7.2993 ± 0.0484 0.00239 ± 0.00043 0.00880 ± 0.00030 2.940 ± 0.054 % 95.817 ± 0.050 % 157 7.2949 ± 0.0482 0.00235 ± 0.00042 0.00879 ± 0.00030 2.937 ± 0.054 % 95.812 ± 0.050 % 158 7.3032 ± 0.0481 0.00235 ± 0.00042 0.00876 ± 0.00029 2.933 ± 0.054 % 95.818 ± 0.050 % 159 7.3122 ± 0.0480 0.00238 ± 0.00042 0.00874 ± 0.00029 2.928 ± 0.054 % 95.817 ± 0.050 % 160 7.3470 ± 0.0481 0.00241 ± 0.00042 0.00873 ± 0.00029 2.926 ± 0.053 % 95.815 ± 0.049 % 161 7.3635 ± 0.0481 0.00242 ± 0.00041 0.00871 ± 0.00029 2.922 ± 0.053 % 95.811 ± 0.049 % 162 7.3562 ± 0.0479 0.00239 ± 0.00041 0.00869 ± 0.00029 2.920 ± 0.053 % 95.814 ± 0.049 % 163 7.3500 ± 0.0477 0.00232 ± 0.00041 0.00868 ± 0.00029 2.923 ± 0.053 % 95.813 ± 0.049 % 164 7.2707 ± 0.0470 0.00232 ± 0.00041 0.00864 ± 0.00028 2.916 ± 0.052 % 95.831 ± 0.049 % 165 7.2878 ± 0.0469 0.00236 ± 0.00041 0.00863 ± 0.00028 2.913 ± 0.052 % 95.827 ± 0.049 % 166 7.2966 ± 0.0469 0.00235 ± 0.00041 0.00867 ± 0.00028 2.917 ± 0.052 % 95.823 ± 0.049 % 167 7.3135 ± 0.0469 0.00222 ± 0.00041 0.00869 ± 0.00028 2.921 ± 0.052 % 95.818 ± 0.048 % 168 7.3231 ± 0.0468 0.00220 ± 0.00041 0.00876 ± 0.00029 2.928 ± 0.053 % 95.814 ± 0.048 % 169 7.3247 ± 0.0467 0.00221 ± 0.00041 0.00873 ± 0.00029 2.924 ± 0.052 % 95.815 ± 0.048 % 170 7.3147 ± 0.0464 0.00205 ± 0.00041 0.00874 ± 0.00029 2.925 ± 0.052 % 95.815 ± 0.048 % 171 7.3004 ± 0.0462 0.00206 ± 0.00041 0.00874 ± 0.00029 2.927 ± 0.052 % 95.816 ± 0.048 % 172 7.3266 ± 0.0463 0.00211 ± 0.00041 0.00874 ± 0.00028 2.926 ± 0.051 % 95.802 ± 0.048 % 173 7.3398 ± 0.0463 0.00234 ± 0.00042 0.00916 ± 0.00030 3.000 ± 0.054 % 95.793 ± 0.048 % 174 7.3310 ± 0.0461 0.00232 ± 0.00042 0.00913 ± 0.00030 2.997 ± 0.054 % 95.792 ± 0.048 % 175 7.3459 ± 0.0460 0.00231 ± 0.00042 0.00912 ± 0.00030 2.994 ± 0.054 % 95.786 ± 0.047 % 176 7.3699 ± 0.0461 0.00232 ± 0.00042 0.00910 ± 0.00030 2.989 ± 0.054 % 95.783 ± 0.047 % 177 7.3656 ± 0.0459 0.00226 ± 0.00042 0.00910 ± 0.00029 2.989 ± 0.053 % 95.774 ± 0.047 % 178 7.3734 ± 0.0458 0.00228 ± 0.00041 0.00908 ± 0.00029 2.987 ± 0.053 % 95.773 ± 0.047 % 179 7.3082 ± 0.0452 0.00227 ± 0.00041 0.00906 ± 0.00029 2.987 ± 0.053 % 95.775 ± 0.047 % 180 7.3114 ± 0.0451 0.00230 ± 0.00041 0.00904 ± 0.00029 2.984 ± 0.053 % 95.772 ± 0.047 % 181 7.2873 ± 0.0448 0.00224 ± 0.00041 0.00902 ± 0.00029 2.988 ± 0.053 % 95.778 ± 0.047 % 182 7.2945 ± 0.0447 0.00233 ± 0.00041 0.00902 ± 0.00029 2.984 ± 0.053 % 95.779 ± 0.047 % 183 7.2946 ± 0.0446 0.00230 ± 0.00041 0.00909 ± 0.00029 2.989 ± 0.053 % 95.783 ± 0.046 % 184 7.2844 ± 0.0444 0.00234 ± 0.00041 0.00912 ± 0.00029 2.996 ± 0.053 % 95.779 ± 0.046 % 185 7.2867 ± 0.0443 0.00230 ± 0.00041 0.00910 ± 0.00029 2.993 ± 0.053 % 95.778 ± 0.046 % 186 7.3020 ± 0.0443 0.00228 ± 0.00041 0.00910 ± 0.00029 2.995 ± 0.053 % 95.777 ± 0.046 % 187 7.2933 ± 0.0441 0.00228 ± 0.00041 0.00912 ± 0.00029 3.002 ± 0.053 % 95.777 ± 0.046 % 188 7.3003 ± 0.0440 0.00225 ± 0.00040 0.00911 ± 0.00029 3.000 ± 0.053 % 95.769 ± 0.046 % 189 7.3153 ± 0.0440 0.00223 ± 0.00040 0.00910 ± 0.00029 2.997 ± 0.053 % 95.763 ± 0.046 % 190 7.3138 ± 0.0439 0.00223 ± 0.00040 0.00908 ± 0.00028 2.993 ± 0.052 % 95.767 ± 0.046 % 191 7.3330 ± 0.0439 0.00226 ± 0.00040 0.00905 ± 0.00028 2.989 ± 0.052 % 95.770 ± 0.046 % 192 7.3417 ± 0.0438 0.00221 ± 0.00040 0.00904 ± 0.00028 2.986 ± 0.052 % 95.773 ± 0.045 % 193 7.3240 ± 0.0436 0.00224 ± 0.00040 0.00906 ± 0.00028 2.993 ± 0.052 % 95.775 ± 0.045 % 194 7.3069 ± 0.0434 0.00231 ± 0.00040 0.00909 ± 0.00028 3.006 ± 0.052 % 95.780 ± 0.045 % 195 7.3257 ± 0.0434 0.00235 ± 0.00039 0.00909 ± 0.00028 3.006 ± 0.052 % 95.781 ± 0.045 % 196 7.3397 ± 0.0434 0.00235 ± 0.00039 0.00908 ± 0.00028 3.002 ± 0.052 % 95.780 ± 0.045 % 197 7.3705 ± 0.0435 0.00236 ± 0.00039 0.00906 ± 0.00028 2.998 ± 0.052 % 95.779 ± 0.045 % ====== Perplexity statistics ====== Mean PPL(Q) : 7.370468 ± 0.043493 Mean PPL(base) : 7.353122 ± 0.043360 Cor(ln(PPL(Q)), ln(PPL(base))): 99.78% Mean ln(PPL(Q)/PPL(base)) : 0.002356 ± 0.000391 Mean PPL(Q)/PPL(base) : 1.002359 ± 0.000392 Mean PPL(Q)-PPL(base) : 0.017345 ± 0.002883 ====== KL divergence statistics ====== Mean KLD: 0.009061 ± 0.000278 Maximum KLD: 16.101616 99.9% KLD: 0.675837 99.0% KLD: 0.057478 95.0% KLD: 0.019461 90.0% KLD: 0.012777 Median KLD: 0.003255 10.0% KLD: 0.000125 5.0% KLD: 0.000042 1.0% KLD: 0.000005 0.1% KLD: -0.000001 Minimum KLD: -0.000219 ====== Token probability statistics ====== Mean Δp: -0.044 ± 0.007 % Maximum Δp: 99.792% 99.9% Δp: 20.214% 99.0% Δp: 7.215% 95.0% Δp: 3.393% 90.0% Δp: 1.930% 75.0% Δp: 0.352% Median Δp: -0.001% 25.0% Δp: -0.449% 10.0% Δp: -2.118% 5.0% Δp: -3.589% 1.0% Δp: -7.410% 0.1% Δp: -19.481% Minimum Δp: -99.825% RMS Δp : 2.998 ± 0.052 % Same top p: 95.779 ± 0.045 % llama_perf_context_print: load time = 125108.90 ms llama_perf_context_print: prompt eval time = 1240863.58 ms / 403456 tokens ( 3.08 ms per token, 325.14 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 = 1275863.34 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 = 1981 + (13805 = 12956 + 47 + 801) + 482 | llama_memory_breakdown_print: | - CUDA1 (P100-PCIE-16GB) | 16269 = 969 + (13530 = 11446 + 95 + 1988) + 1769 | llama_memory_breakdown_print: | - Host | 19029 = 18981 + 0 + 48 |