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, 25315 used, -9338 free vs. target of 2048 llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 16269 total, 24372 used, -8391 free vs. target of 2048 llama_params_fit_impl: projected to use 49688 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 21826 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 21530 MiB llama_params_fit_impl: filling dense-only layers back-to-front: llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 41 layers, 6491 MiB used, 9489 MiB free llama_params_fit_impl: - CUDA0 (Tesla P100-PCIE-16GB): 0 layers, 1041 MiB used, 14935 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): 11 layers ( 1 overflowing), 13781 MiB used, 2195 MiB free llama_params_fit_impl: - CUDA1 (Tesla P100-PCIE-16GB): 30 layers (23 overflowing), 13702 MiB used, 2278 MiB free llama_params_fit: successfully fit params to free device memory llama_params_fit: fitting params to free memory took 6.38 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-BPW11.50.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: 233 tensors llama_model_loader: - type q8_0: 199 tensors print_info: file format = GGUF V3 (latest) print_info: file type = F16 print_info: file size = 46.40 GiB (11.50 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 = 12704.33 MiB load_tensors: CUDA1 model buffer size = 11606.80 MiB load_tensors: CUDA_Host model buffer size = 23205.31 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 = 16.00 MiB llama_kv_cache: CUDA1 KV buffer size = 64.00 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 = 18.84 MiB llama_memory_recurrent: CUDA1 RS buffer size = 43.97 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 = 95 (with bs=2048), 53 (with bs=1) sched_reserve: reserve took 46.23 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: 7.04 seconds per pass - ETA 23.12 minutes chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p 1 7.8297 ± 0.6342 0.00196 ± 0.00401 0.00584 ± 0.00044 2.313 ± 0.142 % 95.992 ± 0.614 % 2 6.3984 ± 0.3493 0.00080 ± 0.00265 0.00532 ± 0.00025 2.296 ± 0.097 % 96.676 ± 0.396 % 3 7.4974 ± 0.3552 -0.00019 ± 0.00231 0.00671 ± 0.00033 2.655 ± 0.152 % 96.220 ± 0.344 % 4 8.1085 ± 0.3437 0.00308 ± 0.00244 0.00765 ± 0.00081 2.598 ± 0.123 % 96.114 ± 0.302 % 5 7.9243 ± 0.2971 0.00212 ± 0.00209 0.00736 ± 0.00065 2.548 ± 0.103 % 95.797 ± 0.281 % 6 7.4381 ± 0.2513 0.00134 ± 0.00183 0.00683 ± 0.00054 2.461 ± 0.089 % 96.025 ± 0.249 % 7 6.6326 ± 0.2018 0.00167 ± 0.00175 0.00744 ± 0.00062 2.744 ± 0.175 % 95.545 ± 0.244 % 8 5.7871 ± 0.1581 0.00096 ± 0.00157 0.00702 ± 0.00055 2.652 ± 0.159 % 94.673 ± 0.248 % 9 6.0460 ± 0.1574 0.00147 ± 0.00145 0.00682 ± 0.00049 2.591 ± 0.145 % 94.743 ± 0.233 % 10 6.3109 ± 0.1582 0.00165 ± 0.00136 0.00677 ± 0.00044 2.553 ± 0.133 % 94.917 ± 0.217 % 11 6.7908 ± 0.1658 0.00185 ± 0.00129 0.00669 ± 0.00040 2.536 ± 0.122 % 94.926 ± 0.207 % 12 6.9829 ± 0.1641 0.00272 ± 0.00121 0.00663 ± 0.00037 2.504 ± 0.114 % 94.925 ± 0.198 % 13 6.9311 ± 0.1565 0.00264 ± 0.00116 0.00643 ± 0.00034 2.474 ± 0.107 % 95.052 ± 0.188 % 14 7.1108 ± 0.1562 0.00249 ± 0.00111 0.00664 ± 0.00037 2.559 ± 0.131 % 95.084 ± 0.181 % 15 7.0736 ± 0.1503 0.00287 ± 0.00109 0.00692 ± 0.00037 2.648 ± 0.133 % 95.086 ± 0.174 % 16 7.0940 ± 0.1457 0.00310 ± 0.00104 0.00681 ± 0.00034 2.615 ± 0.127 % 95.210 ± 0.167 % 17 7.2336 ± 0.1452 0.00302 ± 0.00100 0.00749 ± 0.00077 2.586 ± 0.121 % 95.250 ± 0.161 % 18 7.0305 ± 0.1363 0.00308 ± 0.00096 0.00735 ± 0.00073 2.574 ± 0.115 % 95.346 ± 0.155 % 19 6.9967 ± 0.1321 0.00313 ± 0.00093 0.00728 ± 0.00070 2.618 ± 0.122 % 95.447 ± 0.150 % 20 7.0333 ± 0.1295 0.00332 ± 0.00091 0.00721 ± 0.00066 2.605 ± 0.117 % 95.479 ± 0.145 % 21 7.2417 ± 0.1312 0.00374 ± 0.00089 0.00717 ± 0.00063 2.603 ± 0.112 % 95.462 ± 0.142 % 22 7.2581 ± 0.1285 0.00356 ± 0.00086 0.00705 ± 0.00060 2.582 ± 0.108 % 95.503 ± 0.138 % 23 7.1129 ± 0.1230 0.00335 ± 0.00084 0.00704 ± 0.00058 2.580 ± 0.104 % 95.559 ± 0.134 % 24 7.1781 ± 0.1216 0.00334 ± 0.00082 0.00693 ± 0.00056 2.557 ± 0.101 % 95.573 ± 0.131 % 25 7.2706 ± 0.1209 0.00303 ± 0.00080 0.00692 ± 0.00054 2.554 ± 0.097 % 95.613 ± 0.128 % 26 7.2250 ± 0.1173 0.00284 ± 0.00078 0.00689 ± 0.00051 2.560 ± 0.093 % 95.631 ± 0.125 % 27 7.2173 ± 0.1148 0.00280 ± 0.00077 0.00684 ± 0.00050 2.546 ± 0.090 % 95.612 ± 0.123 % 28 7.2159 ± 0.1127 0.00294 ± 0.00075 0.00679 ± 0.00048 2.544 ± 0.087 % 95.622 ± 0.121 % 29 7.2393 ± 0.1111 0.00287 ± 0.00074 0.00678 ± 0.00046 2.542 ± 0.085 % 95.628 ± 0.119 % 30 7.1772 ± 0.1082 0.00311 ± 0.00072 0.00675 ± 0.00045 2.540 ± 0.083 % 95.634 ± 0.117 % 31 7.2667 ± 0.1080 0.00312 ± 0.00071 0.00669 ± 0.00043 2.532 ± 0.081 % 95.636 ± 0.115 % 32 7.2250 ± 0.1056 0.00352 ± 0.00071 0.00685 ± 0.00042 2.540 ± 0.078 % 95.632 ± 0.113 % 33 7.1593 ± 0.1028 0.00347 ± 0.00070 0.00690 ± 0.00042 2.532 ± 0.077 % 95.669 ± 0.111 % 34 7.2444 ± 0.1027 0.00364 ± 0.00068 0.00687 ± 0.00041 2.522 ± 0.075 % 95.667 ± 0.109 % 35 7.0895 ± 0.0986 0.00326 ± 0.00070 0.00688 ± 0.00040 2.542 ± 0.073 % 95.679 ± 0.107 % 36 7.0346 ± 0.0962 0.00332 ± 0.00069 0.00686 ± 0.00039 2.547 ± 0.071 % 95.693 ± 0.106 % 37 7.1011 ± 0.0961 0.00323 ± 0.00068 0.00687 ± 0.00038 2.545 ± 0.070 % 95.712 ± 0.104 % 38 7.0976 ± 0.0948 0.00328 ± 0.00067 0.00683 ± 0.00037 2.555 ± 0.071 % 95.743 ± 0.102 % 39 7.1487 ± 0.0943 0.00330 ± 0.00066 0.00691 ± 0.00038 2.540 ± 0.070 % 95.762 ± 0.101 % 40 7.1757 ± 0.0936 0.00333 ± 0.00065 0.00688 ± 0.00037 2.534 ± 0.068 % 95.770 ± 0.100 % 41 6.9851 ± 0.0896 0.00326 ± 0.00064 0.00683 ± 0.00036 2.531 ± 0.067 % 95.804 ± 0.098 % 42 7.0317 ± 0.0891 0.00313 ± 0.00063 0.00683 ± 0.00036 2.538 ± 0.066 % 95.808 ± 0.097 % 43 7.0303 ± 0.0881 0.00340 ± 0.00065 0.00722 ± 0.00040 2.609 ± 0.074 % 95.838 ± 0.095 % 44 6.9919 ± 0.0865 0.00340 ± 0.00064 0.00714 ± 0.00039 2.594 ± 0.073 % 95.848 ± 0.094 % 45 7.0472 ± 0.0863 0.00340 ± 0.00063 0.00709 ± 0.00038 2.583 ± 0.071 % 95.853 ± 0.093 % 46 7.0560 ± 0.0855 0.00340 ± 0.00062 0.00704 ± 0.00037 2.574 ± 0.070 % 95.835 ± 0.092 % 47 6.9963 ± 0.0843 0.00354 ± 0.00096 0.00964 ± 0.00065 2.946 ± 0.105 % 95.803 ± 0.091 % 48 7.0610 ± 0.0844 0.00362 ± 0.00094 0.00959 ± 0.00064 2.929 ± 0.103 % 95.801 ± 0.091 % 49 6.9314 ± 0.0818 0.00351 ± 0.00094 0.00982 ± 0.00062 3.017 ± 0.101 % 95.787 ± 0.090 % 50 6.9439 ± 0.0810 0.00354 ± 0.00092 0.00978 ± 0.00061 3.010 ± 0.099 % 95.801 ± 0.089 % 51 6.9039 ± 0.0796 0.00371 ± 0.00093 0.01012 ± 0.00064 3.068 ± 0.100 % 95.806 ± 0.088 % 52 6.8878 ± 0.0786 0.00377 ± 0.00091 0.01002 ± 0.00063 3.055 ± 0.099 % 95.831 ± 0.087 % 53 6.9282 ± 0.0783 0.00359 ± 0.00090 0.01016 ± 0.00065 3.073 ± 0.100 % 95.817 ± 0.086 % 54 6.9045 ± 0.0773 0.00357 ± 0.00089 0.01010 ± 0.00064 3.073 ± 0.098 % 95.824 ± 0.085 % 55 6.9400 ± 0.0770 0.00353 ± 0.00087 0.01002 ± 0.00063 3.059 ± 0.097 % 95.811 ± 0.084 % 56 6.9570 ± 0.0766 0.00356 ± 0.00086 0.00995 ± 0.00061 3.045 ± 0.095 % 95.807 ± 0.084 % 57 6.9698 ± 0.0761 0.00393 ± 0.00085 0.01000 ± 0.00061 3.069 ± 0.097 % 95.816 ± 0.083 % 58 7.0118 ± 0.0760 0.00376 ± 0.00084 0.00994 ± 0.00060 3.055 ± 0.096 % 95.812 ± 0.082 % 59 7.0477 ± 0.0758 0.00379 ± 0.00083 0.00990 ± 0.00059 3.049 ± 0.094 % 95.813 ± 0.082 % 60 7.0930 ± 0.0759 0.00380 ± 0.00082 0.00986 ± 0.00058 3.044 ± 0.093 % 95.805 ± 0.081 % 61 7.0668 ± 0.0749 0.00383 ± 0.00081 0.00978 ± 0.00057 3.033 ± 0.092 % 95.813 ± 0.080 % 62 7.0501 ± 0.0742 0.00393 ± 0.00081 0.01024 ± 0.00061 3.058 ± 0.091 % 95.817 ± 0.079 % 63 7.1113 ± 0.0743 0.00394 ± 0.00080 0.01016 ± 0.00060 3.046 ± 0.090 % 95.820 ± 0.079 % 64 7.1019 ± 0.0736 0.00398 ± 0.00080 0.01020 ± 0.00060 3.068 ± 0.091 % 95.813 ± 0.078 % 65 7.1390 ± 0.0735 0.00380 ± 0.00079 0.01015 ± 0.00059 3.062 ± 0.090 % 95.824 ± 0.078 % 66 7.1086 ± 0.0725 0.00373 ± 0.00078 0.01007 ± 0.00058 3.051 ± 0.089 % 95.838 ± 0.077 % 67 7.0584 ± 0.0714 0.00334 ± 0.00078 0.01045 ± 0.00060 3.140 ± 0.093 % 95.840 ± 0.076 % 68 7.1011 ± 0.0714 0.00355 ± 0.00077 0.01042 ± 0.00059 3.140 ± 0.092 % 95.843 ± 0.076 % 69 7.0792 ± 0.0706 0.00350 ± 0.00076 0.01035 ± 0.00058 3.130 ± 0.091 % 95.849 ± 0.075 % 70 6.9782 ± 0.0689 0.00351 ± 0.00075 0.01025 ± 0.00057 3.113 ± 0.090 % 95.882 ± 0.074 % 71 6.9741 ± 0.0684 0.00344 ± 0.00074 0.01018 ± 0.00056 3.102 ± 0.089 % 95.897 ± 0.074 % 72 7.0057 ± 0.0683 0.00340 ± 0.00073 0.01011 ± 0.00056 3.091 ± 0.088 % 95.892 ± 0.073 % 73 7.0404 ± 0.0682 0.00346 ± 0.00073 0.01007 ± 0.00055 3.081 ± 0.088 % 95.893 ± 0.073 % 74 7.0632 ± 0.0679 0.00351 ± 0.00072 0.01001 ± 0.00054 3.071 ± 0.087 % 95.894 ± 0.072 % 75 7.0129 ± 0.0669 0.00352 ± 0.00071 0.00995 ± 0.00053 3.063 ± 0.086 % 95.919 ± 0.071 % 76 7.0210 ± 0.0665 0.00362 ± 0.00070 0.00991 ± 0.00053 3.069 ± 0.086 % 95.930 ± 0.071 % 77 7.0038 ± 0.0659 0.00367 ± 0.00069 0.00985 ± 0.00052 3.062 ± 0.085 % 95.934 ± 0.070 % 78 7.0352 ± 0.0658 0.00363 ± 0.00069 0.00979 ± 0.00051 3.051 ± 0.085 % 95.931 ± 0.070 % 79 7.0672 ± 0.0657 0.00370 ± 0.00068 0.00973 ± 0.00051 3.043 ± 0.084 % 95.930 ± 0.070 % 80 7.0787 ± 0.0655 0.00365 ± 0.00067 0.00969 ± 0.00050 3.037 ± 0.083 % 95.921 ± 0.069 % 81 7.1110 ± 0.0654 0.00356 ± 0.00067 0.00964 ± 0.00050 3.029 ± 0.082 % 95.916 ± 0.069 % 82 7.1142 ± 0.0651 0.00355 ± 0.00066 0.00958 ± 0.00049 3.021 ± 0.081 % 95.922 ± 0.068 % 83 7.0612 ± 0.0642 0.00350 ± 0.00066 0.00963 ± 0.00049 3.040 ± 0.081 % 95.936 ± 0.068 % 84 7.1000 ± 0.0642 0.00342 ± 0.00065 0.00961 ± 0.00048 3.032 ± 0.081 % 95.917 ± 0.068 % 85 7.1120 ± 0.0640 0.00336 ± 0.00064 0.00958 ± 0.00047 3.024 ± 0.080 % 95.917 ± 0.067 % 86 7.1467 ± 0.0639 0.00338 ± 0.00064 0.00954 ± 0.00047 3.015 ± 0.079 % 95.916 ± 0.067 % 87 7.1563 ± 0.0637 0.00334 ± 0.00063 0.00949 ± 0.00046 3.008 ± 0.078 % 95.908 ± 0.066 % 88 7.1768 ± 0.0636 0.00330 ± 0.00064 0.00952 ± 0.00046 3.010 ± 0.078 % 95.906 ± 0.066 % 89 7.1808 ± 0.0632 0.00342 ± 0.00065 0.00962 ± 0.00047 3.022 ± 0.079 % 95.910 ± 0.066 % 90 7.1888 ± 0.0630 0.00339 ± 0.00064 0.00957 ± 0.00046 3.013 ± 0.078 % 95.918 ± 0.065 % 91 7.1737 ± 0.0624 0.00336 ± 0.00063 0.00951 ± 0.00046 3.004 ± 0.077 % 95.934 ± 0.065 % 92 7.1909 ± 0.0623 0.00337 ± 0.00063 0.00947 ± 0.00045 2.998 ± 0.077 % 95.933 ± 0.064 % 93 7.1726 ± 0.0618 0.00342 ± 0.00062 0.00944 ± 0.00045 2.994 ± 0.076 % 95.935 ± 0.064 % 94 7.2082 ± 0.0618 0.00344 ± 0.00062 0.00940 ± 0.00045 2.986 ± 0.075 % 95.926 ± 0.064 % 95 7.2233 ± 0.0616 0.00339 ± 0.00061 0.00937 ± 0.00044 2.981 ± 0.075 % 95.923 ± 0.063 % 96 7.2343 ± 0.0615 0.00329 ± 0.00061 0.00944 ± 0.00044 2.987 ± 0.074 % 95.918 ± 0.063 % 97 7.2500 ± 0.0613 0.00298 ± 0.00062 0.00954 ± 0.00045 3.011 ± 0.075 % 95.927 ± 0.063 % 98 7.2791 ± 0.0613 0.00298 ± 0.00061 0.00950 ± 0.00044 3.003 ± 0.074 % 95.918 ± 0.062 % 99 7.3129 ± 0.0613 0.00293 ± 0.00061 0.00947 ± 0.00044 2.996 ± 0.074 % 95.919 ± 0.062 % 100 7.2979 ± 0.0609 0.00289 ± 0.00060 0.00946 ± 0.00043 2.999 ± 0.073 % 95.925 ± 0.062 % 101 7.3141 ± 0.0607 0.00290 ± 0.00060 0.00942 ± 0.00043 2.992 ± 0.073 % 95.912 ± 0.062 % 102 7.3196 ± 0.0605 0.00283 ± 0.00059 0.00940 ± 0.00042 2.993 ± 0.072 % 95.919 ± 0.061 % 103 7.2954 ± 0.0599 0.00275 ± 0.00059 0.00936 ± 0.00042 2.987 ± 0.072 % 95.917 ± 0.061 % 104 7.2702 ± 0.0594 0.00286 ± 0.00058 0.00933 ± 0.00042 2.983 ± 0.071 % 95.919 ± 0.061 % 105 7.2539 ± 0.0589 0.00281 ± 0.00058 0.00931 ± 0.00041 2.978 ± 0.070 % 95.916 ± 0.060 % 106 7.2252 ± 0.0584 0.00282 ± 0.00058 0.00927 ± 0.00041 2.971 ± 0.070 % 95.917 ± 0.060 % 107 7.2015 ± 0.0579 0.00277 ± 0.00057 0.00924 ± 0.00040 2.975 ± 0.069 % 95.922 ± 0.060 % 108 7.1735 ± 0.0573 0.00279 ± 0.00057 0.00920 ± 0.00040 2.970 ± 0.069 % 95.922 ± 0.060 % 109 7.1862 ± 0.0571 0.00283 ± 0.00056 0.00918 ± 0.00040 2.968 ± 0.068 % 95.920 ± 0.059 % 110 7.1271 ± 0.0563 0.00285 ± 0.00056 0.00912 ± 0.00039 2.960 ± 0.068 % 95.940 ± 0.059 % 111 7.1282 ± 0.0561 0.00290 ± 0.00055 0.00909 ± 0.00039 2.957 ± 0.068 % 95.939 ± 0.059 % 112 7.1708 ± 0.0562 0.00293 ± 0.00055 0.00906 ± 0.00039 2.950 ± 0.067 % 95.936 ± 0.058 % 113 7.1514 ± 0.0558 0.00298 ± 0.00055 0.00905 ± 0.00038 2.953 ± 0.067 % 95.940 ± 0.058 % 114 7.1789 ± 0.0558 0.00298 ± 0.00054 0.00903 ± 0.00038 2.946 ± 0.066 % 95.944 ± 0.058 % 115 7.1879 ± 0.0556 0.00290 ± 0.00054 0.00900 ± 0.00038 2.940 ± 0.066 % 95.928 ± 0.058 % 116 7.1929 ± 0.0554 0.00291 ± 0.00054 0.00897 ± 0.00037 2.935 ± 0.065 % 95.928 ± 0.057 % 117 7.2145 ± 0.0554 0.00288 ± 0.00053 0.00895 ± 0.00037 2.932 ± 0.065 % 95.921 ± 0.057 % 118 7.2207 ± 0.0552 0.00291 ± 0.00053 0.00892 ± 0.00037 2.926 ± 0.064 % 95.925 ± 0.057 % 119 7.2408 ± 0.0551 0.00286 ± 0.00053 0.00889 ± 0.00036 2.919 ± 0.064 % 95.930 ± 0.057 % 120 7.2449 ± 0.0549 0.00288 ± 0.00052 0.00886 ± 0.00036 2.913 ± 0.064 % 95.936 ± 0.056 % 121 7.2628 ± 0.0549 0.00283 ± 0.00052 0.00884 ± 0.00036 2.909 ± 0.063 % 95.926 ± 0.056 % 122 7.2405 ± 0.0545 0.00281 ± 0.00052 0.00881 ± 0.00036 2.903 ± 0.063 % 95.934 ± 0.056 % 123 7.2281 ± 0.0541 0.00281 ± 0.00051 0.00881 ± 0.00035 2.907 ± 0.062 % 95.930 ± 0.056 % 124 7.2234 ± 0.0538 0.00279 ± 0.00051 0.00882 ± 0.00035 2.911 ± 0.062 % 95.918 ± 0.056 % 125 7.1499 ± 0.0530 0.00280 ± 0.00051 0.00894 ± 0.00035 2.944 ± 0.062 % 95.925 ± 0.055 % 126 7.1898 ± 0.0531 0.00279 ± 0.00051 0.00891 ± 0.00035 2.938 ± 0.061 % 95.915 ± 0.055 % 127 7.2005 ± 0.0530 0.00281 ± 0.00051 0.00889 ± 0.00034 2.934 ± 0.061 % 95.914 ± 0.055 % 128 7.2335 ± 0.0531 0.00282 ± 0.00050 0.00887 ± 0.00034 2.929 ± 0.061 % 95.917 ± 0.055 % 129 7.2086 ± 0.0527 0.00289 ± 0.00050 0.00884 ± 0.00034 2.923 ± 0.060 % 95.922 ± 0.054 % 130 7.2288 ± 0.0527 0.00292 ± 0.00050 0.00881 ± 0.00033 2.919 ± 0.060 % 95.921 ± 0.054 % 131 7.2503 ± 0.0526 0.00286 ± 0.00049 0.00884 ± 0.00034 2.922 ± 0.060 % 95.921 ± 0.054 % 132 7.2530 ± 0.0524 0.00284 ± 0.00049 0.00884 ± 0.00033 2.923 ± 0.060 % 95.903 ± 0.054 % 133 7.2493 ± 0.0522 0.00282 ± 0.00049 0.00882 ± 0.00033 2.919 ± 0.059 % 95.891 ± 0.054 % 134 7.2542 ± 0.0520 0.00279 ± 0.00049 0.00880 ± 0.00033 2.914 ± 0.059 % 95.892 ± 0.054 % 135 7.2499 ± 0.0518 0.00281 ± 0.00048 0.00877 ± 0.00033 2.909 ± 0.058 % 95.890 ± 0.053 % 136 7.2685 ± 0.0517 0.00279 ± 0.00048 0.00875 ± 0.00032 2.904 ± 0.058 % 95.887 ± 0.053 % 137 7.2717 ± 0.0516 0.00274 ± 0.00048 0.00873 ± 0.00032 2.900 ± 0.058 % 95.882 ± 0.053 % 138 7.2729 ± 0.0514 0.00279 ± 0.00048 0.00872 ± 0.00032 2.898 ± 0.057 % 95.876 ± 0.053 % 139 7.2707 ± 0.0512 0.00278 ± 0.00047 0.00869 ± 0.00032 2.895 ± 0.057 % 95.876 ± 0.053 % 140 7.2672 ± 0.0510 0.00277 ± 0.00047 0.00870 ± 0.00031 2.901 ± 0.057 % 95.880 ± 0.053 % 141 7.2797 ± 0.0509 0.00281 ± 0.00047 0.00868 ± 0.00031 2.896 ± 0.056 % 95.867 ± 0.052 % 142 7.3045 ± 0.0509 0.00280 ± 0.00047 0.00866 ± 0.00031 2.891 ± 0.056 % 95.864 ± 0.052 % 143 7.2592 ± 0.0504 0.00279 ± 0.00046 0.00862 ± 0.00031 2.885 ± 0.056 % 95.878 ± 0.052 % 144 7.2681 ± 0.0503 0.00281 ± 0.00046 0.00860 ± 0.00031 2.880 ± 0.056 % 95.878 ± 0.052 % 145 7.2723 ± 0.0501 0.00281 ± 0.00046 0.00859 ± 0.00030 2.878 ± 0.055 % 95.878 ± 0.052 % 146 7.2827 ± 0.0500 0.00279 ± 0.00046 0.00857 ± 0.00030 2.874 ± 0.055 % 95.871 ± 0.051 % 147 7.2868 ± 0.0499 0.00276 ± 0.00045 0.00855 ± 0.00030 2.870 ± 0.055 % 95.876 ± 0.051 % 148 7.2998 ± 0.0498 0.00274 ± 0.00045 0.00853 ± 0.00030 2.865 ± 0.054 % 95.876 ± 0.051 % 149 7.3049 ± 0.0497 0.00275 ± 0.00045 0.00852 ± 0.00030 2.861 ± 0.054 % 95.883 ± 0.051 % 150 7.2819 ± 0.0493 0.00295 ± 0.00045 0.00876 ± 0.00030 2.937 ± 0.057 % 95.891 ± 0.051 % 151 7.2802 ± 0.0491 0.00294 ± 0.00045 0.00878 ± 0.00031 2.940 ± 0.057 % 95.896 ± 0.050 % 152 7.2775 ± 0.0489 0.00293 ± 0.00045 0.00876 ± 0.00030 2.940 ± 0.057 % 95.907 ± 0.050 % 153 7.2782 ± 0.0488 0.00292 ± 0.00045 0.00877 ± 0.00030 2.942 ± 0.057 % 95.907 ± 0.050 % 154 7.2879 ± 0.0487 0.00294 ± 0.00044 0.00874 ± 0.00030 2.937 ± 0.057 % 95.901 ± 0.050 % 155 7.3089 ± 0.0487 0.00295 ± 0.00044 0.00873 ± 0.00030 2.932 ± 0.056 % 95.893 ± 0.050 % 156 7.3033 ± 0.0485 0.00293 ± 0.00044 0.00878 ± 0.00030 2.935 ± 0.056 % 95.888 ± 0.050 % 157 7.2990 ± 0.0483 0.00291 ± 0.00044 0.00877 ± 0.00030 2.933 ± 0.056 % 95.881 ± 0.050 % 158 7.3073 ± 0.0482 0.00292 ± 0.00043 0.00874 ± 0.00030 2.928 ± 0.056 % 95.881 ± 0.049 % 159 7.3164 ± 0.0481 0.00294 ± 0.00043 0.00872 ± 0.00030 2.924 ± 0.055 % 95.880 ± 0.049 % 160 7.3510 ± 0.0482 0.00296 ± 0.00043 0.00871 ± 0.00030 2.922 ± 0.055 % 95.879 ± 0.049 % 161 7.3674 ± 0.0482 0.00294 ± 0.00043 0.00868 ± 0.00029 2.918 ± 0.055 % 95.878 ± 0.049 % 162 7.3603 ± 0.0479 0.00295 ± 0.00043 0.00866 ± 0.00029 2.915 ± 0.055 % 95.883 ± 0.049 % 163 7.3539 ± 0.0477 0.00285 ± 0.00042 0.00867 ± 0.00029 2.921 ± 0.055 % 95.884 ± 0.049 % 164 7.2744 ± 0.0470 0.00284 ± 0.00042 0.00862 ± 0.00029 2.915 ± 0.055 % 95.899 ± 0.048 % 165 7.2915 ± 0.0470 0.00286 ± 0.00042 0.00862 ± 0.00029 2.911 ± 0.055 % 95.900 ± 0.048 % 166 7.3002 ± 0.0469 0.00284 ± 0.00042 0.00870 ± 0.00029 2.925 ± 0.055 % 95.896 ± 0.048 % 167 7.3173 ± 0.0469 0.00274 ± 0.00042 0.00870 ± 0.00029 2.921 ± 0.055 % 95.893 ± 0.048 % 168 7.3271 ± 0.0469 0.00275 ± 0.00042 0.00877 ± 0.00030 2.927 ± 0.055 % 95.892 ± 0.048 % 169 7.3286 ± 0.0467 0.00275 ± 0.00042 0.00875 ± 0.00030 2.923 ± 0.055 % 95.893 ± 0.048 % 170 7.3184 ± 0.0465 0.00256 ± 0.00042 0.00879 ± 0.00030 2.931 ± 0.055 % 95.890 ± 0.048 % 171 7.3041 ± 0.0463 0.00258 ± 0.00042 0.00878 ± 0.00030 2.933 ± 0.054 % 95.892 ± 0.047 % 172 7.3303 ± 0.0463 0.00261 ± 0.00042 0.00878 ± 0.00030 2.929 ± 0.054 % 95.879 ± 0.047 % 173 7.3437 ± 0.0463 0.00288 ± 0.00043 0.00912 ± 0.00031 2.991 ± 0.056 % 95.872 ± 0.047 % 174 7.3350 ± 0.0461 0.00287 ± 0.00043 0.00910 ± 0.00030 2.988 ± 0.056 % 95.871 ± 0.047 % 175 7.3499 ± 0.0461 0.00285 ± 0.00043 0.00908 ± 0.00030 2.984 ± 0.055 % 95.866 ± 0.047 % 176 7.3741 ± 0.0461 0.00289 ± 0.00042 0.00906 ± 0.00030 2.980 ± 0.055 % 95.863 ± 0.047 % 177 7.3704 ± 0.0460 0.00291 ± 0.00042 0.00905 ± 0.00030 2.979 ± 0.055 % 95.855 ± 0.047 % 178 7.3782 ± 0.0459 0.00294 ± 0.00042 0.00904 ± 0.00030 2.976 ± 0.055 % 95.852 ± 0.047 % 179 7.3131 ± 0.0453 0.00294 ± 0.00042 0.00901 ± 0.00030 2.971 ± 0.054 % 95.857 ± 0.047 % 180 7.3164 ± 0.0452 0.00298 ± 0.00042 0.00898 ± 0.00029 2.967 ± 0.054 % 95.857 ± 0.046 % 181 7.2924 ± 0.0449 0.00294 ± 0.00042 0.00896 ± 0.00029 2.966 ± 0.054 % 95.863 ± 0.046 % 182 7.2993 ± 0.0448 0.00299 ± 0.00041 0.00897 ± 0.00029 2.970 ± 0.054 % 95.863 ± 0.046 % 183 7.2993 ± 0.0447 0.00295 ± 0.00041 0.00902 ± 0.00030 2.968 ± 0.054 % 95.873 ± 0.046 % 184 7.2887 ± 0.0445 0.00292 ± 0.00041 0.00903 ± 0.00030 2.965 ± 0.053 % 95.877 ± 0.046 % 185 7.2913 ± 0.0444 0.00293 ± 0.00041 0.00902 ± 0.00029 2.962 ± 0.053 % 95.875 ± 0.046 % 186 7.3067 ± 0.0443 0.00292 ± 0.00041 0.00900 ± 0.00029 2.958 ± 0.053 % 95.875 ± 0.046 % 187 7.2976 ± 0.0442 0.00288 ± 0.00041 0.00902 ± 0.00029 2.965 ± 0.053 % 95.870 ± 0.045 % 188 7.3046 ± 0.0441 0.00284 ± 0.00041 0.00901 ± 0.00029 2.964 ± 0.053 % 95.862 ± 0.045 % 189 7.3196 ± 0.0441 0.00282 ± 0.00040 0.00900 ± 0.00029 2.961 ± 0.053 % 95.856 ± 0.045 % 190 7.3180 ± 0.0439 0.00280 ± 0.00040 0.00898 ± 0.00029 2.957 ± 0.052 % 95.859 ± 0.045 % 191 7.3371 ± 0.0440 0.00282 ± 0.00040 0.00896 ± 0.00029 2.953 ± 0.052 % 95.864 ± 0.045 % 192 7.3462 ± 0.0439 0.00283 ± 0.00040 0.00895 ± 0.00028 2.951 ± 0.052 % 95.860 ± 0.045 % 193 7.3285 ± 0.0436 0.00286 ± 0.00040 0.00896 ± 0.00028 2.955 ± 0.052 % 95.856 ± 0.045 % 194 7.3111 ± 0.0434 0.00288 ± 0.00040 0.00897 ± 0.00028 2.964 ± 0.052 % 95.859 ± 0.045 % 195 7.3300 ± 0.0434 0.00293 ± 0.00040 0.00897 ± 0.00028 2.967 ± 0.052 % 95.859 ± 0.045 % 196 7.3440 ± 0.0434 0.00295 ± 0.00039 0.00895 ± 0.00028 2.963 ± 0.052 % 95.858 ± 0.044 % 197 7.3750 ± 0.0435 0.00297 ± 0.00039 0.00894 ± 0.00028 2.959 ± 0.052 % 95.856 ± 0.044 % ====== Perplexity statistics ====== Mean PPL(Q) : 7.374996 ± 0.043544 Mean PPL(base) : 7.353122 ± 0.043360 Cor(ln(PPL(Q)), ln(PPL(base))): 99.78% Mean ln(PPL(Q)/PPL(base)) : 0.002970 ± 0.000392 Mean PPL(Q)/PPL(base) : 1.002975 ± 0.000393 Mean PPL(Q)-PPL(base) : 0.021874 ± 0.002893 ====== KL divergence statistics ====== Mean KLD: 0.008938 ± 0.000279 Maximum KLD: 15.113097 99.9% KLD: 0.631946 99.0% KLD: 0.056771 95.0% KLD: 0.019118 90.0% KLD: 0.012523 Median KLD: 0.003185 10.0% KLD: 0.000123 5.0% KLD: 0.000041 1.0% KLD: 0.000005 0.1% KLD: -0.000001 Minimum KLD: -0.000210 ====== Token probability statistics ====== Mean Δp: -0.037 ± 0.007 % Maximum Δp: 99.569% 99.9% Δp: 19.925% 99.0% Δp: 7.113% 95.0% Δp: 3.373% 90.0% Δp: 1.922% 75.0% Δp: 0.358% Median Δp: -0.001% 25.0% Δp: -0.438% 10.0% Δp: -2.077% 5.0% Δp: -3.523% 1.0% Δp: -7.271% 0.1% Δp: -18.894% Minimum Δp: -99.712% RMS Δp : 2.959 ± 0.052 % Same top p: 95.856 ± 0.044 % llama_perf_context_print: load time = 133287.55 ms llama_perf_context_print: prompt eval time = 1320260.67 ms / 403456 tokens ( 3.27 ms per token, 305.59 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 = 1354100.92 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 = 2237 + (13541 = 12704 + 34 + 801) + 490 | llama_memory_breakdown_print: | - CUDA1 (P100-PCIE-16GB) | 16269 = 1759 + (13702 = 11606 + 107 + 1988) + 807 | llama_memory_breakdown_print: | - Host | 23253 = 23205 + 0 + 48 |