[2026-06-11 13:12:58] ============================================================ [2026-06-11 13:12:58] GGUF MODEL EVALUATION [2026-06-11 13:12:58] ============================================================ [2026-06-11 13:12:58] === CONFIG START === [2026-06-11 13:12:58] base_repo: unsloth/Qwen3.5-4B-GGUF [2026-06-11 13:12:58] base_file: Qwen3.5-4B-BF16.gguf [2026-06-11 13:12:58] ctx_size: 512 [2026-06-11 13:12:58] batch_size: 512 [2026-06-11 13:12:58] n_parallel: 1 [2026-06-11 13:12:58] seed: 1337 [2026-06-11 13:12:58] chunks: 50 [2026-06-11 13:12:58] dataset_repo: None [2026-06-11 13:12:58] dataset_split: None [2026-06-11 13:12:58] test_files: [] [2026-06-11 13:12:58] target_models: [["w-ahmad/test3", "MoQ-layers_0-3-IQ1_M/Qwen3.5_4B-MoQ-layers_0-3-IQ1_M.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-IQ1_S/Qwen3.5_4B-MoQ-layers_0-3-IQ1_S.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-IQ2_S/Qwen3.5_4B-MoQ-layers_0-3-IQ2_S.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-IQ2_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-IQ2_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-IQ3_S/Qwen3.5_4B-MoQ-layers_0-3-IQ3_S.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-IQ3_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ3_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-IQ4_NL/Qwen3.5_4B-MoQ-layers_0-3-IQ4_NL.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-IQ4_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ4_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-Q2_K/Qwen3.5_4B-MoQ-layers_0-3-Q2_K.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-Q3_K/Qwen3.5_4B-MoQ-layers_0-3-Q3_K.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-Q4_K/Qwen3.5_4B-MoQ-layers_0-3-Q4_K.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-Q5_K/Qwen3.5_4B-MoQ-layers_0-3-Q5_K.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-Q6_K/Qwen3.5_4B-MoQ-layers_0-3-Q6_K.gguf"], ["w-ahmad/test3", "MoQ-layers_0-3-Q8_0/Qwen3.5_4B-MoQ-layers_0-3-Q8_0.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ1_M/Qwen3.5_4B-MoQ-layers_12-15-IQ1_M.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ1_S/Qwen3.5_4B-MoQ-layers_12-15-IQ1_S.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ2_S/Qwen3.5_4B-MoQ-layers_12-15-IQ2_S.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ2_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ2_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ3_S/Qwen3.5_4B-MoQ-layers_12-15-IQ3_S.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ3_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ3_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ4_NL/Qwen3.5_4B-MoQ-layers_12-15-IQ4_NL.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-IQ4_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ4_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-Q2_K/Qwen3.5_4B-MoQ-layers_12-15-Q2_K.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-Q3_K/Qwen3.5_4B-MoQ-layers_12-15-Q3_K.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-Q4_K/Qwen3.5_4B-MoQ-layers_12-15-Q4_K.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-Q5_K/Qwen3.5_4B-MoQ-layers_12-15-Q5_K.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-Q6_K/Qwen3.5_4B-MoQ-layers_12-15-Q6_K.gguf"], ["w-ahmad/test3", "MoQ-layers_12-15-Q8_0/Qwen3.5_4B-MoQ-layers_12-15-Q8_0.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ1_M/Qwen3.5_4B-MoQ-layers_16-19-IQ1_M.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ1_S/Qwen3.5_4B-MoQ-layers_16-19-IQ1_S.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ2_S/Qwen3.5_4B-MoQ-layers_16-19-IQ2_S.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ2_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ2_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ3_S/Qwen3.5_4B-MoQ-layers_16-19-IQ3_S.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ3_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ3_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ4_NL/Qwen3.5_4B-MoQ-layers_16-19-IQ4_NL.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-IQ4_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ4_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-Q2_K/Qwen3.5_4B-MoQ-layers_16-19-Q2_K.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-Q3_K/Qwen3.5_4B-MoQ-layers_16-19-Q3_K.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-Q4_K/Qwen3.5_4B-MoQ-layers_16-19-Q4_K.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-Q5_K/Qwen3.5_4B-MoQ-layers_16-19-Q5_K.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-Q6_K/Qwen3.5_4B-MoQ-layers_16-19-Q6_K.gguf"], ["w-ahmad/test3", "MoQ-layers_16-19-Q8_0/Qwen3.5_4B-MoQ-layers_16-19-Q8_0.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ1_M/Qwen3.5_4B-MoQ-layers_20-23-IQ1_M.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ1_S/Qwen3.5_4B-MoQ-layers_20-23-IQ1_S.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ2_S/Qwen3.5_4B-MoQ-layers_20-23-IQ2_S.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ2_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ2_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ3_S/Qwen3.5_4B-MoQ-layers_20-23-IQ3_S.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ3_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ3_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ4_NL/Qwen3.5_4B-MoQ-layers_20-23-IQ4_NL.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-IQ4_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ4_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-Q2_K/Qwen3.5_4B-MoQ-layers_20-23-Q2_K.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-Q3_K/Qwen3.5_4B-MoQ-layers_20-23-Q3_K.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-Q4_K/Qwen3.5_4B-MoQ-layers_20-23-Q4_K.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-Q5_K/Qwen3.5_4B-MoQ-layers_20-23-Q5_K.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-Q6_K/Qwen3.5_4B-MoQ-layers_20-23-Q6_K.gguf"], ["w-ahmad/test3", "MoQ-layers_20-23-Q8_0/Qwen3.5_4B-MoQ-layers_20-23-Q8_0.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ1_M/Qwen3.5_4B-MoQ-layers_24-27-IQ1_M.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ1_S/Qwen3.5_4B-MoQ-layers_24-27-IQ1_S.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ2_S/Qwen3.5_4B-MoQ-layers_24-27-IQ2_S.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ2_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ2_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ3_S/Qwen3.5_4B-MoQ-layers_24-27-IQ3_S.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ3_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ3_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ4_NL/Qwen3.5_4B-MoQ-layers_24-27-IQ4_NL.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-IQ4_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ4_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-Q2_K/Qwen3.5_4B-MoQ-layers_24-27-Q2_K.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-Q3_K/Qwen3.5_4B-MoQ-layers_24-27-Q3_K.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-Q4_K/Qwen3.5_4B-MoQ-layers_24-27-Q4_K.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-Q5_K/Qwen3.5_4B-MoQ-layers_24-27-Q5_K.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-Q6_K/Qwen3.5_4B-MoQ-layers_24-27-Q6_K.gguf"], ["w-ahmad/test3", "MoQ-layers_24-27-Q8_0/Qwen3.5_4B-MoQ-layers_24-27-Q8_0.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-IQ1_M/Qwen3.5_4B-MoQ-layers_28-31-IQ1_M.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-IQ1_S/Qwen3.5_4B-MoQ-layers_28-31-IQ1_S.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-IQ2_S/Qwen3.5_4B-MoQ-layers_28-31-IQ2_S.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-IQ2_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-IQ2_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-IQ3_S/Qwen3.5_4B-MoQ-layers_28-31-IQ3_S.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-IQ3_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ3_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-IQ4_NL/Qwen3.5_4B-MoQ-layers_28-31-IQ4_NL.gguf"]] [2026-06-11 13:12:58] status: NEW [2026-06-11 13:12:58] === CONFIG END === [2026-06-11 13:12:58] Eval dir : models/evaluation [2026-06-11 13:12:58] Temp dir : /kaggle/working/ [2026-06-11 13:12:58] DAT dir : /tmp/llama_dat [2026-06-11 13:12:58] Binary dir: /workspace/llama_bins/cuda-12.8 [2026-06-11 13:12:58] Binary : /workspace/llama_bins/cuda-12.8/llama-perplexity [2026-06-11 13:12:58] Target models to evaluate: 83 [2026-06-11 13:12:58] Using default test file: /tmp/wiki_test.raw [2026-06-11 13:12:58] Test files: 1 [2026-06-11 13:12:58] 📥 Downloading base model: unsloth/Qwen3.5-4B-GGUF / Qwen3.5-4B-BF16.gguf [2026-06-11 13:13:25] ✅ Base model downloaded: /kaggle/working/Qwen3.5-4B-BF16.gguf [2026-06-11 13:13:25] ============================================================ [2026-06-11 13:13:25] PHASE 1: Generating base logits for all files [2026-06-11 13:13:25] ============================================================ [2026-06-11 13:13:25] [1/1] Base model on /tmp/wiki_test.raw → /tmp/llama_dat/base_logits_0.dat [2026-06-11 13:13:25] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/Qwen3.5-4B-BF16.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:13:26] 0.00.286.022 I common_init_result: fitting params to device memory ... [2026-06-11 13:13:26] 0.00.286.031 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:13:36] 0.10.566.612 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:13:37] 0.10.617.541 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:14:31] 1.05.415.249 I [2026-06-11 13:14:31] 1.05.415.442 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:14:31] 1.05.415.578 I perplexity: saving all logits to /tmp/llama_dat/base_logits_0.dat [2026-06-11 13:14:31] 1.05.415.585 I perplexity: tokenizing the input .. [2026-06-11 13:14:32] 1.06.250.582 I perplexity: tokenization took 834.984 ms [2026-06-11 13:14:32] 1.06.251.068 I perplexity: calculating perplexity over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:14:49] 1.23.550.020 I perplexity: 17.12 seconds per pass - ETA 14.25 minutes [2026-06-11 13:16:38] [1]5.9954,[2]8.8643,[3]9.0343,[4]8.8617,[5]8.9319,[6]9.2448,[7]9.5683,[8]10.4290,[9]11.0487,[10]11.4813,[11]11.3769,[12]11.5143,[13]12.1970,[14]11.6112,[15]11.4999,[16]11.6183,[17]10.8196,[18]10.8113,[19]10.7109,[20]10.7439,[21]10.3575,[22]10.2251,[23]9.8303,[24]9.3419,[25]9.1660,[26]8.9160,[27]8.7485,[28]8.6386,[29]8.5982,[30]8.5713,[31]8.4859,[32]8.4858,[33]8.4403,[34]8.5189,[35]8.6125,[36]8.7947,[37]8.9070,[38]8.9229,[39]8.9175,[40]8.9539,[41]9.0015,[42]9.0761,[43]9.1041,[44]9.1148,[45]9.2119,[46]9.1615,[47]9.3456,[48]9.4314,[49]9.3357,[50]9.3905, [2026-06-11 13:16:39] 3.12.732.058 I Final estimate: PPL = 9.3905 +/- 0.22827 [2026-06-11 13:16:39] [2026-06-11 13:16:40] Phase 1 complete. Valid files: 1 / 1 [2026-06-11 13:16:41] 🗑️ Deleted /kaggle/working/Qwen3.5-4B-BF16.gguf to free disk space [2026-06-11 13:16:41] ============================================================ [2026-06-11 13:16:41] PHASE 2: Running KL divergence for each target model [2026-06-11 13:16:41] ============================================================ [2026-06-11 13:16:41] ============================================================ [2026-06-11 13:16:41] TARGET MODEL 1/83: w-ahmad/test3 / MoQ-layers_0-3-IQ1_M/Qwen3.5_4B-MoQ-layers_0-3-IQ1_M.gguf [2026-06-11 13:16:41] ============================================================ [2026-06-11 13:17:25] [1/1] MoQ-layers_0-3-IQ1_M/Qwen3.5_4B-MoQ-layers_0-3-IQ1_M.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:17:25] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ1_M/Qwen3.5_4B-MoQ-layers_0-3-IQ1_M.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:17:26] 0.00.292.938 I common_init_result: fitting params to device memory ... [2026-06-11 13:17:26] 0.00.292.974 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:17:36] 0.10.576.618 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:17:36] 0.10.626.449 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:17:51] 0.25.871.733 I [2026-06-11 13:17:51] 0.25.871.920 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:17:52] 0.25.963.375 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:17:54] 0.28.113.780 I kl_divergence: 2.15 seconds per pass - ETA 1.78 minutes [2026-06-11 13:17:54] [2026-06-11 13:17:54] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:17:54] 1 8.3944 ± 1.5704 0.33655 ± 0.07684 0.30746 ± 0.04605 17.205 ± 1.782 % 80.392 ± 2.491 % [2026-06-11 13:17:56] 2 11.2522 ± 1.5315 0.23875 ± 0.05297 0.33448 ± 0.02765 15.396 ± 1.178 % 80.392 ± 1.760 % [2026-06-11 13:17:58] 3 11.5893 ± 1.2585 0.24920 ± 0.05060 0.44754 ± 0.03487 17.277 ± 1.056 % 78.693 ± 1.481 % [2026-06-11 13:18:00] 4 11.3679 ± 1.0459 0.24915 ± 0.04551 0.41708 ± 0.03027 16.647 ± 0.887 % 78.333 ± 1.291 % [2026-06-11 13:18:02] 5 10.8274 ± 0.8601 0.19253 ± 0.03742 0.36952 ± 0.02459 15.536 ± 0.774 % 78.667 ± 1.148 % [2026-06-11 13:18:04] 6 11.3137 ± 0.8096 0.20202 ± 0.03219 0.34705 ± 0.02089 15.164 ± 0.707 % 78.301 ± 1.054 % [2026-06-11 13:18:06] 7 11.6973 ± 0.7731 0.20095 ± 0.02885 0.33222 ± 0.01851 14.773 ± 0.660 % 78.824 ± 0.967 % [2026-06-11 13:18:08] 8 12.6211 ± 0.7945 0.19082 ± 0.02695 0.34318 ± 0.01711 14.606 ± 0.615 % 77.794 ± 0.920 % [2026-06-11 13:18:10] 9 13.3406 ± 0.7916 0.18854 ± 0.02525 0.33709 ± 0.01569 14.529 ± 0.577 % 77.647 ± 0.870 % [2026-06-11 13:18:12] 10 13.7186 ± 0.7704 0.17806 ± 0.02352 0.33065 ± 0.01442 14.367 ± 0.548 % 77.529 ± 0.827 % [2026-06-11 13:18:14] 11 13.4473 ± 0.7141 0.16722 ± 0.02191 0.32316 ± 0.01323 14.166 ± 0.518 % 77.825 ± 0.785 % [2026-06-11 13:18:17] 12 13.6680 ± 0.6966 0.17149 ± 0.02099 0.32948 ± 0.01279 14.453 ± 0.500 % 77.353 ± 0.757 % [2026-06-11 13:18:19] 13 14.2530 ± 0.7047 0.15580 ± 0.02083 0.33856 ± 0.01215 14.309 ± 0.471 % 76.772 ± 0.734 % [2026-06-11 13:18:21] 14 13.4821 ± 0.6371 0.14985 ± 0.01965 0.33896 ± 0.01199 14.435 ± 0.449 % 76.947 ± 0.705 % [2026-06-11 13:18:23] 15 13.1171 ± 0.5971 0.13201 ± 0.01899 0.34441 ± 0.01375 14.467 ± 0.446 % 77.307 ± 0.677 % [2026-06-11 13:18:25] 16 13.2289 ± 0.5842 0.13022 ± 0.01852 0.34652 ± 0.01318 14.646 ± 0.435 % 77.132 ± 0.658 % [2026-06-11 13:18:27] 17 12.2582 ± 0.5207 0.12522 ± 0.01765 0.33700 ± 0.01254 14.532 ± 0.421 % 77.670 ± 0.633 % [2026-06-11 13:18:30] 18 12.3189 ± 0.5072 0.13090 ± 0.01732 0.33975 ± 0.01232 14.763 ± 0.416 % 77.560 ± 0.616 % [2026-06-11 13:18:32] 19 12.2824 ± 0.4943 0.13724 ± 0.01703 0.34640 ± 0.01219 15.049 ± 0.413 % 77.523 ± 0.600 % [2026-06-11 13:18:34] 20 12.1555 ± 0.4750 0.12376 ± 0.01647 0.34516 ± 0.01182 14.989 ± 0.405 % 77.647 ± 0.583 % [2026-06-11 13:18:36] 21 11.7887 ± 0.4470 0.12974 ± 0.01586 0.34146 ± 0.01133 15.036 ± 0.392 % 77.759 ± 0.568 % [2026-06-11 13:18:38] 22 11.5917 ± 0.4281 0.12574 ± 0.01534 0.33941 ± 0.01088 15.003 ± 0.378 % 77.825 ± 0.555 % [2026-06-11 13:18:41] 23 11.1510 ± 0.4002 0.12634 ± 0.01482 0.33344 ± 0.01053 15.022 ± 0.371 % 77.954 ± 0.541 % [2026-06-11 13:18:43] 24 10.6098 ± 0.3696 0.12754 ± 0.01429 0.32597 ± 0.01015 15.054 ± 0.363 % 78.382 ± 0.526 % [2026-06-11 13:18:45] 25 10.4350 ± 0.3552 0.12992 ± 0.01396 0.32551 ± 0.00983 15.193 ± 0.351 % 78.416 ± 0.515 % [2026-06-11 13:18:47] 26 10.1671 ± 0.3367 0.13156 ± 0.01361 0.32146 ± 0.00955 15.204 ± 0.344 % 78.673 ± 0.503 % [2026-06-11 13:18:50] 27 10.0060 ± 0.3237 0.13453 ± 0.01326 0.32046 ± 0.00932 15.314 ± 0.336 % 78.693 ± 0.494 % [2026-06-11 13:18:52] 28 9.9381 ± 0.3160 0.14036 ± 0.01307 0.32059 ± 0.00919 15.332 ± 0.330 % 78.838 ± 0.483 % [2026-06-11 13:18:54] 29 9.8919 ± 0.3089 0.14074 ± 0.01279 0.31875 ± 0.00896 15.296 ± 0.323 % 78.959 ± 0.474 % [2026-06-11 13:18:56] 30 9.8714 ± 0.3034 0.14177 ± 0.01259 0.31875 ± 0.00873 15.278 ± 0.317 % 79.007 ± 0.466 % [2026-06-11 13:18:58] 31 9.8008 ± 0.2961 0.14459 ± 0.01242 0.31691 ± 0.00860 15.220 ± 0.312 % 79.114 ± 0.457 % [2026-06-11 13:19:00] 32 9.8514 ± 0.2937 0.14974 ± 0.01222 0.31799 ± 0.00841 15.249 ± 0.305 % 79.020 ± 0.451 % [2026-06-11 13:19:03] 33 9.7812 ± 0.2866 0.14795 ± 0.01200 0.31850 ± 0.00823 15.251 ± 0.300 % 78.990 ± 0.444 % [2026-06-11 13:19:05] 34 9.9168 ± 0.2874 0.15243 ± 0.01198 0.32113 ± 0.00816 15.423 ± 0.299 % 79.008 ± 0.437 % [2026-06-11 13:19:07] 35 10.0069 ± 0.2854 0.15053 ± 0.01176 0.32142 ± 0.00798 15.414 ± 0.294 % 78.801 ± 0.433 % [2026-06-11 13:19:09] 36 10.2262 ± 0.2880 0.15126 ± 0.01153 0.32254 ± 0.00781 15.361 ± 0.289 % 78.584 ± 0.428 % [2026-06-11 13:19:11] 37 10.3427 ± 0.2868 0.14989 ± 0.01133 0.32119 ± 0.00767 15.339 ± 0.287 % 78.463 ± 0.423 % [2026-06-11 13:19:13] 38 10.3788 ± 0.2843 0.15158 ± 0.01121 0.32360 ± 0.00766 15.359 ± 0.284 % 78.390 ± 0.418 % [2026-06-11 13:19:15] 39 10.3821 ± 0.2809 0.15248 ± 0.01103 0.32262 ± 0.00750 15.342 ± 0.281 % 78.421 ± 0.413 % [2026-06-11 13:19:18] 40 10.4585 ± 0.2807 0.15600 ± 0.01091 0.32332 ± 0.00748 15.365 ± 0.278 % 78.324 ± 0.408 % [2026-06-11 13:19:20] 41 10.4889 ± 0.2784 0.15358 ± 0.01074 0.32231 ± 0.00734 15.322 ± 0.274 % 78.259 ± 0.403 % [2026-06-11 13:19:22] 42 10.5503 ± 0.2766 0.15116 ± 0.01056 0.32134 ± 0.00720 15.253 ± 0.270 % 78.179 ± 0.399 % [2026-06-11 13:19:24] 43 10.5682 ± 0.2744 0.14976 ± 0.01046 0.32320 ± 0.00713 15.327 ± 0.269 % 78.094 ± 0.395 % [2026-06-11 13:19:26] 44 10.5444 ± 0.2704 0.14632 ± 0.01033 0.32241 ± 0.00702 15.286 ± 0.265 % 78.048 ± 0.391 % [2026-06-11 13:19:28] 45 10.6438 ± 0.2705 0.14509 ± 0.01023 0.32230 ± 0.00690 15.228 ± 0.261 % 77.952 ± 0.387 % [2026-06-11 13:19:30] 46 10.5599 ± 0.2648 0.14264 ± 0.01008 0.32036 ± 0.00679 15.179 ± 0.258 % 78.082 ± 0.382 % [2026-06-11 13:19:32] 47 10.7226 ± 0.2666 0.13802 ± 0.00999 0.32346 ± 0.00679 15.147 ± 0.255 % 77.889 ± 0.379 % [2026-06-11 13:19:35] 48 10.7914 ± 0.2655 0.13540 ± 0.00987 0.32223 ± 0.00668 15.149 ± 0.253 % 77.982 ± 0.375 % [2026-06-11 13:19:37] 49 10.6876 ± 0.2595 0.13593 ± 0.00975 0.32195 ± 0.00670 15.224 ± 0.251 % 78.063 ± 0.370 % [2026-06-11 13:19:39] 50 10.7388 ± 0.2582 0.13483 ± 0.00960 0.31992 ± 0.00659 15.169 ± 0.248 % 78.110 ± 0.366 % [2026-06-11 13:19:39] [2026-06-11 13:19:39] ====== Perplexity statistics ====== [2026-06-11 13:19:39] Mean PPL(Q) : 10.738817 ± 0.258225 [2026-06-11 13:19:39] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:19:39] Cor(ln(PPL(Q)), ln(PPL(base))): 92.11% [2026-06-11 13:19:39] Mean ln(PPL(Q)/PPL(base)) : 0.134829 ± 0.009602 [2026-06-11 13:19:39] Mean PPL(Q)/PPL(base) : 1.144341 ± 0.010987 [2026-06-11 13:19:39] Mean PPL(Q)-PPL(base) : 1.354540 ± 0.101049 [2026-06-11 13:19:39] [2026-06-11 13:19:39] ====== KL divergence statistics ====== [2026-06-11 13:19:39] Mean KLD: 0.319921 ± 0.006589 [2026-06-11 13:19:39] Maximum KLD: 20.989275 [2026-06-11 13:19:39] 99.9% KLD: 9.596039 [2026-06-11 13:19:39] 99.0% KLD: 3.199120 [2026-06-11 13:19:39] 95.0% KLD: 1.105109 [2026-06-11 13:19:39] 90.0% KLD: 0.661423 [2026-06-11 13:19:39] Median KLD: 0.141580 [2026-06-11 13:19:39] 10.0% KLD: 0.014470 [2026-06-11 13:19:39] 5.0% KLD: 0.006310 [2026-06-11 13:19:39] 1.0% KLD: 0.001601 [2026-06-11 13:19:39] 0.1% KLD: 0.000312 [2026-06-11 13:19:39] Minimum KLD: 0.000184 [2026-06-11 13:19:39] [2026-06-11 13:19:39] ====== Token probability statistics ====== [2026-06-11 13:19:39] Mean Δp: -4.147 ± 0.129 % [2026-06-11 13:19:39] Maximum Δp: 99.968% [2026-06-11 13:19:39] 99.9% Δp: 74.349% [2026-06-11 13:19:39] 99.0% Δp: 28.420% [2026-06-11 13:19:39] 95.0% Δp: 10.451% [2026-06-11 13:19:39] 90.0% Δp: 5.314% [2026-06-11 13:19:39] 75.0% Δp: 0.516% [2026-06-11 13:19:39] Median Δp: -0.605% [2026-06-11 13:19:39] 25.0% Δp: -6.372% [2026-06-11 13:19:39] 10.0% Δp: -18.105% [2026-06-11 13:19:39] 5.0% Δp: -29.551% [2026-06-11 13:19:39] 1.0% Δp: -63.775% [2026-06-11 13:19:39] 0.1% Δp: -94.410% [2026-06-11 13:19:39] Minimum Δp: -99.632% [2026-06-11 13:19:39] RMS Δp : 15.169 ± 0.248 % [2026-06-11 13:19:39] Same top p: 78.110 ± 0.366 % [2026-06-11 13:19:39] [2026-06-11 13:19:39] ✅ Finished target model 1: 1 files evaluated [2026-06-11 13:19:41] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ1_M/Qwen3.5_4B-MoQ-layers_0-3-IQ1_M.gguf to free disk space [2026-06-11 13:19:41] ============================================================ [2026-06-11 13:19:41] TARGET MODEL 2/83: w-ahmad/test3 / MoQ-layers_0-3-IQ1_S/Qwen3.5_4B-MoQ-layers_0-3-IQ1_S.gguf [2026-06-11 13:19:41] ============================================================ [2026-06-11 13:20:07] [1/1] MoQ-layers_0-3-IQ1_S/Qwen3.5_4B-MoQ-layers_0-3-IQ1_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:20:08] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ1_S/Qwen3.5_4B-MoQ-layers_0-3-IQ1_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:20:09] 0.00.270.171 I common_init_result: fitting params to device memory ... [2026-06-11 13:20:09] 0.00.270.207 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:20:19] 0.10.265.520 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:20:19] 0.10.316.394 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:20:19] 0.10.863.698 I [2026-06-11 13:20:19] 0.10.863.880 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:20:19] 0.10.961.589 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:20:38] 0.29.497.191 I kl_divergence: 18.54 seconds per pass - ETA 15.43 minutes [2026-06-11 13:20:38] [2026-06-11 13:20:38] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:20:39] 1 9.3183 ± 1.8123 0.44098 ± 0.09969 0.49776 ± 0.06450 23.264 ± 2.079 % 77.255 ± 2.630 % [2026-06-11 13:20:41] 2 12.3341 ± 1.7306 0.33056 ± 0.06502 0.49150 ± 0.03699 20.434 ± 1.409 % 78.235 ± 1.829 % [2026-06-11 13:20:43] 3 12.9772 ± 1.4432 0.36230 ± 0.05753 0.58244 ± 0.03864 21.401 ± 1.175 % 75.556 ± 1.555 % [2026-06-11 13:20:45] 4 12.5956 ± 1.1823 0.35171 ± 0.05081 0.54196 ± 0.03332 20.274 ± 0.994 % 75.490 ± 1.347 % [2026-06-11 13:20:47] 5 12.0644 ± 0.9786 0.30071 ± 0.04178 0.48389 ± 0.02716 19.031 ± 0.871 % 75.686 ± 1.202 % [2026-06-11 13:20:49] 6 12.6385 ± 0.9247 0.31275 ± 0.03604 0.46064 ± 0.02298 18.431 ± 0.774 % 74.771 ± 1.111 % [2026-06-11 13:20:51] 7 13.0815 ± 0.8820 0.31279 ± 0.03208 0.44762 ± 0.02037 17.927 ± 0.706 % 74.790 ± 1.028 % [2026-06-11 13:20:53] 8 14.1047 ± 0.9029 0.30195 ± 0.03004 0.45556 ± 0.01857 17.535 ± 0.651 % 73.627 ± 0.976 % [2026-06-11 13:20:56] 9 14.9487 ± 0.9033 0.30235 ± 0.02810 0.45190 ± 0.01742 17.304 ± 0.611 % 73.028 ± 0.927 % [2026-06-11 13:20:58] 10 15.3473 ± 0.8777 0.29025 ± 0.02634 0.44557 ± 0.01595 16.995 ± 0.572 % 72.863 ± 0.881 % [2026-06-11 13:21:00] 11 14.9832 ± 0.8106 0.27537 ± 0.02476 0.43569 ± 0.01474 16.739 ± 0.538 % 73.333 ± 0.835 % [2026-06-11 13:21:02] 12 15.2388 ± 0.7902 0.28028 ± 0.02376 0.44360 ± 0.01433 16.957 ± 0.522 % 72.974 ± 0.803 % [2026-06-11 13:21:04] 13 15.8923 ± 0.7983 0.26466 ± 0.02343 0.45345 ± 0.01365 16.987 ± 0.501 % 72.519 ± 0.775 % [2026-06-11 13:21:06] 14 15.1152 ± 0.7266 0.26419 ± 0.02242 0.45742 ± 0.01359 17.385 ± 0.493 % 72.801 ± 0.745 % [2026-06-11 13:21:09] 15 14.6842 ± 0.6788 0.24487 ± 0.02166 0.46431 ± 0.01528 17.473 ± 0.484 % 73.176 ± 0.716 % [2026-06-11 13:21:11] 16 14.7245 ± 0.6593 0.23733 ± 0.02107 0.46676 ± 0.01473 17.643 ± 0.474 % 72.966 ± 0.695 % [2026-06-11 13:21:13] 17 13.5716 ± 0.5850 0.22700 ± 0.02001 0.45198 ± 0.01400 17.428 ± 0.456 % 73.541 ± 0.670 % [2026-06-11 13:21:15] 18 13.5853 ± 0.5675 0.22875 ± 0.01956 0.45160 ± 0.01374 17.534 ± 0.446 % 73.704 ± 0.650 % [2026-06-11 13:21:17] 19 13.5728 ± 0.5549 0.23714 ± 0.01937 0.46099 ± 0.01368 17.756 ± 0.441 % 73.602 ± 0.633 % [2026-06-11 13:21:20] 20 13.3975 ± 0.5320 0.22105 ± 0.01876 0.46001 ± 0.01324 17.682 ± 0.430 % 73.667 ± 0.617 % [2026-06-11 13:21:22] 21 12.9685 ± 0.4997 0.22512 ± 0.01810 0.45453 ± 0.01271 17.690 ± 0.416 % 74.043 ± 0.599 % [2026-06-11 13:21:24] 22 12.7130 ± 0.4769 0.21807 ± 0.01745 0.44940 ± 0.01219 17.565 ± 0.403 % 74.242 ± 0.584 % [2026-06-11 13:21:26] 23 12.1687 ± 0.4436 0.21368 ± 0.01676 0.43803 ± 0.01172 17.402 ± 0.392 % 74.714 ± 0.568 % [2026-06-11 13:21:28] 24 11.5176 ± 0.4073 0.20964 ± 0.01612 0.42586 ± 0.01129 17.323 ± 0.383 % 75.278 ± 0.551 % [2026-06-11 13:21:31] 25 11.2814 ± 0.3900 0.20791 ± 0.01573 0.42086 ± 0.01091 17.302 ± 0.372 % 75.498 ± 0.539 % [2026-06-11 13:21:33] 26 10.9368 ± 0.3678 0.20453 ± 0.01524 0.41308 ± 0.01055 17.209 ± 0.365 % 75.732 ± 0.527 % [2026-06-11 13:21:35] 27 10.6887 ± 0.3509 0.20054 ± 0.01476 0.40527 ± 0.01020 17.136 ± 0.356 % 75.919 ± 0.515 % [2026-06-11 13:21:37] 28 10.5801 ± 0.3413 0.20297 ± 0.01448 0.40089 ± 0.00997 17.065 ± 0.349 % 76.176 ± 0.504 % [2026-06-11 13:21:39] 29 10.5665 ± 0.3349 0.20671 ± 0.01425 0.40012 ± 0.00980 17.052 ± 0.343 % 76.281 ± 0.495 % [2026-06-11 13:21:41] 30 10.5660 ± 0.3297 0.20977 ± 0.01403 0.39983 ± 0.00953 17.048 ± 0.337 % 76.314 ± 0.486 % [2026-06-11 13:21:44] 31 10.4604 ± 0.3208 0.20972 ± 0.01377 0.39594 ± 0.00933 16.920 ± 0.331 % 76.509 ± 0.477 % [2026-06-11 13:21:46] 32 10.4959 ± 0.3171 0.21311 ± 0.01352 0.39638 ± 0.00913 16.938 ± 0.325 % 76.422 ± 0.470 % [2026-06-11 13:21:48] 33 10.4018 ± 0.3086 0.20946 ± 0.01326 0.39550 ± 0.00891 16.927 ± 0.319 % 76.435 ± 0.463 % [2026-06-11 13:21:50] 34 10.5608 ± 0.3100 0.21535 ± 0.01318 0.39890 ± 0.00881 17.102 ± 0.317 % 76.344 ± 0.456 % [2026-06-11 13:21:52] 35 10.6850 ± 0.3089 0.21609 ± 0.01297 0.40048 ± 0.00864 17.081 ± 0.311 % 76.112 ± 0.451 % [2026-06-11 13:21:54] 36 10.9522 ± 0.3127 0.21985 ± 0.01276 0.40532 ± 0.00850 17.082 ± 0.308 % 75.828 ± 0.447 % [2026-06-11 13:21:56] 37 11.0873 ± 0.3116 0.21940 ± 0.01256 0.40426 ± 0.00837 17.069 ± 0.304 % 75.697 ± 0.442 % [2026-06-11 13:21:58] 38 11.0935 ± 0.3075 0.21817 ± 0.01242 0.40617 ± 0.00831 17.070 ± 0.300 % 75.614 ± 0.436 % [2026-06-11 13:22:01] 39 11.0795 ± 0.3033 0.21750 ± 0.01220 0.40472 ± 0.00814 17.033 ± 0.296 % 75.716 ± 0.430 % [2026-06-11 13:22:03] 40 11.1735 ± 0.3036 0.22213 ± 0.01210 0.40726 ± 0.00815 17.071 ± 0.292 % 75.588 ± 0.425 % [2026-06-11 13:22:05] 41 11.2194 ± 0.3013 0.22091 ± 0.01198 0.40892 ± 0.00802 17.103 ± 0.287 % 75.505 ± 0.421 % [2026-06-11 13:22:07] 42 11.2920 ± 0.2995 0.21910 ± 0.01179 0.40857 ± 0.00789 17.054 ± 0.283 % 75.434 ± 0.416 % [2026-06-11 13:22:09] 43 11.2837 ± 0.2960 0.21527 ± 0.01161 0.40961 ± 0.00775 17.097 ± 0.279 % 75.312 ± 0.412 % [2026-06-11 13:22:11] 44 11.2744 ± 0.2921 0.21325 ± 0.01148 0.41039 ± 0.00766 17.131 ± 0.276 % 75.276 ± 0.407 % [2026-06-11 13:22:13] 45 11.3795 ± 0.2920 0.21193 ± 0.01135 0.40952 ± 0.00752 17.056 ± 0.272 % 75.181 ± 0.403 % [2026-06-11 13:22:15] 46 11.3080 ± 0.2864 0.21109 ± 0.01118 0.40700 ± 0.00741 17.039 ± 0.268 % 75.337 ± 0.398 % [2026-06-11 13:22:18] 47 11.4910 ± 0.2887 0.20723 ± 0.01109 0.41046 ± 0.00739 17.023 ± 0.265 % 75.144 ± 0.395 % [2026-06-11 13:22:20] 48 11.5871 ± 0.2883 0.20654 ± 0.01096 0.40966 ± 0.00728 17.033 ± 0.263 % 75.221 ± 0.390 % [2026-06-11 13:22:22] 49 11.4622 ± 0.2813 0.20590 ± 0.01084 0.41055 ± 0.00728 17.140 ± 0.261 % 75.190 ± 0.386 % [2026-06-11 13:22:24] 50 11.5078 ± 0.2795 0.20399 ± 0.01068 0.40891 ± 0.00716 17.089 ± 0.258 % 75.208 ± 0.382 % [2026-06-11 13:22:24] [2026-06-11 13:22:24] ====== Perplexity statistics ====== [2026-06-11 13:22:24] Mean PPL(Q) : 11.507811 ± 0.279537 [2026-06-11 13:22:24] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:22:24] Cor(ln(PPL(Q)), ln(PPL(base))): 90.33% [2026-06-11 13:22:24] Mean ln(PPL(Q)/PPL(base)) : 0.203990 ± 0.010678 [2026-06-11 13:22:24] Mean PPL(Q)/PPL(base) : 1.226286 ± 0.013095 [2026-06-11 13:22:24] Mean PPL(Q)-PPL(base) : 2.123534 ± 0.122436 [2026-06-11 13:22:24] [2026-06-11 13:22:24] ====== KL divergence statistics ====== [2026-06-11 13:22:24] Mean KLD: 0.408912 ± 0.007160 [2026-06-11 13:22:24] Maximum KLD: 23.361883 [2026-06-11 13:22:24] 99.9% KLD: 9.692178 [2026-06-11 13:22:24] 99.0% KLD: 3.736745 [2026-06-11 13:22:24] 95.0% KLD: 1.447170 [2026-06-11 13:22:24] 90.0% KLD: 0.880445 [2026-06-11 13:22:24] Median KLD: 0.196159 [2026-06-11 13:22:24] 10.0% KLD: 0.019439 [2026-06-11 13:22:24] 5.0% KLD: 0.007949 [2026-06-11 13:22:24] 1.0% KLD: 0.002044 [2026-06-11 13:22:24] 0.1% KLD: 0.000376 [2026-06-11 13:22:24] Minimum KLD: 0.000117 [2026-06-11 13:22:24] [2026-06-11 13:22:24] ====== Token probability statistics ====== [2026-06-11 13:22:24] Mean Δp: -5.225 ± 0.144 % [2026-06-11 13:22:24] Maximum Δp: 99.904% [2026-06-11 13:22:24] 99.9% Δp: 77.472% [2026-06-11 13:22:24] 99.0% Δp: 29.145% [2026-06-11 13:22:24] 95.0% Δp: 10.820% [2026-06-11 13:22:24] 90.0% Δp: 5.643% [2026-06-11 13:22:24] 75.0% Δp: 0.518% [2026-06-11 13:22:24] Median Δp: -0.733% [2026-06-11 13:22:24] 25.0% Δp: -7.876% [2026-06-11 13:22:24] 10.0% Δp: -21.731% [2026-06-11 13:22:24] 5.0% Δp: -34.581% [2026-06-11 13:22:24] 1.0% Δp: -75.301% [2026-06-11 13:22:24] 0.1% Δp: -96.345% [2026-06-11 13:22:24] Minimum Δp: -99.449% [2026-06-11 13:22:24] RMS Δp : 17.089 ± 0.258 % [2026-06-11 13:22:24] Same top p: 75.208 ± 0.382 % [2026-06-11 13:22:24] [2026-06-11 13:22:25] ✅ Finished target model 2: 1 files evaluated [2026-06-11 13:22:26] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ1_S/Qwen3.5_4B-MoQ-layers_0-3-IQ1_S.gguf to free disk space [2026-06-11 13:22:26] ============================================================ [2026-06-11 13:22:26] TARGET MODEL 3/83: w-ahmad/test3 / MoQ-layers_0-3-IQ2_S/Qwen3.5_4B-MoQ-layers_0-3-IQ2_S.gguf [2026-06-11 13:22:26] ============================================================ [2026-06-11 13:23:07] [1/1] MoQ-layers_0-3-IQ2_S/Qwen3.5_4B-MoQ-layers_0-3-IQ2_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:23:08] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ2_S/Qwen3.5_4B-MoQ-layers_0-3-IQ2_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:23:09] 0.00.266.103 I common_init_result: fitting params to device memory ... [2026-06-11 13:23:09] 0.00.266.113 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:23:19] 0.10.260.042 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:23:19] 0.10.310.714 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:23:19] 0.10.597.502 I [2026-06-11 13:23:19] 0.10.597.687 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:23:19] 0.10.692.189 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:23:42] 0.33.530.652 I kl_divergence: 22.84 seconds per pass - ETA 19.02 minutes [2026-06-11 13:25:42] [2026-06-11 13:25:42] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:25:42] 1 6.6848 ± 1.1821 0.10883 ± 0.04281 0.08232 ± 0.01810 6.758 ± 0.782 % 90.588 ± 1.832 % [2026-06-11 13:25:42] 2 9.4948 ± 1.2738 0.06893 ± 0.03337 0.11428 ± 0.01478 7.835 ± 0.746 % 89.020 ± 1.386 % [2026-06-11 13:25:42] 3 9.6261 ± 1.0200 0.06358 ± 0.03450 0.17215 ± 0.01989 9.918 ± 0.897 % 86.667 ± 1.230 % [2026-06-11 13:25:42] 4 9.3744 ± 0.8270 0.05634 ± 0.02731 0.15422 ± 0.01567 9.743 ± 0.808 % 86.765 ± 1.062 % [2026-06-11 13:25:42] 5 9.2986 ± 0.7164 0.04032 ± 0.02208 0.12972 ± 0.01262 8.918 ± 0.709 % 86.745 ± 0.950 % [2026-06-11 13:25:42] 6 9.5954 ± 0.6672 0.03728 ± 0.01867 0.11780 ± 0.01057 8.420 ± 0.628 % 86.993 ± 0.860 % [2026-06-11 13:25:42] 7 9.8823 ± 0.6353 0.03234 ± 0.01635 0.10812 ± 0.00911 8.021 ± 0.568 % 87.227 ± 0.790 % [2026-06-11 13:25:42] 8 10.5842 ± 0.6483 0.01481 ± 0.01511 0.10834 ± 0.00859 7.761 ± 0.516 % 86.912 ± 0.747 % [2026-06-11 13:25:42] 9 11.1684 ± 0.6470 0.01081 ± 0.01383 0.10486 ± 0.00771 7.670 ± 0.482 % 86.841 ± 0.706 % [2026-06-11 13:25:42] 10 11.5861 ± 0.6371 0.00912 ± 0.01302 0.10484 ± 0.00717 7.429 ± 0.449 % 86.431 ± 0.678 % [2026-06-11 13:25:42] 11 11.3969 ± 0.5942 0.00178 ± 0.01211 0.10080 ± 0.00654 7.246 ± 0.420 % 86.560 ± 0.644 % [2026-06-11 13:25:42] 12 11.5209 ± 0.5759 0.00060 ± 0.01138 0.09965 ± 0.00618 7.482 ± 0.437 % 86.895 ± 0.610 % [2026-06-11 13:25:42] 13 11.9975 ± 0.5822 -0.01648 ± 0.01179 0.10908 ± 0.00615 7.768 ± 0.419 % 86.425 ± 0.595 % [2026-06-11 13:25:42] 14 11.4086 ± 0.5305 -0.01714 ± 0.01108 0.11134 ± 0.00674 7.851 ± 0.403 % 86.751 ± 0.567 % [2026-06-11 13:25:42] 15 11.2151 ± 0.5026 -0.02465 ± 0.01121 0.12361 ± 0.01034 8.286 ± 0.445 % 86.850 ± 0.547 % [2026-06-11 13:25:42] 16 11.2736 ± 0.4911 -0.02972 ± 0.01106 0.12344 ± 0.00982 8.331 ± 0.431 % 86.765 ± 0.531 % [2026-06-11 13:25:42] 17 10.5333 ± 0.4413 -0.02644 ± 0.01054 0.11948 ± 0.00934 8.287 ± 0.431 % 86.967 ± 0.511 % [2026-06-11 13:25:42] 18 10.5152 ± 0.4266 -0.02741 ± 0.01011 0.11652 ± 0.00883 8.155 ± 0.414 % 87.211 ± 0.493 % [2026-06-11 13:25:42] 19 10.4340 ± 0.4130 -0.02586 ± 0.00980 0.12052 ± 0.00890 8.540 ± 0.420 % 87.079 ± 0.482 % [2026-06-11 13:25:42] 20 10.4663 ± 0.4039 -0.02586 ± 0.00951 0.11961 ± 0.00856 8.463 ± 0.405 % 87.216 ± 0.468 % [2026-06-11 13:25:42] 21 10.1099 ± 0.3786 -0.02389 ± 0.00918 0.11752 ± 0.00816 8.419 ± 0.389 % 87.358 ± 0.454 % [2026-06-11 13:25:42] 22 9.9921 ± 0.3649 -0.02276 ± 0.00889 0.11749 ± 0.00783 8.419 ± 0.374 % 87.184 ± 0.446 % [2026-06-11 13:25:42] 23 9.6312 ± 0.3419 -0.02018 ± 0.00855 0.11470 ± 0.00750 8.372 ± 0.361 % 87.366 ± 0.434 % [2026-06-11 13:25:42] 24 9.1658 ± 0.3157 -0.01876 ± 0.00823 0.11183 ± 0.00720 8.300 ± 0.350 % 87.647 ± 0.421 % [2026-06-11 13:25:42] 25 9.0256 ± 0.3037 -0.01518 ± 0.00808 0.11191 ± 0.00694 8.463 ± 0.335 % 87.749 ± 0.411 % [2026-06-11 13:25:42] 26 8.7890 ± 0.2877 -0.01410 ± 0.00782 0.10936 ± 0.00668 8.371 ± 0.326 % 87.934 ± 0.400 % [2026-06-11 13:25:42] 27 8.6204 ± 0.2756 -0.01452 ± 0.00758 0.10727 ± 0.00644 8.351 ± 0.318 % 88.061 ± 0.391 % [2026-06-11 13:25:42] 28 8.5384 ± 0.2680 -0.01143 ± 0.00755 0.10765 ± 0.00633 8.335 ± 0.312 % 88.235 ± 0.381 % [2026-06-11 13:25:42] 29 8.5164 ± 0.2625 -0.00899 ± 0.00740 0.10712 ± 0.00613 8.353 ± 0.304 % 88.276 ± 0.374 % [2026-06-11 13:25:42] 30 8.4942 ± 0.2573 -0.00849 ± 0.00724 0.10688 ± 0.00594 8.341 ± 0.296 % 88.248 ± 0.368 % [2026-06-11 13:25:42] 31 8.4169 ± 0.2500 -0.00763 ± 0.00704 0.10533 ± 0.00576 8.337 ± 0.291 % 88.349 ± 0.361 % [2026-06-11 13:25:42] 32 8.4518 ± 0.2475 -0.00350 ± 0.00698 0.10580 ± 0.00566 8.369 ± 0.283 % 88.260 ± 0.356 % [2026-06-11 13:25:42] 33 8.4013 ± 0.2418 -0.00413 ± 0.00688 0.10579 ± 0.00551 8.323 ± 0.277 % 88.223 ± 0.351 % [2026-06-11 13:25:42] 34 8.4818 ± 0.2414 -0.00388 ± 0.00693 0.10637 ± 0.00541 8.338 ± 0.271 % 88.189 ± 0.347 % [2026-06-11 13:25:42] 35 8.5770 ± 0.2405 -0.00367 ± 0.00683 0.10629 ± 0.00528 8.315 ± 0.266 % 88.011 ± 0.344 % [2026-06-11 13:25:42] 36 8.7536 ± 0.2424 -0.00422 ± 0.00667 0.10531 ± 0.00515 8.258 ± 0.262 % 88.039 ± 0.339 % [2026-06-11 13:25:42] 37 8.8621 ± 0.2420 -0.00462 ± 0.00654 0.10419 ± 0.00501 8.183 ± 0.257 % 88.045 ± 0.334 % [2026-06-11 13:25:42] 38 8.8783 ± 0.2393 -0.00458 ± 0.00649 0.10587 ± 0.00514 8.212 ± 0.258 % 88.019 ± 0.330 % [2026-06-11 13:25:42] 39 8.8784 ± 0.2363 -0.00398 ± 0.00637 0.10503 ± 0.00502 8.165 ± 0.253 % 88.145 ± 0.324 % [2026-06-11 13:25:42] 40 8.9100 ± 0.2350 -0.00423 ± 0.00630 0.10617 ± 0.00521 8.181 ± 0.255 % 88.196 ± 0.319 % [2026-06-11 13:25:42] 41 8.9578 ± 0.2339 -0.00420 ± 0.00626 0.10661 ± 0.00513 8.223 ± 0.255 % 88.149 ± 0.316 % [2026-06-11 13:25:42] 42 9.0195 ± 0.2327 -0.00561 ± 0.00614 0.10541 ± 0.00502 8.169 ± 0.251 % 88.123 ± 0.313 % [2026-06-11 13:25:42] 43 9.0265 ± 0.2307 -0.00793 ± 0.00605 0.10504 ± 0.00491 8.174 ± 0.248 % 88.153 ± 0.309 % [2026-06-11 13:25:42] 44 9.0298 ± 0.2281 -0.00875 ± 0.00599 0.10504 ± 0.00481 8.157 ± 0.243 % 88.146 ± 0.305 % [2026-06-11 13:25:42] 45 9.1232 ± 0.2284 -0.00907 ± 0.00595 0.10478 ± 0.00471 8.129 ± 0.239 % 88.113 ± 0.302 % [2026-06-11 13:25:42] 46 9.0625 ± 0.2239 -0.01028 ± 0.00586 0.10433 ± 0.00463 8.125 ± 0.236 % 88.159 ± 0.298 % [2026-06-11 13:25:42] 47 9.2210 ± 0.2262 -0.01285 ± 0.00582 0.10520 ± 0.00460 8.135 ± 0.234 % 88.043 ± 0.296 % [2026-06-11 13:25:42] 48 9.2993 ± 0.2260 -0.01341 ± 0.00573 0.10414 ± 0.00451 8.086 ± 0.231 % 88.121 ± 0.292 % [2026-06-11 13:25:42] 49 9.2060 ± 0.2208 -0.01330 ± 0.00565 0.10509 ± 0.00460 8.167 ± 0.232 % 88.099 ± 0.290 % [2026-06-11 13:25:42] 50 9.2568 ± 0.2199 -0.01367 ± 0.00556 0.10414 ± 0.00451 8.131 ± 0.228 % 88.125 ± 0.286 % [2026-06-11 13:25:42] [2026-06-11 13:25:42] ====== Perplexity statistics ====== [2026-06-11 13:25:42] Mean PPL(Q) : 9.256832 ± 0.219950 [2026-06-11 13:25:42] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:25:42] Cor(ln(PPL(Q)), ln(PPL(base))): 97.34% [2026-06-11 13:25:42] Mean ln(PPL(Q)/PPL(base)) : -0.013674 ± 0.005559 [2026-06-11 13:25:42] Mean PPL(Q)/PPL(base) : 0.986419 ± 0.005483 [2026-06-11 13:25:42] Mean PPL(Q)-PPL(base) : -0.127444 ± 0.052183 [2026-06-11 13:25:42] [2026-06-11 13:25:42] ====== KL divergence statistics ====== [2026-06-11 13:25:42] Mean KLD: 0.104141 ± 0.004511 [2026-06-11 13:25:42] Maximum KLD: 23.678738 [2026-06-11 13:25:42] 99.9% KLD: 6.723845 [2026-06-11 13:25:42] 99.0% KLD: 1.300330 [2026-06-11 13:25:42] 95.0% KLD: 0.316342 [2026-06-11 13:25:42] 90.0% KLD: 0.168913 [2026-06-11 13:25:42] Median KLD: 0.030569 [2026-06-11 13:25:42] 10.0% KLD: 0.002308 [2026-06-11 13:25:42] 5.0% KLD: 0.000888 [2026-06-11 13:25:42] 1.0% KLD: 0.000176 [2026-06-11 13:25:42] 0.1% KLD: 0.000032 [2026-06-11 13:25:42] Minimum KLD: 0.000004 [2026-06-11 13:25:42] [2026-06-11 13:25:42] ====== Token probability statistics ====== [2026-06-11 13:25:42] Mean Δp: -0.627 ± 0.072 % [2026-06-11 13:25:42] Maximum Δp: 99.586% [2026-06-11 13:25:42] 99.9% Δp: 62.058% [2026-06-11 13:25:42] 99.0% Δp: 20.645% [2026-06-11 13:25:42] 95.0% Δp: 7.837% [2026-06-11 13:25:42] 90.0% Δp: 4.217% [2026-06-11 13:25:42] 75.0% Δp: 0.859% [2026-06-11 13:25:42] Median Δp: -0.008% [2026-06-11 13:25:42] 25.0% Δp: -1.677% [2026-06-11 13:25:42] 10.0% Δp: -6.314% [2026-06-11 13:25:42] 5.0% Δp: -10.511% [2026-06-11 13:25:42] 1.0% Δp: -27.982% [2026-06-11 13:25:42] 0.1% Δp: -66.818% [2026-06-11 13:25:42] Minimum Δp: -99.168% [2026-06-11 13:25:42] RMS Δp : 8.131 ± 0.228 % [2026-06-11 13:25:42] Same top p: 88.125 ± 0.286 % [2026-06-11 13:25:42] [2026-06-11 13:25:42] ✅ Finished target model 3: 1 files evaluated [2026-06-11 13:25:43] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ2_S/Qwen3.5_4B-MoQ-layers_0-3-IQ2_S.gguf to free disk space [2026-06-11 13:25:43] ============================================================ [2026-06-11 13:25:43] TARGET MODEL 4/83: w-ahmad/test3 / MoQ-layers_0-3-IQ2_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XS.gguf [2026-06-11 13:25:43] ============================================================ [2026-06-11 13:26:11] [1/1] MoQ-layers_0-3-IQ2_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:26:11] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ2_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:26:11] 0.00.280.459 I common_init_result: fitting params to device memory ... [2026-06-11 13:26:11] 0.00.280.471 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:26:22] 0.10.721.917 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:26:23] 0.10.778.682 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:26:23] 0.11.141.315 I [2026-06-11 13:26:23] 0.11.141.486 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:26:23] 0.11.239.063 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:26:45] 0.34.249.399 I kl_divergence: 23.01 seconds per pass - ETA 19.17 minutes [2026-06-11 13:26:45] [2026-06-11 13:26:45] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:26:45] 1 6.5734 ± 1.1501 0.09202 ± 0.04399 0.10206 ± 0.01854 7.674 ± 0.874 % 88.627 ± 1.992 % [2026-06-11 13:26:48] 2 9.4497 ± 1.2515 0.06417 ± 0.03359 0.12893 ± 0.01476 7.892 ± 0.673 % 88.824 ± 1.397 % [2026-06-11 13:26:50] 3 9.4994 ± 1.0034 0.05034 ± 0.03216 0.17981 ± 0.01896 9.579 ± 0.786 % 87.451 ± 1.199 % [2026-06-11 13:26:52] 4 9.3210 ± 0.8212 0.05063 ± 0.02665 0.16381 ± 0.01529 9.538 ± 0.733 % 86.863 ± 1.058 % [2026-06-11 13:26:54] 5 9.1168 ± 0.6979 0.02057 ± 0.02188 0.14344 ± 0.01233 8.931 ± 0.634 % 87.137 ± 0.938 % [2026-06-11 13:26:56] 6 9.4600 ± 0.6540 0.02307 ± 0.01850 0.13017 ± 0.01035 8.536 ± 0.561 % 86.732 ± 0.868 % [2026-06-11 13:26:58] 7 9.7828 ± 0.6273 0.02221 ± 0.01666 0.12317 ± 0.00894 8.277 ± 0.502 % 87.227 ± 0.790 % [2026-06-11 13:27:00] 8 10.5677 ± 0.6467 0.01326 ± 0.01546 0.12830 ± 0.00851 8.133 ± 0.452 % 86.471 ± 0.757 % [2026-06-11 13:27:02] 9 11.1593 ± 0.6465 0.01000 ± 0.01438 0.12439 ± 0.00767 7.957 ± 0.425 % 86.536 ± 0.713 % [2026-06-11 13:27:04] 10 11.6436 ± 0.6429 0.01407 ± 0.01349 0.12340 ± 0.00726 7.769 ± 0.397 % 86.157 ± 0.684 % [2026-06-11 13:27:06] 11 11.4216 ± 0.5963 0.00395 ± 0.01259 0.11873 ± 0.00663 7.586 ± 0.372 % 86.381 ± 0.648 % [2026-06-11 13:27:09] 12 11.6079 ± 0.5825 0.00812 ± 0.01200 0.12056 ± 0.00633 7.845 ± 0.365 % 86.111 ± 0.625 % [2026-06-11 13:27:11] 13 12.0965 ± 0.5895 -0.00826 ± 0.01251 0.13017 ± 0.00627 7.969 ± 0.349 % 85.581 ± 0.610 % [2026-06-11 13:27:13] 14 11.4770 ± 0.5353 -0.01116 ± 0.01185 0.13383 ± 0.00689 8.334 ± 0.378 % 85.938 ± 0.582 % [2026-06-11 13:27:15] 15 11.3074 ± 0.5085 -0.01645 ± 0.01192 0.14224 ± 0.00925 8.525 ± 0.406 % 85.987 ± 0.561 % [2026-06-11 13:27:17] 16 11.4413 ± 0.5010 -0.01495 ± 0.01165 0.14119 ± 0.00881 8.673 ± 0.393 % 85.784 ± 0.547 % [2026-06-11 13:27:19] 17 10.6887 ± 0.4503 -0.01179 ± 0.01107 0.13699 ± 0.00837 8.651 ± 0.393 % 86.090 ± 0.526 % [2026-06-11 13:27:22] 18 10.6889 ± 0.4361 -0.01103 ± 0.01059 0.13349 ± 0.00792 8.603 ± 0.377 % 86.362 ± 0.507 % [2026-06-11 13:27:24] 19 10.6188 ± 0.4229 -0.00831 ± 0.01039 0.13763 ± 0.00790 8.887 ± 0.386 % 86.316 ± 0.494 % [2026-06-11 13:27:26] 20 10.5810 ± 0.4099 -0.01496 ± 0.01006 0.13837 ± 0.00773 8.930 ± 0.377 % 86.216 ± 0.483 % [2026-06-11 13:27:28] 21 10.2386 ± 0.3852 -0.01124 ± 0.00977 0.13589 ± 0.00738 8.911 ± 0.362 % 86.424 ± 0.468 % [2026-06-11 13:27:31] 22 10.1232 ± 0.3713 -0.00972 ± 0.00947 0.13574 ± 0.00709 8.921 ± 0.348 % 86.292 ± 0.459 % [2026-06-11 13:27:33] 23 9.7865 ± 0.3488 -0.00418 ± 0.00915 0.13416 ± 0.00682 9.071 ± 0.339 % 86.326 ± 0.449 % [2026-06-11 13:27:35] 24 9.3203 ± 0.3221 -0.00204 ± 0.00881 0.13134 ± 0.00656 9.102 ± 0.331 % 86.601 ± 0.435 % [2026-06-11 13:27:37] 25 9.2093 ± 0.3112 0.00497 ± 0.00878 0.13354 ± 0.00647 9.422 ± 0.330 % 86.557 ± 0.427 % [2026-06-11 13:27:40] 26 8.9649 ± 0.2947 0.00572 ± 0.00851 0.13049 ± 0.00623 9.316 ± 0.321 % 86.757 ± 0.416 % [2026-06-11 13:27:42] 27 8.8249 ± 0.2838 0.00893 ± 0.00827 0.12855 ± 0.00602 9.280 ± 0.314 % 86.855 ± 0.407 % [2026-06-11 13:27:44] 28 8.7306 ± 0.2755 0.01083 ± 0.00816 0.12840 ± 0.00591 9.257 ± 0.307 % 87.003 ± 0.398 % [2026-06-11 13:27:46] 29 8.6947 ± 0.2692 0.01173 ± 0.00795 0.12776 ± 0.00573 9.216 ± 0.298 % 87.072 ± 0.390 % [2026-06-11 13:27:48] 30 8.6596 ± 0.2635 0.01080 ± 0.00780 0.12772 ± 0.00555 9.179 ± 0.291 % 87.124 ± 0.383 % [2026-06-11 13:27:50] 31 8.5893 ± 0.2563 0.01265 ± 0.00760 0.12621 ± 0.00539 9.161 ± 0.286 % 87.185 ± 0.376 % [2026-06-11 13:27:52] 32 8.6034 ± 0.2530 0.01427 ± 0.00747 0.12648 ± 0.00527 9.238 ± 0.282 % 87.096 ± 0.371 % [2026-06-11 13:27:55] 33 8.5723 ± 0.2479 0.01602 ± 0.00733 0.12670 ± 0.00514 9.265 ± 0.278 % 86.988 ± 0.367 % [2026-06-11 13:27:57] 34 8.6657 ± 0.2477 0.01757 ± 0.00736 0.12747 ± 0.00506 9.348 ± 0.275 % 86.920 ± 0.362 % [2026-06-11 13:27:59] 35 8.7554 ± 0.2465 0.01692 ± 0.00725 0.12797 ± 0.00498 9.398 ± 0.273 % 86.700 ± 0.359 % [2026-06-11 13:28:01] 36 8.9387 ± 0.2486 0.01670 ± 0.00710 0.12761 ± 0.00488 9.368 ± 0.269 % 86.645 ± 0.355 % [2026-06-11 13:28:03] 37 9.0361 ± 0.2476 0.01484 ± 0.00697 0.12658 ± 0.00476 9.300 ± 0.264 % 86.582 ± 0.351 % [2026-06-11 13:28:05] 38 9.0353 ± 0.2441 0.01296 ± 0.00693 0.12822 ± 0.00488 9.303 ± 0.264 % 86.491 ± 0.347 % [2026-06-11 13:28:07] 39 9.0385 ± 0.2412 0.01390 ± 0.00680 0.12695 ± 0.00477 9.253 ± 0.259 % 86.546 ± 0.342 % [2026-06-11 13:28:09] 40 9.0811 ± 0.2402 0.01478 ± 0.00674 0.12821 ± 0.00498 9.269 ± 0.259 % 86.549 ± 0.338 % [2026-06-11 13:28:12] 41 9.1429 ± 0.2395 0.01624 ± 0.00668 0.12895 ± 0.00493 9.269 ± 0.257 % 86.523 ± 0.334 % [2026-06-11 13:28:14] 42 9.2257 ± 0.2391 0.01700 ± 0.00656 0.12756 ± 0.00482 9.198 ± 0.253 % 86.573 ± 0.329 % [2026-06-11 13:28:16] 43 9.2256 ± 0.2367 0.01390 ± 0.00650 0.12789 ± 0.00473 9.254 ± 0.249 % 86.530 ± 0.326 % [2026-06-11 13:28:18] 44 9.2506 ± 0.2349 0.01540 ± 0.00643 0.12763 ± 0.00463 9.219 ± 0.245 % 86.497 ± 0.323 % [2026-06-11 13:28:20] 45 9.3487 ± 0.2353 0.01535 ± 0.00639 0.12746 ± 0.00454 9.198 ± 0.241 % 86.431 ± 0.320 % [2026-06-11 13:28:22] 46 9.2965 ± 0.2310 0.01522 ± 0.00630 0.12709 ± 0.00448 9.197 ± 0.238 % 86.479 ± 0.316 % [2026-06-11 13:28:24] 47 9.4662 ± 0.2338 0.01340 ± 0.00628 0.12762 ± 0.00442 9.178 ± 0.234 % 86.366 ± 0.313 % [2026-06-11 13:28:27] 48 9.5416 ± 0.2334 0.01231 ± 0.00618 0.12613 ± 0.00433 9.143 ± 0.232 % 86.544 ± 0.308 % [2026-06-11 13:28:29] 49 9.4543 ± 0.2282 0.01331 ± 0.00610 0.12692 ± 0.00445 9.239 ± 0.234 % 86.523 ± 0.306 % [2026-06-11 13:28:31] 50 9.5133 ± 0.2276 0.01366 ± 0.00599 0.12571 ± 0.00436 9.194 ± 0.231 % 86.549 ± 0.302 % [2026-06-11 13:28:32] [2026-06-11 13:28:32] ====== Perplexity statistics ====== [2026-06-11 13:28:32] Mean PPL(Q) : 9.513298 ± 0.227624 [2026-06-11 13:28:32] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:28:32] Cor(ln(PPL(Q)), ln(PPL(base))): 96.92% [2026-06-11 13:28:32] Mean ln(PPL(Q)/PPL(base)) : 0.013655 ± 0.005992 [2026-06-11 13:28:32] Mean PPL(Q)/PPL(base) : 1.013749 ± 0.006074 [2026-06-11 13:28:32] Mean PPL(Q)-PPL(base) : 0.129021 ± 0.056517 [2026-06-11 13:28:32] [2026-06-11 13:28:32] ====== KL divergence statistics ====== [2026-06-11 13:28:32] Mean KLD: 0.125707 ± 0.004359 [2026-06-11 13:28:32] Maximum KLD: 20.400635 [2026-06-11 13:28:32] 99.9% KLD: 6.786116 [2026-06-11 13:28:32] 99.0% KLD: 1.604923 [2026-06-11 13:28:32] 95.0% KLD: 0.413927 [2026-06-11 13:28:32] 90.0% KLD: 0.223322 [2026-06-11 13:28:32] Median KLD: 0.039900 [2026-06-11 13:28:32] 10.0% KLD: 0.003188 [2026-06-11 13:28:32] 5.0% KLD: 0.001186 [2026-06-11 13:28:32] 1.0% KLD: 0.000226 [2026-06-11 13:28:32] 0.1% KLD: 0.000040 [2026-06-11 13:28:32] Minimum KLD: 0.000002 [2026-06-11 13:28:32] [2026-06-11 13:28:32] ====== Token probability statistics ====== [2026-06-11 13:28:32] Mean Δp: -1.148 ± 0.081 % [2026-06-11 13:28:32] Maximum Δp: 99.575% [2026-06-11 13:28:32] 99.9% Δp: 60.442% [2026-06-11 13:28:32] 99.0% Δp: 21.823% [2026-06-11 13:28:32] 95.0% Δp: 8.012% [2026-06-11 13:28:32] 90.0% Δp: 4.442% [2026-06-11 13:28:32] 75.0% Δp: 0.768% [2026-06-11 13:28:32] Median Δp: -0.025% [2026-06-11 13:28:32] 25.0% Δp: -2.190% [2026-06-11 13:28:32] 10.0% Δp: -7.802% [2026-06-11 13:28:32] 5.0% Δp: -13.452% [2026-06-11 13:28:32] 1.0% Δp: -35.134% [2026-06-11 13:28:32] 0.1% Δp: -78.180% [2026-06-11 13:28:32] Minimum Δp: -99.240% [2026-06-11 13:28:32] RMS Δp : 9.194 ± 0.231 % [2026-06-11 13:28:32] Same top p: 86.549 ± 0.302 % [2026-06-11 13:28:32] [2026-06-11 13:28:32] ✅ Finished target model 4: 1 files evaluated [2026-06-11 13:28:33] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ2_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XS.gguf to free disk space [2026-06-11 13:28:33] ============================================================ [2026-06-11 13:28:33] TARGET MODEL 5/83: w-ahmad/test3 / MoQ-layers_0-3-IQ2_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XXS.gguf [2026-06-11 13:28:33] ============================================================ [2026-06-11 13:29:05] [1/1] MoQ-layers_0-3-IQ2_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:29:05] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ2_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:29:06] 0.00.288.551 I common_init_result: fitting params to device memory ... [2026-06-11 13:29:06] 0.00.288.581 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:29:16] 0.10.526.514 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:29:16] 0.10.582.892 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:29:16] 0.10.917.033 I [2026-06-11 13:29:16] 0.10.917.242 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:29:17] 0.11.016.612 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:29:34] 0.28.862.797 I kl_divergence: 17.85 seconds per pass - ETA 14.87 minutes [2026-06-11 13:29:34] [2026-06-11 13:29:34] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:29:35] 1 6.2741 ± 1.0694 0.04543 ± 0.04541 0.13716 ± 0.01769 10.667 ± 1.153 % 89.020 ± 1.962 % [2026-06-11 13:29:37] 2 9.0127 ± 1.1707 0.01682 ± 0.03722 0.18553 ± 0.01508 10.137 ± 0.766 % 86.275 ± 1.525 % [2026-06-11 13:29:39] 3 9.2707 ± 0.9637 0.02597 ± 0.03579 0.26165 ± 0.02671 11.341 ± 0.758 % 84.052 ± 1.325 % [2026-06-11 13:29:41] 4 9.2373 ± 0.8104 0.04161 ± 0.03182 0.24232 ± 0.02221 11.303 ± 0.714 % 83.725 ± 1.156 % [2026-06-11 13:29:43] 5 8.9702 ± 0.6797 0.00436 ± 0.02638 0.21537 ± 0.01790 10.532 ± 0.619 % 84.000 ± 1.027 % [2026-06-11 13:29:45] 6 9.3053 ± 0.6358 0.00659 ± 0.02239 0.19744 ± 0.01507 10.153 ± 0.553 % 83.987 ± 0.938 % [2026-06-11 13:29:47] 7 9.6438 ± 0.6108 0.00791 ± 0.01989 0.18749 ± 0.01304 10.076 ± 0.517 % 84.202 ± 0.864 % [2026-06-11 13:29:49] 8 10.3416 ± 0.6243 -0.00837 ± 0.01893 0.20253 ± 0.01217 10.161 ± 0.479 % 83.235 ± 0.827 % [2026-06-11 13:29:51] 9 10.8982 ± 0.6222 -0.01367 ± 0.01769 0.19834 ± 0.01095 10.040 ± 0.459 % 83.050 ± 0.783 % [2026-06-11 13:29:54] 10 11.2698 ± 0.6102 -0.01856 ± 0.01654 0.19709 ± 0.01009 9.844 ± 0.427 % 82.667 ± 0.750 % [2026-06-11 13:29:56] 11 11.0664 ± 0.5666 -0.02764 ± 0.01552 0.19381 ± 0.00926 9.727 ± 0.398 % 82.709 ± 0.714 % [2026-06-11 13:29:58] 12 11.2826 ± 0.5553 -0.02030 ± 0.01509 0.19605 ± 0.00913 10.075 ± 0.401 % 82.516 ± 0.687 % [2026-06-11 13:30:00] 13 11.7614 ± 0.5627 -0.03635 ± 0.01548 0.20756 ± 0.00879 10.153 ± 0.377 % 81.961 ± 0.668 % [2026-06-11 13:30:02] 14 11.1792 ± 0.5119 -0.03745 ± 0.01472 0.21110 ± 0.00905 10.565 ± 0.388 % 82.185 ± 0.640 % [2026-06-11 13:30:04] 15 10.9640 ± 0.4833 -0.04729 ± 0.01447 0.22266 ± 0.01188 10.861 ± 0.410 % 82.170 ± 0.619 % [2026-06-11 13:30:07] 16 11.0584 ± 0.4741 -0.04899 ± 0.01411 0.22021 ± 0.01127 10.933 ± 0.399 % 82.083 ± 0.600 % [2026-06-11 13:30:09] 17 10.3091 ± 0.4252 -0.04795 ± 0.01336 0.21327 ± 0.01068 10.801 ± 0.384 % 82.491 ± 0.577 % [2026-06-11 13:30:11] 18 10.3410 ± 0.4130 -0.04412 ± 0.01293 0.21183 ± 0.01016 10.972 ± 0.384 % 82.397 ± 0.562 % [2026-06-11 13:30:13] 19 10.3117 ± 0.4025 -0.03765 ± 0.01266 0.21661 ± 0.00999 11.243 ± 0.380 % 82.353 ± 0.548 % [2026-06-11 13:30:16] 20 10.2538 ± 0.3893 -0.04637 ± 0.01233 0.22010 ± 0.00981 11.250 ± 0.369 % 82.216 ± 0.535 % [2026-06-11 13:30:18] 21 9.9339 ± 0.3661 -0.04145 ± 0.01191 0.21757 ± 0.00939 11.272 ± 0.357 % 82.353 ± 0.521 % [2026-06-11 13:30:20] 22 9.8245 ± 0.3533 -0.03967 ± 0.01153 0.21558 ± 0.00901 11.243 ± 0.344 % 82.406 ± 0.508 % [2026-06-11 13:30:22] 23 9.5072 ± 0.3324 -0.03314 ± 0.01112 0.21178 ± 0.00866 11.307 ± 0.335 % 82.609 ± 0.495 % [2026-06-11 13:30:24] 24 9.0632 ± 0.3074 -0.03001 ± 0.01070 0.20630 ± 0.00833 11.297 ± 0.328 % 83.007 ± 0.480 % [2026-06-11 13:30:27] 25 8.9366 ± 0.2962 -0.02508 ± 0.01046 0.20557 ± 0.00804 11.499 ± 0.319 % 83.012 ± 0.470 % [2026-06-11 13:30:29] 26 8.7181 ± 0.2813 -0.02219 ± 0.01016 0.20155 ± 0.00775 11.395 ± 0.310 % 83.228 ± 0.459 % [2026-06-11 13:30:31] 27 8.5891 ± 0.2710 -0.01815 ± 0.00989 0.19879 ± 0.00754 11.406 ± 0.305 % 83.355 ± 0.449 % [2026-06-11 13:30:33] 28 8.5310 ± 0.2646 -0.01229 ± 0.00980 0.19808 ± 0.00740 11.365 ± 0.298 % 83.543 ± 0.439 % [2026-06-11 13:30:35] 29 8.5123 ± 0.2593 -0.00946 ± 0.00957 0.19675 ± 0.00718 11.349 ± 0.292 % 83.638 ± 0.430 % [2026-06-11 13:30:37] 30 8.5040 ± 0.2551 -0.00733 ± 0.00950 0.19722 ± 0.00700 11.308 ± 0.286 % 83.673 ± 0.423 % [2026-06-11 13:30:40] 31 8.4405 ± 0.2485 -0.00483 ± 0.00929 0.19493 ± 0.00682 11.257 ± 0.283 % 83.757 ± 0.415 % [2026-06-11 13:30:42] 32 8.4616 ± 0.2455 -0.00234 ± 0.00911 0.19472 ± 0.00666 11.289 ± 0.278 % 83.750 ± 0.408 % [2026-06-11 13:30:44] 33 8.4250 ± 0.2405 -0.00132 ± 0.00895 0.19567 ± 0.00652 11.341 ± 0.276 % 83.636 ± 0.403 % [2026-06-11 13:30:46] 34 8.5321 ± 0.2412 0.00204 ± 0.00902 0.19766 ± 0.00646 11.390 ± 0.273 % 83.610 ± 0.398 % [2026-06-11 13:30:48] 35 8.6305 ± 0.2404 0.00255 ± 0.00886 0.19788 ± 0.00631 11.412 ± 0.270 % 83.440 ± 0.393 % [2026-06-11 13:30:50] 36 8.8082 ± 0.2422 0.00200 ± 0.00867 0.19702 ± 0.00615 11.368 ± 0.265 % 83.431 ± 0.388 % [2026-06-11 13:30:52] 37 8.9108 ± 0.2414 0.00087 ± 0.00851 0.19541 ± 0.00600 11.310 ± 0.262 % 83.317 ± 0.384 % [2026-06-11 13:30:54] 38 8.9117 ± 0.2381 -0.00082 ± 0.00842 0.19676 ± 0.00604 11.324 ± 0.260 % 83.251 ± 0.379 % [2026-06-11 13:30:56] 39 8.8988 ± 0.2347 -0.00168 ± 0.00826 0.19497 ± 0.00589 11.261 ± 0.255 % 83.328 ± 0.374 % [2026-06-11 13:30:59] 40 8.9567 ± 0.2343 0.00099 ± 0.00818 0.19541 ± 0.00598 11.275 ± 0.254 % 83.353 ± 0.369 % [2026-06-11 13:31:01] 41 8.9972 ± 0.2327 0.00018 ± 0.00811 0.19651 ± 0.00588 11.284 ± 0.251 % 83.252 ± 0.365 % [2026-06-11 13:31:03] 42 9.0550 ± 0.2314 -0.00168 ± 0.00797 0.19514 ± 0.00575 11.243 ± 0.248 % 83.212 ± 0.361 % [2026-06-11 13:31:05] 43 9.0635 ± 0.2293 -0.00383 ± 0.00789 0.19623 ± 0.00568 11.343 ± 0.248 % 83.137 ± 0.358 % [2026-06-11 13:31:07] 44 9.0506 ± 0.2261 -0.00645 ± 0.00781 0.19608 ± 0.00558 11.300 ± 0.244 % 83.209 ± 0.353 % [2026-06-11 13:31:09] 45 9.1356 ± 0.2261 -0.00771 ± 0.00775 0.19619 ± 0.00548 11.272 ± 0.240 % 83.076 ± 0.350 % [2026-06-11 13:31:11] 46 9.0873 ± 0.2221 -0.00755 ± 0.00766 0.19586 ± 0.00540 11.269 ± 0.237 % 83.205 ± 0.345 % [2026-06-11 13:31:13] 47 9.2605 ± 0.2250 -0.00857 ± 0.00760 0.19677 ± 0.00537 11.257 ± 0.235 % 83.071 ± 0.343 % [2026-06-11 13:31:16] 48 9.3314 ± 0.2245 -0.00997 ± 0.00752 0.19647 ± 0.00528 11.232 ± 0.232 % 83.088 ± 0.339 % [2026-06-11 13:31:18] 49 9.2475 ± 0.2196 -0.00881 ± 0.00748 0.19780 ± 0.00541 11.346 ± 0.235 % 83.089 ± 0.335 % [2026-06-11 13:31:20] 50 9.3014 ± 0.2189 -0.00887 ± 0.00738 0.19716 ± 0.00531 11.313 ± 0.232 % 83.051 ± 0.332 % [2026-06-11 13:31:20] [2026-06-11 13:31:20] ====== Perplexity statistics ====== [2026-06-11 13:31:20] Mean PPL(Q) : 9.301373 ± 0.218877 [2026-06-11 13:31:20] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:31:20] Cor(ln(PPL(Q)), ln(PPL(base))): 95.29% [2026-06-11 13:31:20] Mean ln(PPL(Q)/PPL(base)) : -0.008874 ± 0.007375 [2026-06-11 13:31:20] Mean PPL(Q)/PPL(base) : 0.991166 ± 0.007310 [2026-06-11 13:31:20] Mean PPL(Q)-PPL(base) : -0.082904 ± 0.069132 [2026-06-11 13:31:20] [2026-06-11 13:31:20] ====== KL divergence statistics ====== [2026-06-11 13:31:20] Mean KLD: 0.197160 ± 0.005309 [2026-06-11 13:31:20] Maximum KLD: 22.704790 [2026-06-11 13:31:20] 99.9% KLD: 8.235281 [2026-06-11 13:31:20] 99.0% KLD: 2.141982 [2026-06-11 13:31:20] 95.0% KLD: 0.650067 [2026-06-11 13:31:20] 90.0% KLD: 0.379740 [2026-06-11 13:31:20] Median KLD: 0.078113 [2026-06-11 13:31:20] 10.0% KLD: 0.006566 [2026-06-11 13:31:20] 5.0% KLD: 0.002397 [2026-06-11 13:31:20] 1.0% KLD: 0.000499 [2026-06-11 13:31:20] 0.1% KLD: 0.000076 [2026-06-11 13:31:20] Minimum KLD: 0.000008 [2026-06-11 13:31:20] [2026-06-11 13:31:20] ====== Token probability statistics ====== [2026-06-11 13:31:20] Mean Δp: -1.564 ± 0.099 % [2026-06-11 13:31:20] Maximum Δp: 99.981% [2026-06-11 13:31:20] 99.9% Δp: 74.489% [2026-06-11 13:31:20] 99.0% Δp: 28.035% [2026-06-11 13:31:20] 95.0% Δp: 10.883% [2026-06-11 13:31:20] 90.0% Δp: 5.959% [2026-06-11 13:31:20] 75.0% Δp: 1.005% [2026-06-11 13:31:20] Median Δp: -0.049% [2026-06-11 13:31:20] 25.0% Δp: -3.212% [2026-06-11 13:31:20] 10.0% Δp: -10.758% [2026-06-11 13:31:20] 5.0% Δp: -17.779% [2026-06-11 13:31:20] 1.0% Δp: -43.810% [2026-06-11 13:31:20] 0.1% Δp: -89.116% [2026-06-11 13:31:20] Minimum Δp: -99.452% [2026-06-11 13:31:20] RMS Δp : 11.313 ± 0.232 % [2026-06-11 13:31:20] Same top p: 83.051 ± 0.332 % [2026-06-11 13:31:20] [2026-06-11 13:31:20] ✅ Finished target model 5: 1 files evaluated [2026-06-11 13:31:22] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ2_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XXS.gguf to free disk space [2026-06-11 13:31:22] ============================================================ [2026-06-11 13:31:22] TARGET MODEL 6/83: w-ahmad/test3 / MoQ-layers_0-3-IQ3_S/Qwen3.5_4B-MoQ-layers_0-3-IQ3_S.gguf [2026-06-11 13:31:22] ============================================================ [2026-06-11 13:31:44] [1/1] MoQ-layers_0-3-IQ3_S/Qwen3.5_4B-MoQ-layers_0-3-IQ3_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:31:44] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ3_S/Qwen3.5_4B-MoQ-layers_0-3-IQ3_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:31:44] 0.00.284.361 I common_init_result: fitting params to device memory ... [2026-06-11 13:31:44] 0.00.284.371 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:31:54] 0.10.531.202 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:31:55] 0.10.583.192 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:31:55] 0.10.878.839 I [2026-06-11 13:31:55] 0.10.879.035 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:31:55] 0.10.975.371 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:32:14] 0.30.291.882 I kl_divergence: 19.32 seconds per pass - ETA 16.08 minutes [2026-06-11 13:32:14] [2026-06-11 13:32:14] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:32:14] 1 6.0267 ± 1.0212 0.00520 ± 0.01349 0.01446 ± 0.00263 4.018 ± 0.851 % 94.118 ± 1.476 % [2026-06-11 13:32:16] 2 8.7917 ± 1.1368 -0.00801 ± 0.01088 0.02606 ± 0.00523 4.308 ± 0.489 % 94.118 ± 1.043 % [2026-06-11 13:32:18] 3 8.8968 ± 0.9165 -0.01520 ± 0.01523 0.04444 ± 0.00791 5.640 ± 0.908 % 93.595 ± 0.886 % [2026-06-11 13:32:21] 4 8.7027 ± 0.7459 -0.01801 ± 0.01186 0.03669 ± 0.00596 5.084 ± 0.757 % 93.333 ± 0.781 % [2026-06-11 13:32:23] 5 8.7968 ± 0.6626 -0.01516 ± 0.00962 0.03151 ± 0.00478 4.699 ± 0.657 % 93.255 ± 0.703 % [2026-06-11 13:32:25] 6 9.1383 ± 0.6234 -0.01152 ± 0.00822 0.02900 ± 0.00400 4.531 ± 0.571 % 92.745 ± 0.663 % [2026-06-11 13:32:27] 7 9.4801 ± 0.5996 -0.00922 ± 0.00721 0.02732 ± 0.00346 4.299 ± 0.517 % 92.829 ± 0.611 % [2026-06-11 13:32:29] 8 10.2926 ± 0.6263 -0.01312 ± 0.00760 0.03074 ± 0.00445 4.246 ± 0.464 % 92.402 ± 0.587 % [2026-06-11 13:32:31] 9 10.9170 ± 0.6310 -0.01196 ± 0.00692 0.02924 ± 0.00398 4.097 ± 0.428 % 92.375 ± 0.554 % [2026-06-11 13:32:33] 10 11.3328 ± 0.6231 -0.01299 ± 0.00643 0.02837 ± 0.00362 4.111 ± 0.405 % 92.510 ± 0.521 % [2026-06-11 13:32:36] 11 11.2048 ± 0.5851 -0.01521 ± 0.00597 0.02721 ± 0.00329 4.012 ± 0.378 % 92.585 ± 0.495 % [2026-06-11 13:32:38] 12 11.3803 ± 0.5715 -0.01168 ± 0.00568 0.02735 ± 0.00303 4.067 ± 0.349 % 92.418 ± 0.479 % [2026-06-11 13:32:40] 13 12.0169 ± 0.5884 -0.01486 ± 0.00566 0.02726 ± 0.00283 4.005 ± 0.329 % 92.428 ± 0.460 % [2026-06-11 13:32:42] 14 11.4192 ± 0.5361 -0.01621 ± 0.00543 0.03245 ± 0.00464 4.551 ± 0.422 % 92.689 ± 0.436 % [2026-06-11 13:32:45] 15 11.2564 ± 0.5096 -0.02097 ± 0.00571 0.03839 ± 0.00672 4.850 ± 0.447 % 92.654 ± 0.422 % [2026-06-11 13:32:47] 16 11.3648 ± 0.5015 -0.02166 ± 0.00609 0.03884 ± 0.00647 4.792 ± 0.425 % 92.574 ± 0.411 % [2026-06-11 13:32:49] 17 10.6005 ± 0.4497 -0.02008 ± 0.00577 0.03736 ± 0.00609 4.727 ± 0.406 % 92.618 ± 0.397 % [2026-06-11 13:32:51] 18 10.5944 ± 0.4352 -0.01991 ± 0.00556 0.03704 ± 0.00579 4.846 ± 0.410 % 92.614 ± 0.386 % [2026-06-11 13:32:53] 19 10.4989 ± 0.4211 -0.01966 ± 0.00542 0.03913 ± 0.00573 4.976 ± 0.394 % 92.632 ± 0.375 % [2026-06-11 13:32:56] 20 10.5686 ± 0.4141 -0.01614 ± 0.00558 0.04068 ± 0.00571 5.008 ± 0.380 % 92.686 ± 0.365 % [2026-06-11 13:32:58] 21 10.1983 ± 0.3878 -0.01518 ± 0.00536 0.03959 ± 0.00544 4.953 ± 0.366 % 92.848 ± 0.352 % [2026-06-11 13:33:00] 22 10.0657 ± 0.3729 -0.01542 ± 0.00519 0.03901 ± 0.00519 4.937 ± 0.351 % 92.781 ± 0.346 % [2026-06-11 13:33:02] 23 9.6973 ± 0.3491 -0.01334 ± 0.00501 0.03851 ± 0.00497 5.036 ± 0.339 % 92.822 ± 0.337 % [2026-06-11 13:33:05] 24 9.2289 ± 0.3221 -0.01189 ± 0.00482 0.03752 ± 0.00477 4.981 ± 0.329 % 92.941 ± 0.327 % [2026-06-11 13:33:07] 25 9.0603 ± 0.3086 -0.01134 ± 0.00469 0.03722 ± 0.00458 5.004 ± 0.315 % 93.020 ± 0.319 % [2026-06-11 13:33:09] 26 8.8206 ± 0.2921 -0.01051 ± 0.00454 0.03642 ± 0.00440 4.954 ± 0.307 % 93.167 ± 0.310 % [2026-06-11 13:33:11] 27 8.6738 ± 0.2807 -0.00834 ± 0.00441 0.03612 ± 0.00425 5.041 ± 0.305 % 93.261 ± 0.302 % [2026-06-11 13:33:13] 28 8.5733 ± 0.2721 -0.00735 ± 0.00427 0.03535 ± 0.00410 5.000 ± 0.297 % 93.417 ± 0.293 % [2026-06-11 13:33:15] 29 8.5366 ± 0.2660 -0.00662 ± 0.00415 0.03478 ± 0.00396 4.959 ± 0.289 % 93.496 ± 0.287 % [2026-06-11 13:33:17] 30 8.5115 ± 0.2604 -0.00646 ± 0.00404 0.03444 ± 0.00383 4.928 ± 0.281 % 93.529 ± 0.281 % [2026-06-11 13:33:19] 31 8.4302 ± 0.2528 -0.00605 ± 0.00392 0.03381 ± 0.00371 4.888 ± 0.275 % 93.460 ± 0.278 % [2026-06-11 13:33:22] 32 8.4412 ± 0.2495 -0.00476 ± 0.00384 0.03370 ± 0.00360 4.903 ± 0.266 % 93.321 ± 0.276 % [2026-06-11 13:33:24] 33 8.3861 ± 0.2436 -0.00594 ± 0.00375 0.03338 ± 0.00349 4.887 ± 0.259 % 93.262 ± 0.273 % [2026-06-11 13:33:26] 34 8.4569 ± 0.2426 -0.00681 ± 0.00366 0.03291 ± 0.00339 4.846 ± 0.254 % 93.253 ± 0.269 % [2026-06-11 13:33:28] 35 8.5494 ± 0.2417 -0.00689 ± 0.00357 0.03249 ± 0.00329 4.822 ± 0.249 % 93.300 ± 0.265 % [2026-06-11 13:33:30] 36 8.7335 ± 0.2440 -0.00653 ± 0.00349 0.03211 ± 0.00320 4.772 ± 0.244 % 93.214 ± 0.263 % [2026-06-11 13:33:32] 37 8.8413 ± 0.2435 -0.00696 ± 0.00346 0.03183 ± 0.00312 4.729 ± 0.240 % 93.196 ± 0.259 % [2026-06-11 13:33:34] 38 8.8505 ± 0.2405 -0.00771 ± 0.00339 0.03201 ± 0.00306 4.700 ± 0.235 % 93.189 ± 0.256 % [2026-06-11 13:33:36] 39 8.8502 ± 0.2376 -0.00716 ± 0.00332 0.03156 ± 0.00298 4.680 ± 0.231 % 93.243 ± 0.252 % [2026-06-11 13:33:38] 40 8.8834 ± 0.2361 -0.00723 ± 0.00329 0.03159 ± 0.00294 4.734 ± 0.242 % 93.235 ± 0.249 % [2026-06-11 13:33:40] 41 8.9217 ± 0.2346 -0.00825 ± 0.00324 0.03144 ± 0.00287 4.733 ± 0.238 % 93.219 ± 0.246 % [2026-06-11 13:33:43] 42 9.0005 ± 0.2341 -0.00772 ± 0.00318 0.03106 ± 0.00280 4.697 ± 0.234 % 93.175 ± 0.244 % [2026-06-11 13:33:45] 43 9.0158 ± 0.2323 -0.00911 ± 0.00314 0.03088 ± 0.00274 4.685 ± 0.229 % 93.178 ± 0.241 % [2026-06-11 13:33:47] 44 9.0158 ± 0.2296 -0.01031 ± 0.00311 0.03081 ± 0.00267 4.670 ± 0.225 % 93.164 ± 0.238 % [2026-06-11 13:33:49] 45 9.1018 ± 0.2298 -0.01142 ± 0.00306 0.03054 ± 0.00262 4.642 ± 0.222 % 93.124 ± 0.236 % [2026-06-11 13:33:51] 46 9.0532 ± 0.2257 -0.01130 ± 0.00300 0.03084 ± 0.00259 4.670 ± 0.217 % 93.137 ± 0.233 % [2026-06-11 13:33:53] 47 9.2217 ± 0.2284 -0.01277 ± 0.00302 0.03132 ± 0.00258 4.714 ± 0.220 % 93.100 ± 0.232 % [2026-06-11 13:33:55] 48 9.3077 ± 0.2286 -0.01252 ± 0.00297 0.03095 ± 0.00253 4.684 ± 0.217 % 93.154 ± 0.228 % [2026-06-11 13:33:58] 49 9.2091 ± 0.2232 -0.01297 ± 0.00293 0.03148 ± 0.00260 4.739 ± 0.224 % 93.165 ± 0.226 % [2026-06-11 13:34:00] 50 9.2661 ± 0.2226 -0.01267 ± 0.00288 0.03125 ± 0.00255 4.712 ± 0.221 % 93.161 ± 0.224 % [2026-06-11 13:34:01] [2026-06-11 13:34:01] ====== Perplexity statistics ====== [2026-06-11 13:34:01] Mean PPL(Q) : 9.266083 ± 0.222616 [2026-06-11 13:34:01] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:34:01] Cor(ln(PPL(Q)), ln(PPL(base))): 99.29% [2026-06-11 13:34:01] Mean ln(PPL(Q)/PPL(base)) : -0.012675 ± 0.002884 [2026-06-11 13:34:01] Mean PPL(Q)/PPL(base) : 0.987405 ± 0.002847 [2026-06-11 13:34:01] Mean PPL(Q)-PPL(base) : -0.118193 ± 0.027286 [2026-06-11 13:34:01] [2026-06-11 13:34:01] ====== KL divergence statistics ====== [2026-06-11 13:34:01] Mean KLD: 0.031247 ± 0.002551 [2026-06-11 13:34:01] Maximum KLD: 18.519602 [2026-06-11 13:34:01] 99.9% KLD: 4.219790 [2026-06-11 13:34:01] 99.0% KLD: 0.272028 [2026-06-11 13:34:01] 95.0% KLD: 0.077249 [2026-06-11 13:34:01] 90.0% KLD: 0.043585 [2026-06-11 13:34:01] Median KLD: 0.007858 [2026-06-11 13:34:01] 10.0% KLD: 0.000607 [2026-06-11 13:34:01] 5.0% KLD: 0.000207 [2026-06-11 13:34:01] 1.0% KLD: 0.000034 [2026-06-11 13:34:01] 0.1% KLD: 0.000005 [2026-06-11 13:34:01] Minimum KLD: -0.000200 [2026-06-11 13:34:01] [2026-06-11 13:34:01] ====== Token probability statistics ====== [2026-06-11 13:34:01] Mean Δp: -0.190 ± 0.042 % [2026-06-11 13:34:01] Maximum Δp: 96.073% [2026-06-11 13:34:01] 99.9% Δp: 38.693% [2026-06-11 13:34:01] 99.0% Δp: 11.216% [2026-06-11 13:34:01] 95.0% Δp: 4.270% [2026-06-11 13:34:01] 90.0% Δp: 2.499% [2026-06-11 13:34:01] 75.0% Δp: 0.486% [2026-06-11 13:34:01] Median Δp: -0.000% [2026-06-11 13:34:01] 25.0% Δp: -0.774% [2026-06-11 13:34:01] 10.0% Δp: -3.151% [2026-06-11 13:34:01] 5.0% Δp: -5.338% [2026-06-11 13:34:01] 1.0% Δp: -13.284% [2026-06-11 13:34:01] 0.1% Δp: -34.655% [2026-06-11 13:34:01] Minimum Δp: -86.227% [2026-06-11 13:34:01] RMS Δp : 4.712 ± 0.221 % [2026-06-11 13:34:01] Same top p: 93.161 ± 0.224 % [2026-06-11 13:34:01] [2026-06-11 13:34:01] ✅ Finished target model 6: 1 files evaluated [2026-06-11 13:34:02] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ3_S/Qwen3.5_4B-MoQ-layers_0-3-IQ3_S.gguf to free disk space [2026-06-11 13:34:02] ============================================================ [2026-06-11 13:34:02] TARGET MODEL 7/83: w-ahmad/test3 / MoQ-layers_0-3-IQ3_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ3_XXS.gguf [2026-06-11 13:34:02] ============================================================ [2026-06-11 13:34:23] [1/1] MoQ-layers_0-3-IQ3_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ3_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:34:23] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ3_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ3_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:34:24] 0.00.287.096 I common_init_result: fitting params to device memory ... [2026-06-11 13:34:24] 0.00.287.107 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:34:34] 0.10.371.858 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:34:34] 0.10.421.933 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:34:34] 0.10.710.452 I [2026-06-11 13:34:34] 0.10.710.625 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:34:34] 0.10.811.554 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:34:53] 0.29.705.510 I kl_divergence: 18.89 seconds per pass - ETA 15.73 minutes [2026-06-11 13:34:53] [2026-06-11 13:34:53] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:34:53] 1 6.1886 ± 1.0625 0.03170 ± 0.02981 0.03435 ± 0.01418 5.378 ± 1.654 % 95.294 ± 1.329 % [2026-06-11 13:34:55] 2 9.0162 ± 1.1750 0.01721 ± 0.01918 0.04254 ± 0.00925 6.414 ± 1.535 % 93.922 ± 1.059 % [2026-06-11 13:34:57] 3 8.7831 ± 0.9080 -0.02806 ± 0.01826 0.05763 ± 0.00732 7.197 ± 1.010 % 92.288 ± 0.965 % [2026-06-11 13:35:00] 4 8.6280 ± 0.7425 -0.02662 ± 0.01546 0.05445 ± 0.00725 7.299 ± 0.914 % 91.863 ± 0.856 % [2026-06-11 13:35:02] 5 8.6455 ± 0.6507 -0.03251 ± 0.01277 0.04756 ± 0.00583 6.660 ± 0.803 % 91.608 ± 0.777 % [2026-06-11 13:35:04] 6 8.9453 ± 0.6086 -0.03286 ± 0.01085 0.04376 ± 0.00487 6.290 ± 0.712 % 91.373 ± 0.718 % [2026-06-11 13:35:06] 7 9.2424 ± 0.5813 -0.03460 ± 0.00964 0.04104 ± 0.00421 5.939 ± 0.647 % 91.989 ± 0.643 % [2026-06-11 13:35:08] 8 10.0219 ± 0.6053 -0.03978 ± 0.00897 0.04336 ± 0.00489 5.736 ± 0.588 % 91.667 ± 0.612 % [2026-06-11 13:35:10] 9 10.6396 ± 0.6097 -0.03769 ± 0.00825 0.04214 ± 0.00442 5.518 ± 0.545 % 91.460 ± 0.584 % [2026-06-11 13:35:12] 10 11.0818 ± 0.6050 -0.03538 ± 0.00769 0.04090 ± 0.00401 5.365 ± 0.505 % 91.529 ± 0.552 % [2026-06-11 13:35:15] 11 10.9526 ± 0.5676 -0.03798 ± 0.00739 0.04027 ± 0.00367 5.278 ± 0.469 % 91.444 ± 0.528 % [2026-06-11 13:35:17] 12 11.1511 ± 0.5560 -0.03202 ± 0.00705 0.04086 ± 0.00342 5.435 ± 0.433 % 91.405 ± 0.507 % [2026-06-11 13:35:19] 13 11.7418 ± 0.5700 -0.03802 ± 0.00707 0.04200 ± 0.00324 5.448 ± 0.410 % 91.282 ± 0.490 % [2026-06-11 13:35:21] 14 11.1773 ± 0.5198 -0.03763 ± 0.00674 0.04595 ± 0.00406 5.576 ± 0.386 % 91.429 ± 0.469 % [2026-06-11 13:35:24] 15 11.0124 ± 0.4936 -0.04288 ± 0.00714 0.05508 ± 0.00795 5.974 ± 0.454 % 91.399 ± 0.453 % [2026-06-11 13:35:26] 16 11.1634 ± 0.4884 -0.03954 ± 0.00734 0.05521 ± 0.00759 5.932 ± 0.431 % 91.250 ± 0.442 % [2026-06-11 13:35:28] 17 10.4341 ± 0.4390 -0.03590 ± 0.00702 0.05406 ± 0.00721 5.999 ± 0.441 % 91.488 ± 0.424 % [2026-06-11 13:35:30] 18 10.4374 ± 0.4255 -0.03484 ± 0.00671 0.05297 ± 0.00681 5.990 ± 0.426 % 91.503 ± 0.412 % [2026-06-11 13:35:32] 19 10.3805 ± 0.4136 -0.03100 ± 0.00665 0.05498 ± 0.00666 6.216 ± 0.427 % 91.476 ± 0.401 % [2026-06-11 13:35:35] 20 10.3683 ± 0.4022 -0.03527 ± 0.00650 0.05682 ± 0.00646 6.218 ± 0.410 % 91.471 ± 0.391 % [2026-06-11 13:35:37] 21 10.0245 ± 0.3777 -0.03237 ± 0.00630 0.05549 ± 0.00616 6.157 ± 0.395 % 91.709 ± 0.377 % [2026-06-11 13:35:39] 22 9.8995 ± 0.3636 -0.03206 ± 0.00608 0.05476 ± 0.00588 6.136 ± 0.380 % 91.622 ± 0.370 % [2026-06-11 13:35:41] 23 9.5552 ± 0.3411 -0.02810 ± 0.00591 0.05418 ± 0.00565 6.237 ± 0.370 % 91.765 ± 0.359 % [2026-06-11 13:35:43] 24 9.0800 ± 0.3143 -0.02816 ± 0.00569 0.05277 ± 0.00542 6.167 ± 0.359 % 91.895 ± 0.349 % [2026-06-11 13:35:46] 25 8.9281 ± 0.3020 -0.02604 ± 0.00554 0.05193 ± 0.00520 6.172 ± 0.345 % 91.969 ± 0.340 % [2026-06-11 13:35:48] 26 8.6992 ± 0.2863 -0.02437 ± 0.00537 0.05077 ± 0.00500 6.100 ± 0.336 % 92.036 ± 0.333 % [2026-06-11 13:35:50] 27 8.5582 ± 0.2755 -0.02175 ± 0.00521 0.05005 ± 0.00482 6.094 ± 0.326 % 92.157 ± 0.324 % [2026-06-11 13:35:52] 28 8.4729 ± 0.2674 -0.01913 ± 0.00509 0.04960 ± 0.00465 6.079 ± 0.316 % 92.227 ± 0.317 % [2026-06-11 13:35:54] 29 8.4457 ± 0.2618 -0.01732 ± 0.00498 0.04938 ± 0.00451 6.138 ± 0.316 % 92.319 ± 0.310 % [2026-06-11 13:35:56] 30 8.4183 ± 0.2564 -0.01746 ± 0.00484 0.04894 ± 0.00437 6.124 ± 0.307 % 92.340 ± 0.304 % [2026-06-11 13:35:58] 31 8.3459 ± 0.2492 -0.01610 ± 0.00471 0.04844 ± 0.00423 6.091 ± 0.299 % 92.296 ± 0.300 % [2026-06-11 13:36:00] 32 8.3563 ± 0.2457 -0.01487 ± 0.00461 0.04814 ± 0.00410 6.098 ± 0.291 % 92.218 ± 0.297 % [2026-06-11 13:36:02] 33 8.3130 ± 0.2404 -0.01469 ± 0.00451 0.04765 ± 0.00398 6.068 ± 0.284 % 92.216 ± 0.292 % [2026-06-11 13:36:05] 34 8.3859 ± 0.2394 -0.01525 ± 0.00443 0.04763 ± 0.00387 6.141 ± 0.284 % 92.249 ± 0.287 % [2026-06-11 13:36:07] 35 8.4837 ± 0.2387 -0.01460 ± 0.00437 0.04757 ± 0.00378 6.237 ± 0.285 % 92.179 ± 0.284 % [2026-06-11 13:36:09] 36 8.6668 ± 0.2410 -0.01420 ± 0.00427 0.04707 ± 0.00368 6.180 ± 0.280 % 92.146 ± 0.281 % [2026-06-11 13:36:11] 37 8.7752 ± 0.2406 -0.01447 ± 0.00421 0.04663 ± 0.00359 6.122 ± 0.275 % 92.146 ± 0.277 % [2026-06-11 13:36:13] 38 8.7879 ± 0.2377 -0.01481 ± 0.00419 0.04828 ± 0.00386 6.185 ± 0.279 % 92.126 ± 0.274 % [2026-06-11 13:36:15] 39 8.7840 ± 0.2346 -0.01466 ± 0.00411 0.04769 ± 0.00377 6.148 ± 0.273 % 92.177 ± 0.269 % [2026-06-11 13:36:17] 40 8.8236 ± 0.2335 -0.01399 ± 0.00406 0.04899 ± 0.00403 6.199 ± 0.277 % 92.186 ± 0.266 % [2026-06-11 13:36:19] 41 8.8650 ± 0.2322 -0.01462 ± 0.00400 0.04928 ± 0.00397 6.259 ± 0.277 % 92.186 ± 0.263 % [2026-06-11 13:36:22] 42 8.9452 ± 0.2317 -0.01388 ± 0.00393 0.04878 ± 0.00388 6.223 ± 0.273 % 92.204 ± 0.259 % [2026-06-11 13:36:24] 43 8.9568 ± 0.2297 -0.01567 ± 0.00387 0.04869 ± 0.00379 6.239 ± 0.268 % 92.202 ± 0.256 % [2026-06-11 13:36:26] 44 8.9672 ± 0.2274 -0.01571 ± 0.00381 0.04831 ± 0.00371 6.203 ± 0.263 % 92.175 ± 0.254 % [2026-06-11 13:36:28] 45 9.0581 ± 0.2277 -0.01622 ± 0.00377 0.04786 ± 0.00362 6.161 ± 0.259 % 92.131 ± 0.251 % [2026-06-11 13:36:30] 46 9.0140 ± 0.2237 -0.01564 ± 0.00371 0.04793 ± 0.00356 6.179 ± 0.255 % 92.191 ± 0.248 % [2026-06-11 13:36:32] 47 9.1817 ± 0.2265 -0.01712 ± 0.00373 0.04842 ± 0.00352 6.194 ± 0.253 % 92.098 ± 0.246 % [2026-06-11 13:36:35] 48 9.2679 ± 0.2267 -0.01680 ± 0.00367 0.04792 ± 0.00345 6.149 ± 0.250 % 92.149 ± 0.243 % [2026-06-11 13:36:37] 49 9.1778 ± 0.2216 -0.01638 ± 0.00362 0.04846 ± 0.00352 6.184 ± 0.251 % 92.133 ± 0.241 % [2026-06-11 13:36:39] 50 9.2401 ± 0.2212 -0.01548 ± 0.00357 0.04815 ± 0.00345 6.152 ± 0.247 % 92.110 ± 0.239 % [2026-06-11 13:36:39] [2026-06-11 13:36:39] ====== Perplexity statistics ====== [2026-06-11 13:36:39] Mean PPL(Q) : 9.240142 ± 0.221186 [2026-06-11 13:36:39] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:36:39] Cor(ln(PPL(Q)), ln(PPL(base))): 98.91% [2026-06-11 13:36:39] Mean ln(PPL(Q)/PPL(base)) : -0.015478 ± 0.003567 [2026-06-11 13:36:39] Mean PPL(Q)/PPL(base) : 0.984641 ± 0.003512 [2026-06-11 13:36:39] Mean PPL(Q)-PPL(base) : -0.144134 ± 0.033724 [2026-06-11 13:36:39] [2026-06-11 13:36:39] ====== KL divergence statistics ====== [2026-06-11 13:36:39] Mean KLD: 0.048152 ± 0.003452 [2026-06-11 13:36:39] Maximum KLD: 24.593851 [2026-06-11 13:36:39] 99.9% KLD: 4.171837 [2026-06-11 13:36:39] 99.0% KLD: 0.470803 [2026-06-11 13:36:39] 95.0% KLD: 0.127983 [2026-06-11 13:36:39] 90.0% KLD: 0.069120 [2026-06-11 13:36:39] Median KLD: 0.012756 [2026-06-11 13:36:39] 10.0% KLD: 0.000998 [2026-06-11 13:36:39] 5.0% KLD: 0.000354 [2026-06-11 13:36:39] 1.0% KLD: 0.000058 [2026-06-11 13:36:39] 0.1% KLD: 0.000008 [2026-06-11 13:36:39] Minimum KLD: 0.000001 [2026-06-11 13:36:39] [2026-06-11 13:36:39] ====== Token probability statistics ====== [2026-06-11 13:36:39] Mean Δp: -0.281 ± 0.054 % [2026-06-11 13:36:39] Maximum Δp: 99.543% [2026-06-11 13:36:39] 99.9% Δp: 51.696% [2026-06-11 13:36:39] 99.0% Δp: 13.467% [2026-06-11 13:36:39] 95.0% Δp: 5.616% [2026-06-11 13:36:39] 90.0% Δp: 3.043% [2026-06-11 13:36:39] 75.0% Δp: 0.644% [2026-06-11 13:36:39] Median Δp: -0.000% [2026-06-11 13:36:39] 25.0% Δp: -0.881% [2026-06-11 13:36:39] 10.0% Δp: -3.780% [2026-06-11 13:36:39] 5.0% Δp: -6.809% [2026-06-11 13:36:39] 1.0% Δp: -18.448% [2026-06-11 13:36:39] 0.1% Δp: -56.480% [2026-06-11 13:36:39] Minimum Δp: -97.702% [2026-06-11 13:36:39] RMS Δp : 6.152 ± 0.247 % [2026-06-11 13:36:39] Same top p: 92.110 ± 0.239 % [2026-06-11 13:36:39] [2026-06-11 13:36:39] ✅ Finished target model 7: 1 files evaluated [2026-06-11 13:36:41] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ3_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ3_XXS.gguf to free disk space [2026-06-11 13:36:41] ============================================================ [2026-06-11 13:36:41] TARGET MODEL 8/83: w-ahmad/test3 / MoQ-layers_0-3-IQ4_NL/Qwen3.5_4B-MoQ-layers_0-3-IQ4_NL.gguf [2026-06-11 13:36:41] ============================================================ [2026-06-11 13:37:04] [1/1] MoQ-layers_0-3-IQ4_NL/Qwen3.5_4B-MoQ-layers_0-3-IQ4_NL.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:37:04] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ4_NL/Qwen3.5_4B-MoQ-layers_0-3-IQ4_NL.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:37:04] 0.00.281.274 I common_init_result: fitting params to device memory ... [2026-06-11 13:37:04] 0.00.281.309 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:37:14] 0.10.251.475 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:37:15] 0.10.302.351 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:37:15] 0.10.590.095 I [2026-06-11 13:37:15] 0.10.590.232 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:37:15] 0.10.690.391 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:37:41] 0.36.792.222 I kl_divergence: 26.10 seconds per pass - ETA 21.75 minutes [2026-06-11 13:37:41] [2026-06-11 13:37:41] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:37:41] 1 6.0735 ± 1.0352 0.01294 ± 0.00926 0.00593 ± 0.00103 1.890 ± 0.189 % 97.647 ± 0.951 % [2026-06-11 13:37:43] 2 8.9687 ± 1.1703 0.01193 ± 0.00668 0.00786 ± 0.00085 2.184 ± 0.174 % 96.667 ± 0.796 % [2026-06-11 13:37:45] 3 9.4258 ± 0.9938 0.04256 ± 0.00933 0.01534 ± 0.00322 2.689 ± 0.194 % 95.294 ± 0.766 % [2026-06-11 13:37:48] 4 9.1151 ± 0.7985 0.02830 ± 0.00744 0.01362 ± 0.00248 2.902 ± 0.374 % 95.490 ± 0.650 % [2026-06-11 13:37:50] 5 9.1289 ± 0.7002 0.02190 ± 0.00610 0.01178 ± 0.00199 2.719 ± 0.320 % 95.765 ± 0.564 % [2026-06-11 13:37:52] 6 9.4042 ± 0.6514 0.01716 ± 0.00521 0.01081 ± 0.00167 2.679 ± 0.292 % 95.948 ± 0.504 % [2026-06-11 13:37:54] 7 9.7150 ± 0.6223 0.01526 ± 0.00456 0.01010 ± 0.00146 2.546 ± 0.264 % 96.078 ± 0.460 % [2026-06-11 13:37:56] 8 10.5316 ± 0.6482 0.00983 ± 0.00425 0.01045 ± 0.00142 2.535 ± 0.238 % 95.784 ± 0.445 % [2026-06-11 13:37:58] 9 11.1366 ± 0.6499 0.00796 ± 0.00395 0.00993 ± 0.00127 2.489 ± 0.218 % 95.730 ± 0.422 % [2026-06-11 13:38:00] 10 11.5934 ± 0.6444 0.00975 ± 0.00372 0.00964 ± 0.00115 2.455 ± 0.204 % 95.843 ± 0.395 % [2026-06-11 13:38:03] 11 11.4378 ± 0.6034 0.00537 ± 0.00349 0.00940 ± 0.00105 2.431 ± 0.188 % 95.829 ± 0.378 % [2026-06-11 13:38:05] 12 11.5613 ± 0.5858 0.00410 ± 0.00327 0.00956 ± 0.00102 2.393 ± 0.175 % 95.784 ± 0.363 % [2026-06-11 13:38:07] 13 12.2214 ± 0.6034 0.00202 ± 0.00320 0.00977 ± 0.00096 2.404 ± 0.168 % 95.897 ± 0.345 % [2026-06-11 13:38:09] 14 11.6376 ± 0.5509 0.00273 ± 0.00311 0.00998 ± 0.00095 2.599 ± 0.222 % 95.910 ± 0.332 % [2026-06-11 13:38:12] 15 11.5161 ± 0.5263 0.00183 ± 0.00320 0.01094 ± 0.00139 2.650 ± 0.219 % 95.922 ± 0.320 % [2026-06-11 13:38:14] 16 11.6611 ± 0.5205 0.00408 ± 0.00313 0.01103 ± 0.00134 2.743 ± 0.221 % 95.833 ± 0.313 % [2026-06-11 13:38:16] 17 10.8664 ± 0.4663 0.00469 ± 0.00318 0.01225 ± 0.00177 3.136 ± 0.406 % 95.986 ± 0.298 % [2026-06-11 13:38:18] 18 10.8266 ± 0.4496 0.00177 ± 0.00307 0.01228 ± 0.00167 3.149 ± 0.383 % 95.904 ± 0.293 % [2026-06-11 13:38:20] 19 10.7376 ± 0.4353 0.00282 ± 0.00317 0.01481 ± 0.00234 3.410 ± 0.447 % 95.872 ± 0.286 % [2026-06-11 13:38:23] 20 10.7777 ± 0.4263 0.00346 ± 0.00307 0.01566 ± 0.00238 3.533 ± 0.422 % 95.863 ± 0.279 % [2026-06-11 13:38:25] 21 10.3926 ± 0.3988 0.00369 ± 0.00295 0.01528 ± 0.00227 3.489 ± 0.407 % 95.798 ± 0.274 % [2026-06-11 13:38:27] 22 10.2575 ± 0.3836 0.00346 ± 0.00287 0.01509 ± 0.00217 3.500 ± 0.389 % 95.829 ± 0.267 % [2026-06-11 13:38:29] 23 9.8718 ± 0.3587 0.00449 ± 0.00276 0.01472 ± 0.00207 3.458 ± 0.377 % 95.874 ± 0.260 % [2026-06-11 13:38:31] 24 9.3799 ± 0.3304 0.00433 ± 0.00267 0.01433 ± 0.00199 3.416 ± 0.365 % 95.915 ± 0.253 % [2026-06-11 13:38:34] 25 9.2030 ± 0.3164 0.00428 ± 0.00260 0.01426 ± 0.00191 3.497 ± 0.351 % 95.890 ± 0.249 % [2026-06-11 13:38:36] 26 8.9546 ± 0.2994 0.00456 ± 0.00252 0.01393 ± 0.00184 3.449 ± 0.342 % 95.958 ± 0.242 % [2026-06-11 13:38:38] 27 8.7914 ± 0.2873 0.00513 ± 0.00245 0.01369 ± 0.00177 3.429 ± 0.332 % 96.020 ± 0.236 % [2026-06-11 13:38:40] 28 8.6800 ± 0.2780 0.00501 ± 0.00238 0.01346 ± 0.00171 3.401 ± 0.323 % 96.036 ± 0.231 % [2026-06-11 13:38:42] 29 8.6387 ± 0.2716 0.00527 ± 0.00236 0.01333 ± 0.00165 3.413 ± 0.313 % 96.065 ± 0.226 % [2026-06-11 13:38:44] 30 8.6043 ± 0.2656 0.00439 ± 0.00230 0.01321 ± 0.00160 3.388 ± 0.305 % 96.078 ± 0.222 % [2026-06-11 13:38:46] 31 8.5211 ± 0.2578 0.00467 ± 0.00224 0.01299 ± 0.00155 3.366 ± 0.297 % 96.091 ± 0.218 % [2026-06-11 13:38:48] 32 8.5254 ± 0.2541 0.00517 ± 0.00220 0.01302 ± 0.00150 3.404 ± 0.286 % 95.993 ± 0.217 % [2026-06-11 13:38:50] 33 8.4862 ± 0.2489 0.00592 ± 0.00216 0.01296 ± 0.00146 3.394 ± 0.279 % 96.043 ± 0.213 % [2026-06-11 13:38:53] 34 8.5572 ± 0.2477 0.00497 ± 0.00211 0.01278 ± 0.00142 3.361 ± 0.274 % 96.090 ± 0.208 % [2026-06-11 13:38:55] 35 8.6462 ± 0.2466 0.00437 ± 0.00207 0.01263 ± 0.00137 3.334 ± 0.268 % 96.090 ± 0.205 % [2026-06-11 13:38:57] 36 8.8277 ± 0.2487 0.00420 ± 0.00202 0.01246 ± 0.00134 3.310 ± 0.263 % 96.089 ± 0.202 % [2026-06-11 13:38:59] 37 8.9339 ± 0.2480 0.00345 ± 0.00199 0.01241 ± 0.00130 3.279 ± 0.258 % 96.015 ± 0.201 % [2026-06-11 13:39:01] 38 8.9441 ± 0.2449 0.00281 ± 0.00205 0.01249 ± 0.00127 3.270 ± 0.252 % 96.006 ± 0.199 % [2026-06-11 13:39:03] 39 8.9356 ± 0.2416 0.00244 ± 0.00200 0.01232 ± 0.00124 3.247 ± 0.248 % 96.048 ± 0.195 % [2026-06-11 13:39:05] 40 8.9651 ± 0.2400 0.00193 ± 0.00201 0.01236 ± 0.00122 3.299 ± 0.251 % 96.010 ± 0.194 % [2026-06-11 13:39:07] 41 9.0089 ± 0.2387 0.00148 ± 0.00198 0.01257 ± 0.00122 3.315 ± 0.245 % 96.011 ± 0.191 % [2026-06-11 13:39:10] 42 9.0822 ± 0.2380 0.00132 ± 0.00195 0.01247 ± 0.00119 3.313 ± 0.241 % 95.957 ± 0.190 % [2026-06-11 13:39:12] 43 9.1126 ± 0.2367 0.00157 ± 0.00192 0.01237 ± 0.00116 3.294 ± 0.236 % 95.951 ± 0.188 % [2026-06-11 13:39:14] 44 9.1233 ± 0.2343 0.00155 ± 0.00189 0.01241 ± 0.00114 3.289 ± 0.232 % 95.927 ± 0.187 % [2026-06-11 13:39:16] 45 9.2220 ± 0.2349 0.00170 ± 0.00185 0.01227 ± 0.00112 3.270 ± 0.228 % 95.895 ± 0.185 % [2026-06-11 13:39:18] 46 9.1763 ± 0.2307 0.00221 ± 0.00183 0.01232 ± 0.00110 3.316 ± 0.224 % 95.899 ± 0.183 % [2026-06-11 13:39:20] 47 9.3610 ± 0.2341 0.00222 ± 0.00181 0.01248 ± 0.00109 3.338 ± 0.220 % 95.878 ± 0.182 % [2026-06-11 13:39:22] 48 9.4465 ± 0.2342 0.00230 ± 0.00179 0.01236 ± 0.00107 3.315 ± 0.217 % 95.882 ± 0.180 % [2026-06-11 13:39:25] 49 9.3466 ± 0.2287 0.00185 ± 0.00176 0.01225 ± 0.00105 3.295 ± 0.213 % 95.830 ± 0.179 % [2026-06-11 13:39:27] 50 9.3983 ± 0.2279 0.00149 ± 0.00174 0.01215 ± 0.00103 3.275 ± 0.210 % 95.804 ± 0.178 % [2026-06-11 13:39:27] [2026-06-11 13:39:27] ====== Perplexity statistics ====== [2026-06-11 13:39:27] Mean PPL(Q) : 9.398271 ± 0.227902 [2026-06-11 13:39:27] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:39:27] Cor(ln(PPL(Q)), ln(PPL(base))): 99.74% [2026-06-11 13:39:27] Mean ln(PPL(Q)/PPL(base)) : 0.001490 ± 0.001737 [2026-06-11 13:39:27] Mean PPL(Q)/PPL(base) : 1.001491 ± 0.001739 [2026-06-11 13:39:27] Mean PPL(Q)-PPL(base) : 0.013995 ± 0.016310 [2026-06-11 13:39:27] [2026-06-11 13:39:27] ====== KL divergence statistics ====== [2026-06-11 13:39:27] Mean KLD: 0.012155 ± 0.001028 [2026-06-11 13:39:27] Maximum KLD: 6.372016 [2026-06-11 13:39:27] 99.9% KLD: 1.081216 [2026-06-11 13:39:27] 99.0% KLD: 0.108792 [2026-06-11 13:39:27] 95.0% KLD: 0.029065 [2026-06-11 13:39:27] 90.0% KLD: 0.016337 [2026-06-11 13:39:27] Median KLD: 0.003155 [2026-06-11 13:39:27] 10.0% KLD: 0.000231 [2026-06-11 13:39:27] 5.0% KLD: 0.000077 [2026-06-11 13:39:27] 1.0% KLD: 0.000011 [2026-06-11 13:39:27] 0.1% KLD: -0.000004 [2026-06-11 13:39:27] Minimum KLD: -0.000032 [2026-06-11 13:39:27] [2026-06-11 13:39:27] ====== Token probability statistics ====== [2026-06-11 13:39:27] Mean Δp: -0.126 ± 0.029 % [2026-06-11 13:39:27] Maximum Δp: 73.345% [2026-06-11 13:39:27] 99.9% Δp: 26.593% [2026-06-11 13:39:27] 99.0% Δp: 6.681% [2026-06-11 13:39:27] 95.0% Δp: 2.865% [2026-06-11 13:39:27] 90.0% Δp: 1.649% [2026-06-11 13:39:27] 75.0% Δp: 0.322% [2026-06-11 13:39:27] Median Δp: -0.000% [2026-06-11 13:39:27] 25.0% Δp: -0.433% [2026-06-11 13:39:27] 10.0% Δp: -1.947% [2026-06-11 13:39:27] 5.0% Δp: -3.228% [2026-06-11 13:39:27] 1.0% Δp: -8.842% [2026-06-11 13:39:27] 0.1% Δp: -30.026% [2026-06-11 13:39:27] Minimum Δp: -98.981% [2026-06-11 13:39:27] RMS Δp : 3.275 ± 0.210 % [2026-06-11 13:39:27] Same top p: 95.804 ± 0.178 % [2026-06-11 13:39:27] [2026-06-11 13:39:27] ✅ Finished target model 8: 1 files evaluated [2026-06-11 13:39:29] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ4_NL/Qwen3.5_4B-MoQ-layers_0-3-IQ4_NL.gguf to free disk space [2026-06-11 13:39:29] ============================================================ [2026-06-11 13:39:29] TARGET MODEL 9/83: w-ahmad/test3 / MoQ-layers_0-3-IQ4_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ4_XS.gguf [2026-06-11 13:39:29] ============================================================ [2026-06-11 13:39:52] [1/1] MoQ-layers_0-3-IQ4_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ4_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:39:53] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ4_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ4_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:39:54] 0.00.311.457 I common_init_result: fitting params to device memory ... [2026-06-11 13:39:54] 0.00.311.482 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:40:04] 0.10.685.180 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:40:04] 0.10.735.187 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:40:05] 0.11.028.517 I [2026-06-11 13:40:05] 0.11.028.669 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:40:05] 0.11.133.359 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:40:23] 0.29.107.765 I kl_divergence: 17.97 seconds per pass - ETA 14.97 minutes [2026-06-11 13:40:23] [2026-06-11 13:40:23] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:40:23] 1 6.0042 ± 1.0184 0.00146 ± 0.01172 0.00603 ± 0.00105 1.871 ± 0.172 % 98.039 ± 0.870 % [2026-06-11 13:40:25] 2 8.9061 ± 1.1599 0.00492 ± 0.00757 0.00714 ± 0.00073 1.958 ± 0.140 % 97.255 ± 0.724 % [2026-06-11 13:40:27] 3 9.3591 ± 0.9848 0.03546 ± 0.00846 0.01246 ± 0.00169 2.778 ± 0.304 % 95.817 ± 0.724 % [2026-06-11 13:40:29] 4 9.0792 ± 0.7941 0.02434 ± 0.00672 0.01117 ± 0.00139 2.944 ± 0.403 % 96.176 ± 0.601 % [2026-06-11 13:40:31] 5 9.1105 ± 0.6981 0.01988 ± 0.00550 0.00989 ± 0.00112 2.826 ± 0.346 % 96.078 ± 0.544 % [2026-06-11 13:40:33] 6 9.4017 ± 0.6509 0.01689 ± 0.00470 0.00926 ± 0.00096 2.791 ± 0.319 % 96.078 ± 0.496 % [2026-06-11 13:40:36] 7 9.7113 ± 0.6217 0.01488 ± 0.00412 0.00883 ± 0.00090 2.644 ± 0.289 % 96.303 ± 0.447 % [2026-06-11 13:40:38] 8 10.5518 ± 0.6506 0.01175 ± 0.00422 0.00893 ± 0.00084 2.622 ± 0.265 % 95.980 ± 0.435 % [2026-06-11 13:40:40] 9 11.1580 ± 0.6522 0.00988 ± 0.00388 0.00847 ± 0.00075 2.555 ± 0.243 % 95.948 ± 0.412 % [2026-06-11 13:40:42] 10 11.6130 ± 0.6465 0.01144 ± 0.00365 0.00834 ± 0.00069 2.501 ± 0.225 % 96.039 ± 0.386 % [2026-06-11 13:40:44] 11 11.4583 ± 0.6054 0.00716 ± 0.00342 0.00823 ± 0.00063 2.461 ± 0.208 % 95.971 ± 0.371 % [2026-06-11 13:40:46] 12 11.5935 ± 0.5885 0.00688 ± 0.00323 0.00845 ± 0.00066 2.416 ± 0.195 % 95.915 ± 0.358 % [2026-06-11 13:40:49] 13 12.2732 ± 0.6073 0.00625 ± 0.00313 0.00868 ± 0.00064 2.476 ± 0.190 % 95.988 ± 0.341 % [2026-06-11 13:40:51] 14 11.6903 ± 0.5547 0.00725 ± 0.00331 0.01056 ± 0.00118 2.728 ± 0.248 % 95.966 ± 0.329 % [2026-06-11 13:40:53] 15 11.5708 ± 0.5300 0.00658 ± 0.00339 0.01152 ± 0.00157 2.803 ± 0.253 % 95.895 ± 0.321 % [2026-06-11 13:40:55] 16 11.7231 ± 0.5247 0.00939 ± 0.00329 0.01183 ± 0.00153 2.838 ± 0.241 % 95.882 ± 0.311 % [2026-06-11 13:40:57] 17 10.9088 ± 0.4693 0.00859 ± 0.00312 0.01175 ± 0.00146 2.955 ± 0.254 % 96.055 ± 0.296 % [2026-06-11 13:41:00] 18 10.8747 ± 0.4528 0.00620 ± 0.00299 0.01165 ± 0.00138 2.960 ± 0.241 % 95.926 ± 0.292 % [2026-06-11 13:41:02] 19 10.7665 ± 0.4374 0.00552 ± 0.00290 0.01303 ± 0.00179 2.962 ± 0.235 % 95.872 ± 0.286 % [2026-06-11 13:41:04] 20 10.8105 ± 0.4284 0.00650 ± 0.00289 0.01543 ± 0.00221 3.179 ± 0.241 % 95.882 ± 0.278 % [2026-06-11 13:41:06] 21 10.4259 ± 0.4008 0.00689 ± 0.00278 0.01509 ± 0.00211 3.151 ± 0.231 % 95.836 ± 0.273 % [2026-06-11 13:41:09] 22 10.2939 ± 0.3857 0.00700 ± 0.00271 0.01493 ± 0.00201 3.190 ± 0.220 % 95.865 ± 0.266 % [2026-06-11 13:41:11] 23 9.9081 ± 0.3607 0.00817 ± 0.00262 0.01464 ± 0.00192 3.175 ± 0.212 % 95.874 ± 0.260 % [2026-06-11 13:41:13] 24 9.4142 ± 0.3323 0.00798 ± 0.00254 0.01427 ± 0.00185 3.153 ± 0.205 % 95.915 ± 0.253 % [2026-06-11 13:41:15] 25 9.2407 ± 0.3184 0.00838 ± 0.00249 0.01422 ± 0.00178 3.246 ± 0.207 % 95.906 ± 0.248 % [2026-06-11 13:41:17] 26 8.9865 ± 0.3011 0.00812 ± 0.00242 0.01387 ± 0.00171 3.207 ± 0.202 % 96.003 ± 0.241 % [2026-06-11 13:41:19] 27 8.8251 ± 0.2889 0.00895 ± 0.00236 0.01367 ± 0.00165 3.206 ± 0.196 % 96.049 ± 0.235 % [2026-06-11 13:41:21] 28 8.7112 ± 0.2795 0.00860 ± 0.00231 0.01347 ± 0.00159 3.191 ± 0.191 % 96.120 ± 0.229 % [2026-06-11 13:41:24] 29 8.6696 ± 0.2730 0.00885 ± 0.00229 0.01340 ± 0.00154 3.225 ± 0.188 % 96.119 ± 0.225 % [2026-06-11 13:41:26] 30 8.6381 ± 0.2671 0.00831 ± 0.00223 0.01318 ± 0.00149 3.189 ± 0.184 % 96.144 ± 0.220 % [2026-06-11 13:41:28] 31 8.5549 ± 0.2593 0.00863 ± 0.00217 0.01294 ± 0.00144 3.164 ± 0.180 % 96.167 ± 0.216 % [2026-06-11 13:41:30] 32 8.5601 ± 0.2556 0.00924 ± 0.00213 0.01290 ± 0.00139 3.180 ± 0.174 % 96.091 ± 0.215 % [2026-06-11 13:41:32] 33 8.5215 ± 0.2504 0.01007 ± 0.00210 0.01286 ± 0.00135 3.181 ± 0.169 % 96.126 ± 0.210 % [2026-06-11 13:41:34] 34 8.5948 ± 0.2493 0.00935 ± 0.00205 0.01267 ± 0.00131 3.154 ± 0.166 % 96.171 ± 0.206 % [2026-06-11 13:41:36] 35 8.6843 ± 0.2482 0.00877 ± 0.00201 0.01251 ± 0.00128 3.132 ± 0.162 % 96.168 ± 0.203 % [2026-06-11 13:41:38] 36 8.8665 ± 0.2503 0.00859 ± 0.00197 0.01243 ± 0.00124 3.138 ± 0.162 % 96.176 ± 0.200 % [2026-06-11 13:41:40] 37 8.9739 ± 0.2496 0.00793 ± 0.00193 0.01233 ± 0.00121 3.115 ± 0.159 % 96.174 ± 0.197 % [2026-06-11 13:41:43] 38 8.9874 ± 0.2466 0.00763 ± 0.00193 0.01244 ± 0.00119 3.098 ± 0.156 % 96.140 ± 0.196 % [2026-06-11 13:41:45] 39 8.9793 ± 0.2433 0.00732 ± 0.00189 0.01228 ± 0.00116 3.083 ± 0.153 % 96.149 ± 0.193 % [2026-06-11 13:41:47] 40 9.0102 ± 0.2417 0.00694 ± 0.00190 0.01239 ± 0.00115 3.166 ± 0.179 % 96.118 ± 0.191 % [2026-06-11 13:41:49] 41 9.0540 ± 0.2403 0.00648 ± 0.00187 0.01258 ± 0.00115 3.185 ± 0.176 % 96.107 ± 0.189 % [2026-06-11 13:41:51] 42 9.1268 ± 0.2396 0.00621 ± 0.00184 0.01248 ± 0.00113 3.185 ± 0.174 % 96.050 ± 0.188 % [2026-06-11 13:41:53] 43 9.1550 ± 0.2382 0.00621 ± 0.00181 0.01242 ± 0.00110 3.166 ± 0.171 % 96.042 ± 0.186 % [2026-06-11 13:41:55] 44 9.1668 ± 0.2359 0.00630 ± 0.00178 0.01247 ± 0.00108 3.163 ± 0.168 % 96.016 ± 0.185 % [2026-06-11 13:41:58] 45 9.2670 ± 0.2365 0.00657 ± 0.00176 0.01234 ± 0.00106 3.143 ± 0.165 % 95.991 ± 0.183 % [2026-06-11 13:42:00] 46 9.2213 ± 0.2323 0.00710 ± 0.00175 0.01244 ± 0.00105 3.193 ± 0.165 % 95.976 ± 0.181 % [2026-06-11 13:42:02] 47 9.4084 ± 0.2357 0.00727 ± 0.00176 0.01263 ± 0.00105 3.201 ± 0.162 % 95.945 ± 0.180 % [2026-06-11 13:42:04] 48 9.4929 ± 0.2357 0.00720 ± 0.00174 0.01250 ± 0.00102 3.180 ± 0.160 % 95.956 ± 0.178 % [2026-06-11 13:42:06] 49 9.3947 ± 0.2303 0.00699 ± 0.00171 0.01236 ± 0.00100 3.159 ± 0.158 % 95.918 ± 0.177 % [2026-06-11 13:42:08] 50 9.4464 ± 0.2295 0.00660 ± 0.00169 0.01227 ± 0.00098 3.140 ± 0.155 % 95.914 ± 0.175 % [2026-06-11 13:42:08] [2026-06-11 13:42:08] ====== Perplexity statistics ====== [2026-06-11 13:42:08] Mean PPL(Q) : 9.446395 ± 0.229485 [2026-06-11 13:42:08] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:42:08] Cor(ln(PPL(Q)), ln(PPL(base))): 99.76% [2026-06-11 13:42:08] Mean ln(PPL(Q)/PPL(base)) : 0.006598 ± 0.001687 [2026-06-11 13:42:08] Mean PPL(Q)/PPL(base) : 1.006619 ± 0.001699 [2026-06-11 13:42:08] Mean PPL(Q)-PPL(base) : 0.062118 ± 0.015976 [2026-06-11 13:42:08] [2026-06-11 13:42:08] ====== KL divergence statistics ====== [2026-06-11 13:42:08] Mean KLD: 0.012266 ± 0.000985 [2026-06-11 13:42:08] Maximum KLD: 5.854001 [2026-06-11 13:42:08] 99.9% KLD: 1.377279 [2026-06-11 13:42:08] 99.0% KLD: 0.103987 [2026-06-11 13:42:08] 95.0% KLD: 0.028501 [2026-06-11 13:42:08] 90.0% KLD: 0.015970 [2026-06-11 13:42:08] Median KLD: 0.003071 [2026-06-11 13:42:08] 10.0% KLD: 0.000232 [2026-06-11 13:42:08] 5.0% KLD: 0.000079 [2026-06-11 13:42:08] 1.0% KLD: 0.000012 [2026-06-11 13:42:08] 0.1% KLD: -0.000003 [2026-06-11 13:42:08] Minimum KLD: -0.000025 [2026-06-11 13:42:08] [2026-06-11 13:42:08] ====== Token probability statistics ====== [2026-06-11 13:42:08] Mean Δp: -0.159 ± 0.028 % [2026-06-11 13:42:08] Maximum Δp: 82.381% [2026-06-11 13:42:08] 99.9% Δp: 28.443% [2026-06-11 13:42:08] 99.0% Δp: 6.213% [2026-06-11 13:42:08] 95.0% Δp: 2.780% [2026-06-11 13:42:08] 90.0% Δp: 1.614% [2026-06-11 13:42:08] 75.0% Δp: 0.305% [2026-06-11 13:42:08] Median Δp: -0.001% [2026-06-11 13:42:08] 25.0% Δp: -0.456% [2026-06-11 13:42:08] 10.0% Δp: -2.046% [2026-06-11 13:42:08] 5.0% Δp: -3.351% [2026-06-11 13:42:08] 1.0% Δp: -8.816% [2026-06-11 13:42:08] 0.1% Δp: -28.885% [2026-06-11 13:42:08] Minimum Δp: -59.097% [2026-06-11 13:42:08] RMS Δp : 3.140 ± 0.155 % [2026-06-11 13:42:08] Same top p: 95.914 ± 0.175 % [2026-06-11 13:42:08] [2026-06-11 13:42:09] ✅ Finished target model 9: 1 files evaluated [2026-06-11 13:42:10] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ4_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ4_XS.gguf to free disk space [2026-06-11 13:42:10] ============================================================ [2026-06-11 13:42:10] TARGET MODEL 10/83: w-ahmad/test3 / MoQ-layers_0-3-Q2_K/Qwen3.5_4B-MoQ-layers_0-3-Q2_K.gguf [2026-06-11 13:42:10] ============================================================ [2026-06-11 13:42:39] [1/1] MoQ-layers_0-3-Q2_K/Qwen3.5_4B-MoQ-layers_0-3-Q2_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:42:40] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-Q2_K/Qwen3.5_4B-MoQ-layers_0-3-Q2_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:42:40] 0.00.304.380 I common_init_result: fitting params to device memory ... [2026-06-11 13:42:40] 0.00.304.391 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:42:50] 0.10.229.284 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:42:50] 0.10.281.917 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:42:57] 0.17.039.290 I [2026-06-11 13:42:57] 0.17.039.457 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:42:57] 0.17.148.000 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:43:26] 0.46.539.902 I kl_divergence: 29.39 seconds per pass - ETA 24.48 minutes [2026-06-11 13:43:27] [2026-06-11 13:43:27] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:43:27] 1 6.3912 ± 1.1145 0.06391 ± 0.03798 0.05932 ± 0.01422 6.647 ± 1.357 % 91.765 ± 1.725 % [2026-06-11 13:43:29] 2 9.4211 ± 1.2539 0.06114 ± 0.02763 0.07905 ± 0.01034 6.838 ± 0.853 % 90.588 ± 1.294 % [2026-06-11 13:43:31] 3 9.6557 ± 1.0314 0.06666 ± 0.02829 0.11377 ± 0.01217 8.881 ± 0.836 % 88.105 ± 1.171 % [2026-06-11 13:43:33] 4 9.2366 ± 0.8167 0.04154 ± 0.02246 0.10338 ± 0.00944 8.622 ± 0.702 % 88.235 ± 1.009 % [2026-06-11 13:43:35] 5 9.1416 ± 0.7029 0.02329 ± 0.01855 0.09235 ± 0.00763 8.215 ± 0.600 % 88.392 ± 0.897 % [2026-06-11 13:43:37] 6 9.5344 ± 0.6623 0.03091 ± 0.01601 0.08698 ± 0.00641 7.829 ± 0.531 % 88.039 ± 0.830 % [2026-06-11 13:43:39] 7 9.8767 ± 0.6370 0.03177 ± 0.01427 0.08334 ± 0.00559 7.496 ± 0.478 % 87.899 ± 0.772 % [2026-06-11 13:43:42] 8 10.8158 ± 0.6681 0.03646 ± 0.01324 0.08652 ± 0.00586 7.193 ± 0.438 % 87.598 ± 0.730 % [2026-06-11 13:43:44] 9 11.3753 ± 0.6645 0.02917 ± 0.01217 0.08410 ± 0.00529 6.973 ± 0.405 % 87.451 ± 0.692 % [2026-06-11 13:43:46] 10 11.8476 ± 0.6589 0.03144 ± 0.01131 0.08319 ± 0.00503 6.845 ± 0.376 % 87.216 ± 0.661 % [2026-06-11 13:43:48] 11 11.6321 ± 0.6121 0.02221 ± 0.01048 0.07997 ± 0.00460 6.701 ± 0.351 % 87.380 ± 0.627 % [2026-06-11 13:43:50] 12 11.8272 ± 0.5974 0.02684 ± 0.01040 0.08448 ± 0.00472 7.099 ± 0.371 % 87.222 ± 0.604 % [2026-06-11 13:43:53] 13 12.3079 ± 0.6015 0.00907 ± 0.01042 0.08853 ± 0.00451 7.098 ± 0.349 % 86.817 ± 0.588 % [2026-06-11 13:43:55] 14 11.7408 ± 0.5498 0.01156 ± 0.01018 0.09180 ± 0.00558 7.333 ± 0.375 % 87.087 ± 0.561 % [2026-06-11 13:43:57] 15 11.5899 ± 0.5236 0.00822 ± 0.00998 0.09837 ± 0.00778 7.461 ± 0.388 % 87.111 ± 0.542 % [2026-06-11 13:43:59] 16 11.6668 ± 0.5125 0.00457 ± 0.00981 0.09782 ± 0.00745 7.499 ± 0.370 % 86.961 ± 0.527 % [2026-06-11 13:44:02] 17 10.8858 ± 0.4600 0.00648 ± 0.00931 0.09466 ± 0.00704 7.377 ± 0.355 % 87.197 ± 0.508 % [2026-06-11 13:44:04] 18 10.9021 ± 0.4469 0.00872 ± 0.00889 0.09286 ± 0.00665 7.308 ± 0.340 % 87.386 ± 0.490 % [2026-06-11 13:44:06] 19 10.8111 ± 0.4325 0.00964 ± 0.00880 0.09744 ± 0.00683 7.775 ± 0.374 % 87.203 ± 0.480 % [2026-06-11 13:44:08] 20 10.8597 ± 0.4243 0.01103 ± 0.00848 0.09745 ± 0.00661 7.833 ± 0.365 % 87.392 ± 0.465 % [2026-06-11 13:44:11] 21 10.5026 ± 0.3986 0.01422 ± 0.00821 0.09663 ± 0.00632 7.921 ± 0.355 % 87.526 ± 0.452 % [2026-06-11 13:44:13] 22 10.3521 ± 0.3828 0.01264 ± 0.00797 0.09592 ± 0.00605 8.006 ± 0.340 % 87.415 ± 0.443 % [2026-06-11 13:44:15] 23 9.9635 ± 0.3582 0.01374 ± 0.00767 0.09390 ± 0.00579 7.951 ± 0.329 % 87.536 ± 0.431 % [2026-06-11 13:44:17] 24 9.4563 ± 0.3296 0.01244 ± 0.00740 0.09171 ± 0.00556 7.939 ± 0.318 % 87.827 ± 0.418 % [2026-06-11 13:44:19] 25 9.2740 ± 0.3156 0.01197 ± 0.00720 0.09105 ± 0.00535 7.985 ± 0.309 % 87.969 ± 0.407 % [2026-06-11 13:44:22] 26 9.0218 ± 0.2986 0.01204 ± 0.00697 0.08936 ± 0.00514 7.911 ± 0.300 % 88.145 ± 0.397 % [2026-06-11 13:44:24] 27 8.8559 ± 0.2864 0.01244 ± 0.00677 0.08795 ± 0.00497 7.884 ± 0.293 % 88.235 ± 0.388 % [2026-06-11 13:44:26] 28 8.7670 ± 0.2783 0.01498 ± 0.00664 0.08791 ± 0.00484 7.857 ± 0.285 % 88.333 ± 0.380 % [2026-06-11 13:44:28] 29 8.7354 ± 0.2723 0.01640 ± 0.00646 0.08696 ± 0.00468 7.816 ± 0.278 % 88.479 ± 0.371 % [2026-06-11 13:44:30] 30 8.6933 ± 0.2661 0.01468 ± 0.00632 0.08732 ± 0.00456 7.828 ± 0.273 % 88.444 ± 0.366 % [2026-06-11 13:44:32] 31 8.6070 ± 0.2584 0.01471 ± 0.00615 0.08625 ± 0.00442 7.774 ± 0.267 % 88.501 ± 0.359 % [2026-06-11 13:44:34] 32 8.6232 ± 0.2550 0.01658 ± 0.00606 0.08655 ± 0.00430 7.805 ± 0.260 % 88.468 ± 0.354 % [2026-06-11 13:44:36] 33 8.5721 ± 0.2495 0.01599 ± 0.00596 0.08674 ± 0.00419 7.758 ± 0.254 % 88.402 ± 0.349 % [2026-06-11 13:44:39] 34 8.6547 ± 0.2487 0.01630 ± 0.00589 0.08778 ± 0.00413 7.877 ± 0.253 % 88.281 ± 0.345 % [2026-06-11 13:44:41] 35 8.7551 ± 0.2479 0.01689 ± 0.00579 0.08830 ± 0.00404 7.944 ± 0.254 % 88.123 ± 0.342 % [2026-06-11 13:44:43] 36 8.9367 ± 0.2500 0.01648 ± 0.00568 0.08810 ± 0.00395 7.914 ± 0.250 % 88.170 ± 0.337 % [2026-06-11 13:44:45] 37 9.0557 ± 0.2497 0.01700 ± 0.00559 0.08752 ± 0.00385 7.857 ± 0.245 % 88.140 ± 0.333 % [2026-06-11 13:44:47] 38 9.0642 ± 0.2465 0.01615 ± 0.00559 0.08979 ± 0.00409 7.990 ± 0.252 % 88.091 ± 0.329 % [2026-06-11 13:44:49] 39 9.0619 ± 0.2433 0.01648 ± 0.00550 0.08919 ± 0.00399 7.982 ± 0.248 % 88.135 ± 0.324 % [2026-06-11 13:44:51] 40 9.1011 ± 0.2420 0.01698 ± 0.00542 0.08934 ± 0.00394 8.017 ± 0.249 % 88.206 ± 0.319 % [2026-06-11 13:44:54] 41 9.1619 ± 0.2412 0.01832 ± 0.00537 0.08947 ± 0.00388 8.040 ± 0.249 % 88.159 ± 0.316 % [2026-06-11 13:44:56] 42 9.2390 ± 0.2406 0.01844 ± 0.00527 0.08884 ± 0.00379 7.991 ± 0.244 % 88.123 ± 0.313 % [2026-06-11 13:44:58] 43 9.2632 ± 0.2390 0.01796 ± 0.00521 0.08905 ± 0.00374 8.066 ± 0.247 % 88.181 ± 0.308 % [2026-06-11 13:45:00] 44 9.2735 ± 0.2365 0.01788 ± 0.00518 0.08880 ± 0.00366 8.037 ± 0.243 % 88.253 ± 0.304 % [2026-06-11 13:45:02] 45 9.3658 ± 0.2368 0.01718 ± 0.00518 0.08885 ± 0.00359 8.022 ± 0.239 % 88.131 ± 0.302 % [2026-06-11 13:45:04] 46 9.3117 ± 0.2324 0.01685 ± 0.00509 0.08868 ± 0.00355 8.018 ± 0.235 % 88.278 ± 0.297 % [2026-06-11 13:45:07] 47 9.5173 ± 0.2366 0.01878 ± 0.00506 0.08909 ± 0.00351 7.986 ± 0.232 % 88.185 ± 0.295 % [2026-06-11 13:45:09] 48 9.5966 ± 0.2363 0.01806 ± 0.00500 0.08859 ± 0.00345 7.974 ± 0.230 % 88.284 ± 0.291 % [2026-06-11 13:45:11] 49 9.4992 ± 0.2308 0.01804 ± 0.00492 0.08937 ± 0.00366 8.006 ± 0.231 % 88.219 ± 0.288 % [2026-06-11 13:45:13] 50 9.5467 ± 0.2298 0.01716 ± 0.00486 0.08891 ± 0.00358 7.971 ± 0.227 % 88.212 ± 0.286 % [2026-06-11 13:45:13] [2026-06-11 13:45:13] ====== Perplexity statistics ====== [2026-06-11 13:45:13] Mean PPL(Q) : 9.546669 ± 0.229811 [2026-06-11 13:45:13] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:45:13] Cor(ln(PPL(Q)), ln(PPL(base))): 97.99% [2026-06-11 13:45:13] Mean ln(PPL(Q)/PPL(base)) : 0.017157 ± 0.004855 [2026-06-11 13:45:13] Mean PPL(Q)/PPL(base) : 1.017305 ± 0.004939 [2026-06-11 13:45:13] Mean PPL(Q)-PPL(base) : 0.162392 ± 0.045961 [2026-06-11 13:45:13] [2026-06-11 13:45:13] ====== KL divergence statistics ====== [2026-06-11 13:45:13] Mean KLD: 0.088907 ± 0.003585 [2026-06-11 13:45:13] Maximum KLD: 19.525681 [2026-06-11 13:45:13] 99.9% KLD: 5.095033 [2026-06-11 13:45:13] 99.0% KLD: 1.063043 [2026-06-11 13:45:13] 95.0% KLD: 0.276720 [2026-06-11 13:45:13] 90.0% KLD: 0.156466 [2026-06-11 13:45:13] Median KLD: 0.028681 [2026-06-11 13:45:13] 10.0% KLD: 0.002241 [2026-06-11 13:45:13] 5.0% KLD: 0.000804 [2026-06-11 13:45:13] 1.0% KLD: 0.000152 [2026-06-11 13:45:13] 0.1% KLD: 0.000029 [2026-06-11 13:45:13] Minimum KLD: 0.000003 [2026-06-11 13:45:13] [2026-06-11 13:45:13] ====== Token probability statistics ====== [2026-06-11 13:45:13] Mean Δp: -0.795 ± 0.070 % [2026-06-11 13:45:13] Maximum Δp: 99.156% [2026-06-11 13:45:13] 99.9% Δp: 60.213% [2026-06-11 13:45:13] 99.0% Δp: 18.308% [2026-06-11 13:45:13] 95.0% Δp: 7.387% [2026-06-11 13:45:13] 90.0% Δp: 4.058% [2026-06-11 13:45:13] 75.0% Δp: 0.733% [2026-06-11 13:45:13] Median Δp: -0.017% [2026-06-11 13:45:13] 25.0% Δp: -1.774% [2026-06-11 13:45:13] 10.0% Δp: -6.422% [2026-06-11 13:45:13] 5.0% Δp: -10.880% [2026-06-11 13:45:13] 1.0% Δp: -26.486% [2026-06-11 13:45:13] 0.1% Δp: -71.862% [2026-06-11 13:45:13] Minimum Δp: -98.387% [2026-06-11 13:45:13] RMS Δp : 7.971 ± 0.227 % [2026-06-11 13:45:13] Same top p: 88.212 ± 0.286 % [2026-06-11 13:45:13] [2026-06-11 13:45:14] ✅ Finished target model 10: 1 files evaluated [2026-06-11 13:45:15] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-Q2_K/Qwen3.5_4B-MoQ-layers_0-3-Q2_K.gguf to free disk space [2026-06-11 13:45:15] ============================================================ [2026-06-11 13:45:15] TARGET MODEL 11/83: w-ahmad/test3 / MoQ-layers_0-3-Q3_K/Qwen3.5_4B-MoQ-layers_0-3-Q3_K.gguf [2026-06-11 13:45:15] ============================================================ [2026-06-11 13:45:39] [1/1] MoQ-layers_0-3-Q3_K/Qwen3.5_4B-MoQ-layers_0-3-Q3_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:45:39] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-Q3_K/Qwen3.5_4B-MoQ-layers_0-3-Q3_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:45:40] 0.00.304.972 I common_init_result: fitting params to device memory ... [2026-06-11 13:45:40] 0.00.305.006 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:45:50] 0.10.476.354 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:45:50] 0.10.527.326 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:45:50] 0.10.824.245 I [2026-06-11 13:45:50] 0.10.824.601 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:45:50] 0.10.924.736 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:46:14] 0.34.855.360 I kl_divergence: 23.93 seconds per pass - ETA 19.93 minutes [2026-06-11 13:46:15] [2026-06-11 13:46:15] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:46:15] 1 6.3270 ± 1.0968 0.05382 ± 0.02033 0.02660 ± 0.00372 4.220 ± 0.769 % 94.510 ± 1.429 % [2026-06-11 13:46:17] 2 9.2495 ± 1.2148 0.04276 ± 0.01463 0.02965 ± 0.00289 4.503 ± 0.660 % 93.333 ± 1.106 % [2026-06-11 13:46:19] 3 9.7539 ± 1.0366 0.07678 ± 0.01834 0.08523 ± 0.02023 6.039 ± 0.649 % 90.850 ± 1.043 % [2026-06-11 13:46:21] 4 9.3256 ± 0.8225 0.05113 ± 0.01448 0.06983 ± 0.01522 5.794 ± 0.550 % 91.471 ± 0.875 % [2026-06-11 13:46:23] 5 9.3965 ± 0.7261 0.05079 ± 0.01298 0.06632 ± 0.01313 6.185 ± 0.681 % 91.373 ± 0.787 % [2026-06-11 13:46:25] 6 9.7059 ± 0.6788 0.04873 ± 0.01124 0.06033 ± 0.01099 5.904 ± 0.601 % 91.111 ± 0.728 % [2026-06-11 13:46:27] 7 10.0415 ± 0.6504 0.04831 ± 0.01024 0.05698 ± 0.00946 5.839 ± 0.532 % 90.980 ± 0.678 % [2026-06-11 13:46:29] 8 11.0940 ± 0.6983 0.06185 ± 0.01128 0.06383 ± 0.00934 5.697 ± 0.481 % 90.784 ± 0.641 % [2026-06-11 13:46:31] 9 11.7135 ± 0.6984 0.05847 ± 0.01027 0.05921 ± 0.00831 5.485 ± 0.445 % 91.155 ± 0.593 % [2026-06-11 13:46:34] 10 12.1434 ± 0.6882 0.05610 ± 0.00942 0.05583 ± 0.00749 5.428 ± 0.422 % 91.255 ± 0.560 % [2026-06-11 13:46:36] 11 11.9860 ± 0.6447 0.05218 ± 0.00865 0.05279 ± 0.00682 5.249 ± 0.397 % 91.337 ± 0.531 % [2026-06-11 13:46:38] 12 12.0997 ± 0.6247 0.04961 ± 0.00809 0.05189 ± 0.00628 5.216 ± 0.371 % 91.471 ± 0.505 % [2026-06-11 13:46:40] 13 12.7584 ± 0.6401 0.04502 ± 0.00826 0.05287 ± 0.00624 5.413 ± 0.431 % 91.523 ± 0.484 % [2026-06-11 13:46:42] 14 12.2319 ± 0.5889 0.05253 ± 0.00852 0.05914 ± 0.00679 6.133 ± 0.473 % 91.513 ± 0.467 % [2026-06-11 13:46:45] 15 12.0607 ± 0.5598 0.04804 ± 0.00855 0.06214 ± 0.00672 6.088 ± 0.448 % 91.216 ± 0.458 % [2026-06-11 13:46:47] 16 12.2286 ± 0.5532 0.05160 ± 0.00849 0.06359 ± 0.00656 6.165 ± 0.425 % 91.103 ± 0.446 % [2026-06-11 13:46:49] 17 11.3719 ± 0.4949 0.05017 ± 0.00804 0.06167 ± 0.00618 6.135 ± 0.405 % 91.280 ± 0.429 % [2026-06-11 13:46:51] 18 11.2937 ± 0.4753 0.04401 ± 0.00771 0.06064 ± 0.00585 6.219 ± 0.392 % 91.329 ± 0.415 % [2026-06-11 13:46:54] 19 11.1847 ± 0.4590 0.04362 ± 0.00745 0.06318 ± 0.00592 6.427 ± 0.399 % 91.146 ± 0.408 % [2026-06-11 13:46:56] 20 11.1751 ± 0.4463 0.03967 ± 0.00719 0.06361 ± 0.00577 6.542 ± 0.393 % 91.137 ± 0.398 % [2026-06-11 13:46:58] 21 10.7697 ± 0.4172 0.03934 ± 0.00691 0.06248 ± 0.00550 6.536 ± 0.377 % 91.204 ± 0.387 % [2026-06-11 13:47:00] 22 10.6277 ± 0.4012 0.03891 ± 0.00668 0.06169 ± 0.00526 6.590 ± 0.362 % 91.159 ± 0.379 % [2026-06-11 13:47:02] 23 10.2234 ± 0.3752 0.03949 ± 0.00642 0.06062 ± 0.00504 6.525 ± 0.350 % 91.168 ± 0.371 % [2026-06-11 13:47:05] 24 9.7018 ± 0.3452 0.03808 ± 0.00618 0.05908 ± 0.00483 6.483 ± 0.339 % 91.291 ± 0.360 % [2026-06-11 13:47:07] 25 9.4995 ± 0.3296 0.03599 ± 0.00603 0.05853 ± 0.00465 6.556 ± 0.327 % 91.373 ± 0.352 % [2026-06-11 13:47:09] 26 9.2276 ± 0.3114 0.03460 ± 0.00583 0.05715 ± 0.00447 6.486 ± 0.318 % 91.448 ± 0.343 % [2026-06-11 13:47:11] 27 9.0352 ± 0.2976 0.03248 ± 0.00571 0.05634 ± 0.00431 6.477 ± 0.308 % 91.460 ± 0.337 % [2026-06-11 13:47:13] 28 8.9154 ± 0.2879 0.03178 ± 0.00555 0.05523 ± 0.00416 6.421 ± 0.301 % 91.611 ± 0.328 % [2026-06-11 13:47:15] 29 8.8733 ± 0.2814 0.03206 ± 0.00540 0.05423 ± 0.00401 6.365 ± 0.293 % 91.738 ± 0.320 % [2026-06-11 13:47:18] 30 8.8347 ± 0.2751 0.03081 ± 0.00525 0.05347 ± 0.00389 6.312 ± 0.286 % 91.725 ± 0.315 % [2026-06-11 13:47:20] 31 8.7372 ± 0.2666 0.02972 ± 0.00512 0.05270 ± 0.00377 6.264 ± 0.279 % 91.790 ± 0.309 % [2026-06-11 13:47:22] 32 8.7395 ± 0.2626 0.02997 ± 0.00500 0.05223 ± 0.00365 6.235 ± 0.272 % 91.777 ± 0.304 % [2026-06-11 13:47:24] 33 8.6864 ± 0.2566 0.02924 ± 0.00487 0.05200 ± 0.00355 6.207 ± 0.266 % 91.729 ± 0.300 % [2026-06-11 13:47:26] 34 8.7638 ± 0.2556 0.02883 ± 0.00475 0.05106 ± 0.00344 6.154 ± 0.260 % 91.822 ± 0.294 % [2026-06-11 13:47:28] 35 8.8619 ± 0.2547 0.02901 ± 0.00464 0.05059 ± 0.00335 6.125 ± 0.255 % 91.832 ± 0.290 % [2026-06-11 13:47:30] 36 9.0596 ± 0.2573 0.03014 ± 0.00455 0.05032 ± 0.00326 6.082 ± 0.250 % 91.819 ± 0.286 % [2026-06-11 13:47:32] 37 9.1762 ± 0.2569 0.03022 ± 0.00449 0.05013 ± 0.00318 6.084 ± 0.247 % 91.712 ± 0.284 % [2026-06-11 13:47:34] 38 9.1902 ± 0.2538 0.02995 ± 0.00446 0.05022 ± 0.00313 6.114 ± 0.248 % 91.713 ± 0.280 % [2026-06-11 13:47:37] 39 9.1802 ± 0.2504 0.02944 ± 0.00437 0.04958 ± 0.00305 6.068 ± 0.244 % 91.735 ± 0.276 % [2026-06-11 13:47:39] 40 9.2166 ± 0.2490 0.02960 ± 0.00430 0.05095 ± 0.00339 6.137 ± 0.251 % 91.775 ± 0.272 % [2026-06-11 13:47:41] 41 9.2655 ± 0.2478 0.02956 ± 0.00423 0.05092 ± 0.00332 6.148 ± 0.246 % 91.784 ± 0.269 % [2026-06-11 13:47:43] 42 9.3230 ± 0.2463 0.02749 ± 0.00417 0.05083 ± 0.00325 6.171 ± 0.242 % 91.718 ± 0.266 % [2026-06-11 13:47:45] 43 9.3582 ± 0.2451 0.02817 ± 0.00412 0.05086 ± 0.00319 6.227 ± 0.241 % 91.701 ± 0.263 % [2026-06-11 13:47:47] 44 9.3757 ± 0.2430 0.02884 ± 0.00406 0.05060 ± 0.00312 6.193 ± 0.237 % 91.711 ± 0.260 % [2026-06-11 13:47:49] 45 9.4717 ± 0.2433 0.02842 ± 0.00399 0.05006 ± 0.00305 6.150 ± 0.233 % 91.599 ± 0.259 % [2026-06-11 13:47:52] 46 9.4185 ± 0.2389 0.02826 ± 0.00401 0.05103 ± 0.00305 6.239 ± 0.231 % 91.586 ± 0.256 % [2026-06-11 13:47:54] 47 9.5923 ± 0.2417 0.02663 ± 0.00397 0.05092 ± 0.00300 6.213 ± 0.227 % 91.573 ± 0.254 % [2026-06-11 13:47:56] 48 9.6793 ± 0.2417 0.02663 ± 0.00390 0.05036 ± 0.00293 6.167 ± 0.224 % 91.683 ± 0.250 % [2026-06-11 13:47:58] 49 9.5866 ± 0.2363 0.02720 ± 0.00385 0.05064 ± 0.00295 6.243 ± 0.230 % 91.677 ± 0.247 % [2026-06-11 13:48:00] 50 9.6365 ± 0.2353 0.02653 ± 0.00379 0.05017 ± 0.00289 6.195 ± 0.227 % 91.686 ± 0.245 % [2026-06-11 13:48:00] [2026-06-11 13:48:00] ====== Perplexity statistics ====== [2026-06-11 13:48:00] Mean PPL(Q) : 9.636528 ± 0.235259 [2026-06-11 13:48:00] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:48:00] Cor(ln(PPL(Q)), ln(PPL(base))): 98.79% [2026-06-11 13:48:00] Mean ln(PPL(Q)/PPL(base)) : 0.026525 ± 0.003790 [2026-06-11 13:48:00] Mean PPL(Q)/PPL(base) : 1.026880 ± 0.003892 [2026-06-11 13:48:00] Mean PPL(Q)-PPL(base) : 0.252251 ± 0.036780 [2026-06-11 13:48:00] [2026-06-11 13:48:00] ====== KL divergence statistics ====== [2026-06-11 13:48:00] Mean KLD: 0.050169 ± 0.002895 [2026-06-11 13:48:00] Maximum KLD: 15.934134 [2026-06-11 13:48:00] 99.9% KLD: 4.707637 [2026-06-11 13:48:00] 99.0% KLD: 0.523603 [2026-06-11 13:48:00] 95.0% KLD: 0.125442 [2026-06-11 13:48:00] 90.0% KLD: 0.071857 [2026-06-11 13:48:00] Median KLD: 0.013076 [2026-06-11 13:48:00] 10.0% KLD: 0.001050 [2026-06-11 13:48:00] 5.0% KLD: 0.000347 [2026-06-11 13:48:00] 1.0% KLD: 0.000061 [2026-06-11 13:48:00] 0.1% KLD: 0.000008 [2026-06-11 13:48:00] Minimum KLD: -0.000005 [2026-06-11 13:48:00] [2026-06-11 13:48:00] ====== Token probability statistics ====== [2026-06-11 13:48:00] Mean Δp: -0.430 ± 0.055 % [2026-06-11 13:48:00] Maximum Δp: 97.424% [2026-06-11 13:48:00] 99.9% Δp: 45.392% [2026-06-11 13:48:00] 99.0% Δp: 13.558% [2026-06-11 13:48:00] 95.0% Δp: 5.424% [2026-06-11 13:48:00] 90.0% Δp: 2.975% [2026-06-11 13:48:00] 75.0% Δp: 0.597% [2026-06-11 13:48:00] Median Δp: -0.005% [2026-06-11 13:48:00] 25.0% Δp: -1.038% [2026-06-11 13:48:00] 10.0% Δp: -4.049% [2026-06-11 13:48:00] 5.0% Δp: -7.175% [2026-06-11 13:48:00] 1.0% Δp: -19.800% [2026-06-11 13:48:00] 0.1% Δp: -63.334% [2026-06-11 13:48:00] Minimum Δp: -99.680% [2026-06-11 13:48:00] RMS Δp : 6.195 ± 0.227 % [2026-06-11 13:48:00] Same top p: 91.686 ± 0.245 % [2026-06-11 13:48:00] [2026-06-11 13:48:01] ✅ Finished target model 11: 1 files evaluated [2026-06-11 13:48:02] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-Q3_K/Qwen3.5_4B-MoQ-layers_0-3-Q3_K.gguf to free disk space [2026-06-11 13:48:02] ============================================================ [2026-06-11 13:48:02] TARGET MODEL 12/83: w-ahmad/test3 / MoQ-layers_0-3-Q4_K/Qwen3.5_4B-MoQ-layers_0-3-Q4_K.gguf [2026-06-11 13:48:02] ============================================================ [2026-06-11 13:48:24] [1/1] MoQ-layers_0-3-Q4_K/Qwen3.5_4B-MoQ-layers_0-3-Q4_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:48:25] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-Q4_K/Qwen3.5_4B-MoQ-layers_0-3-Q4_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:48:25] 0.00.268.998 I common_init_result: fitting params to device memory ... [2026-06-11 13:48:25] 0.00.269.008 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:48:35] 0.10.441.773 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:48:36] 0.10.492.480 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:48:36] 0.10.782.495 I [2026-06-11 13:48:36] 0.10.782.689 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:48:36] 0.10.880.409 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:48:56] 0.30.565.658 I kl_divergence: 19.69 seconds per pass - ETA 16.40 minutes [2026-06-11 13:48:56] [2026-06-11 13:48:56] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:48:56] 1 6.0131 ± 1.0171 0.00293 ± 0.00733 0.00653 ± 0.00251 1.868 ± 0.218 % 97.647 ± 0.951 % [2026-06-11 13:48:58] 2 8.7829 ± 1.1381 -0.00901 ± 0.00704 0.00861 ± 0.00188 3.230 ± 0.869 % 95.882 ± 0.881 % [2026-06-11 13:49:00] 3 8.9115 ± 0.9276 -0.01355 ± 0.00781 0.01654 ± 0.00468 3.202 ± 0.601 % 95.556 ± 0.746 % [2026-06-11 13:49:02] 4 8.7692 ± 0.7600 -0.01040 ± 0.00612 0.01359 ± 0.00351 2.929 ± 0.495 % 95.686 ± 0.636 % [2026-06-11 13:49:04] 5 8.8846 ± 0.6766 -0.00523 ± 0.00512 0.01234 ± 0.00286 3.055 ± 0.465 % 95.843 ± 0.559 % [2026-06-11 13:49:06] 6 9.1885 ± 0.6329 -0.00605 ± 0.00439 0.01129 ± 0.00239 2.934 ± 0.407 % 95.621 ± 0.523 % [2026-06-11 13:49:09] 7 9.5291 ± 0.6077 -0.00406 ± 0.00393 0.01041 ± 0.00205 2.812 ± 0.365 % 95.966 ± 0.466 % [2026-06-11 13:49:11] 8 10.3813 ± 0.6381 -0.00454 ± 0.00364 0.01034 ± 0.00181 2.785 ± 0.329 % 95.735 ± 0.447 % [2026-06-11 13:49:13] 9 11.0030 ± 0.6420 -0.00411 ± 0.00334 0.00974 ± 0.00161 2.674 ± 0.305 % 95.861 ± 0.416 % [2026-06-11 13:49:15] 10 11.4231 ± 0.6346 -0.00504 ± 0.00320 0.00963 ± 0.00147 2.718 ± 0.288 % 95.765 ± 0.399 % [2026-06-11 13:49:17] 11 11.2986 ± 0.5961 -0.00688 ± 0.00301 0.00936 ± 0.00134 2.640 ± 0.270 % 95.615 ± 0.387 % [2026-06-11 13:49:20] 12 11.4170 ± 0.5784 -0.00846 ± 0.00287 0.00944 ± 0.00123 2.629 ± 0.249 % 95.719 ± 0.366 % [2026-06-11 13:49:22] 13 12.0739 ± 0.5969 -0.01012 ± 0.00283 0.00953 ± 0.00115 2.610 ± 0.234 % 95.747 ± 0.351 % [2026-06-11 13:49:24] 14 11.4947 ± 0.5450 -0.00963 ± 0.00281 0.01142 ± 0.00225 2.779 ± 0.239 % 95.826 ± 0.335 % [2026-06-11 13:49:26] 15 11.3987 ± 0.5221 -0.00841 ± 0.00273 0.01149 ± 0.00212 2.720 ± 0.228 % 95.817 ± 0.324 % [2026-06-11 13:49:28] 16 11.4618 ± 0.5108 -0.01316 ± 0.00384 0.01295 ± 0.00247 2.715 ± 0.215 % 95.539 ± 0.323 % [2026-06-11 13:49:31] 17 10.6709 ± 0.4570 -0.01346 ± 0.00364 0.01269 ± 0.00233 2.697 ± 0.204 % 95.663 ± 0.309 % [2026-06-11 13:49:33] 18 10.6620 ± 0.4422 -0.01355 ± 0.00348 0.01254 ± 0.00220 2.714 ± 0.195 % 95.556 ± 0.304 % [2026-06-11 13:49:35] 19 10.5775 ± 0.4283 -0.01220 ± 0.00365 0.01590 ± 0.00323 3.417 ± 0.445 % 95.459 ± 0.299 % [2026-06-11 13:49:37] 20 10.6612 ± 0.4217 -0.00741 ± 0.00382 0.01686 ± 0.00323 3.483 ± 0.420 % 95.471 ± 0.291 % [2026-06-11 13:49:40] 21 10.2882 ± 0.3948 -0.00640 ± 0.00367 0.01646 ± 0.00307 3.462 ± 0.403 % 95.612 ± 0.280 % [2026-06-11 13:49:42] 22 10.1561 ± 0.3799 -0.00648 ± 0.00353 0.01624 ± 0.00293 3.449 ± 0.387 % 95.579 ± 0.274 % [2026-06-11 13:49:44] 23 9.7804 ± 0.3554 -0.00481 ± 0.00344 0.01635 ± 0.00284 3.566 ± 0.378 % 95.618 ± 0.267 % [2026-06-11 13:49:46] 24 9.3008 ± 0.3277 -0.00414 ± 0.00331 0.01590 ± 0.00272 3.525 ± 0.367 % 95.703 ± 0.259 % [2026-06-11 13:49:48] 25 9.1158 ± 0.3133 -0.00523 ± 0.00321 0.01564 ± 0.00261 3.493 ± 0.355 % 95.749 ± 0.253 % [2026-06-11 13:49:50] 26 8.8688 ± 0.2965 -0.00507 ± 0.00310 0.01526 ± 0.00251 3.445 ± 0.346 % 95.792 ± 0.247 % [2026-06-11 13:49:52] 27 8.7096 ± 0.2845 -0.00422 ± 0.00300 0.01496 ± 0.00242 3.412 ± 0.337 % 95.802 ± 0.242 % [2026-06-11 13:49:54] 28 8.5986 ± 0.2753 -0.00441 ± 0.00291 0.01467 ± 0.00233 3.395 ± 0.327 % 95.868 ± 0.236 % [2026-06-11 13:49:57] 29 8.5617 ± 0.2691 -0.00368 ± 0.00285 0.01446 ± 0.00225 3.399 ± 0.317 % 95.943 ± 0.229 % [2026-06-11 13:49:59] 30 8.5316 ± 0.2633 -0.00409 ± 0.00277 0.01430 ± 0.00218 3.373 ± 0.309 % 95.974 ± 0.225 % [2026-06-11 13:50:01] 31 8.4451 ± 0.2555 -0.00428 ± 0.00270 0.01416 ± 0.00211 3.371 ± 0.300 % 96.015 ± 0.220 % [2026-06-11 13:50:03] 32 8.4486 ± 0.2517 -0.00388 ± 0.00264 0.01405 ± 0.00205 3.383 ± 0.290 % 96.017 ± 0.216 % [2026-06-11 13:50:05] 33 8.4078 ± 0.2465 -0.00336 ± 0.00258 0.01391 ± 0.00199 3.355 ± 0.284 % 95.971 ± 0.214 % [2026-06-11 13:50:07] 34 8.4841 ± 0.2456 -0.00361 ± 0.00252 0.01365 ± 0.00193 3.318 ± 0.279 % 96.032 ± 0.210 % [2026-06-11 13:50:09] 35 8.5753 ± 0.2447 -0.00386 ± 0.00246 0.01350 ± 0.00187 3.300 ± 0.272 % 96.000 ± 0.207 % [2026-06-11 13:50:11] 36 8.7544 ± 0.2467 -0.00413 ± 0.00240 0.01358 ± 0.00184 3.322 ± 0.268 % 95.980 ± 0.205 % [2026-06-11 13:50:14] 37 8.8693 ± 0.2464 -0.00380 ± 0.00235 0.01347 ± 0.00179 3.291 ± 0.264 % 95.983 ± 0.202 % [2026-06-11 13:50:16] 38 8.8762 ± 0.2433 -0.00481 ± 0.00240 0.01402 ± 0.00179 3.335 ± 0.263 % 95.975 ± 0.200 % [2026-06-11 13:50:18] 39 8.8712 ± 0.2400 -0.00479 ± 0.00238 0.01401 ± 0.00175 3.352 ± 0.257 % 96.008 ± 0.196 % [2026-06-11 13:50:20] 40 8.9089 ± 0.2386 -0.00436 ± 0.00236 0.01386 ± 0.00170 3.330 ± 0.253 % 96.020 ± 0.194 % [2026-06-11 13:50:22] 41 8.9561 ± 0.2374 -0.00440 ± 0.00231 0.01366 ± 0.00166 3.309 ± 0.248 % 96.002 ± 0.192 % [2026-06-11 13:50:24] 42 9.0312 ± 0.2367 -0.00431 ± 0.00226 0.01347 ± 0.00162 3.284 ± 0.244 % 96.004 ± 0.189 % [2026-06-11 13:50:26] 43 9.0569 ± 0.2353 -0.00457 ± 0.00222 0.01344 ± 0.00159 3.297 ± 0.240 % 96.024 ± 0.187 % [2026-06-11 13:50:28] 44 9.0643 ± 0.2328 -0.00494 ± 0.00218 0.01332 ± 0.00155 3.273 ± 0.236 % 96.016 ± 0.185 % [2026-06-11 13:50:31] 45 9.1646 ± 0.2335 -0.00454 ± 0.00214 0.01317 ± 0.00152 3.259 ± 0.232 % 95.948 ± 0.184 % [2026-06-11 13:50:33] 46 9.1150 ± 0.2293 -0.00450 ± 0.00217 0.01362 ± 0.00157 3.292 ± 0.228 % 95.968 ± 0.182 % [2026-06-11 13:50:35] 47 9.2891 ± 0.2322 -0.00549 ± 0.00216 0.01416 ± 0.00160 3.351 ± 0.228 % 95.912 ± 0.181 % [2026-06-11 13:50:37] 48 9.3737 ± 0.2323 -0.00545 ± 0.00212 0.01405 ± 0.00156 3.330 ± 0.225 % 95.956 ± 0.178 % [2026-06-11 13:50:39] 49 9.2774 ± 0.2269 -0.00558 ± 0.00208 0.01387 ± 0.00153 3.309 ± 0.222 % 95.926 ± 0.177 % [2026-06-11 13:50:41] 50 9.3329 ± 0.2262 -0.00549 ± 0.00206 0.01385 ± 0.00150 3.302 ± 0.218 % 95.898 ± 0.176 % [2026-06-11 13:50:41] [2026-06-11 13:50:41] ====== Perplexity statistics ====== [2026-06-11 13:50:41] Mean PPL(Q) : 9.332935 ± 0.226226 [2026-06-11 13:50:41] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:50:41] Cor(ln(PPL(Q)), ln(PPL(base))): 99.64% [2026-06-11 13:50:41] Mean ln(PPL(Q)/PPL(base)) : -0.005486 ± 0.002059 [2026-06-11 13:50:41] Mean PPL(Q)/PPL(base) : 0.994529 ± 0.002047 [2026-06-11 13:50:41] Mean PPL(Q)-PPL(base) : -0.051341 ± 0.019327 [2026-06-11 13:50:41] [2026-06-11 13:50:41] ====== KL divergence statistics ====== [2026-06-11 13:50:41] Mean KLD: 0.013848 ± 0.001502 [2026-06-11 13:50:41] Maximum KLD: 10.812376 [2026-06-11 13:50:41] 99.9% KLD: 1.375031 [2026-06-11 13:50:41] 99.0% KLD: 0.102419 [2026-06-11 13:50:41] 95.0% KLD: 0.027224 [2026-06-11 13:50:41] 90.0% KLD: 0.016138 [2026-06-11 13:50:41] Median KLD: 0.003305 [2026-06-11 13:50:41] 10.0% KLD: 0.000227 [2026-06-11 13:50:41] 5.0% KLD: 0.000082 [2026-06-11 13:50:41] 1.0% KLD: 0.000012 [2026-06-11 13:50:41] 0.1% KLD: -0.000004 [2026-06-11 13:50:41] Minimum KLD: -0.000041 [2026-06-11 13:50:41] [2026-06-11 13:50:41] ====== Token probability statistics ====== [2026-06-11 13:50:41] Mean Δp: 0.008 ± 0.029 % [2026-06-11 13:50:41] Maximum Δp: 99.199% [2026-06-11 13:50:41] 99.9% Δp: 27.322% [2026-06-11 13:50:41] 99.0% Δp: 7.646% [2026-06-11 13:50:41] 95.0% Δp: 3.062% [2026-06-11 13:50:41] 90.0% Δp: 1.809% [2026-06-11 13:50:41] 75.0% Δp: 0.364% [2026-06-11 13:50:41] Median Δp: -0.000% [2026-06-11 13:50:41] 25.0% Δp: -0.400% [2026-06-11 13:50:41] 10.0% Δp: -1.866% [2026-06-11 13:50:41] 5.0% Δp: -3.027% [2026-06-11 13:50:41] 1.0% Δp: -7.042% [2026-06-11 13:50:41] 0.1% Δp: -26.756% [2026-06-11 13:50:41] Minimum Δp: -98.839% [2026-06-11 13:50:41] RMS Δp : 3.302 ± 0.218 % [2026-06-11 13:50:41] Same top p: 95.898 ± 0.176 % [2026-06-11 13:50:42] [2026-06-11 13:50:42] ✅ Finished target model 12: 1 files evaluated [2026-06-11 13:50:43] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-Q4_K/Qwen3.5_4B-MoQ-layers_0-3-Q4_K.gguf to free disk space [2026-06-11 13:50:43] ============================================================ [2026-06-11 13:50:43] TARGET MODEL 13/83: w-ahmad/test3 / MoQ-layers_0-3-Q5_K/Qwen3.5_4B-MoQ-layers_0-3-Q5_K.gguf [2026-06-11 13:50:43] ============================================================ [2026-06-11 13:51:12] [1/1] MoQ-layers_0-3-Q5_K/Qwen3.5_4B-MoQ-layers_0-3-Q5_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:51:13] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-Q5_K/Qwen3.5_4B-MoQ-layers_0-3-Q5_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:51:13] 0.00.278.169 I common_init_result: fitting params to device memory ... [2026-06-11 13:51:13] 0.00.278.218 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:51:24] 0.10.710.893 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:51:24] 0.10.760.916 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:51:24] 0.11.055.928 I [2026-06-11 13:51:24] 0.11.056.079 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:51:24] 0.11.155.186 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:51:44] 0.31.330.872 I kl_divergence: 20.18 seconds per pass - ETA 16.80 minutes [2026-06-11 13:51:46] [2026-06-11 13:51:46] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:51:46] 1 6.0121 ± 1.0222 0.00276 ± 0.00668 0.00246 ± 0.00034 1.368 ± 0.201 % 99.216 ± 0.554 % [2026-06-11 13:51:47] 2 8.8580 ± 1.1520 -0.00050 ± 0.00552 0.00518 ± 0.00134 2.093 ± 0.352 % 98.235 ± 0.584 % [2026-06-11 13:51:49] 3 8.9396 ± 0.9319 -0.01040 ± 0.00522 0.00590 ± 0.00093 2.202 ± 0.248 % 97.255 ± 0.591 % [2026-06-11 13:51:51] 4 8.7897 ± 0.7626 -0.00806 ± 0.00414 0.00526 ± 0.00072 2.182 ± 0.250 % 97.255 ± 0.512 % [2026-06-11 13:51:53] 5 8.8779 ± 0.6762 -0.00598 ± 0.00346 0.00515 ± 0.00059 2.069 ± 0.213 % 97.333 ± 0.451 % [2026-06-11 13:51:55] 6 9.1930 ± 0.6331 -0.00555 ± 0.00301 0.00501 ± 0.00050 2.005 ± 0.187 % 97.059 ± 0.432 % [2026-06-11 13:51:57] 7 9.5367 ± 0.6083 -0.00327 ± 0.00282 0.00494 ± 0.00045 1.953 ± 0.165 % 97.087 ± 0.398 % [2026-06-11 13:51:59] 8 10.3914 ± 0.6387 -0.00357 ± 0.00262 0.00527 ± 0.00051 1.936 ± 0.148 % 97.010 ± 0.377 % [2026-06-11 13:52:01] 9 11.0021 ± 0.6416 -0.00419 ± 0.00247 0.00550 ± 0.00064 1.870 ± 0.137 % 96.993 ± 0.357 % [2026-06-11 13:52:04] 10 11.4400 ± 0.6354 -0.00357 ± 0.00234 0.00534 ± 0.00058 1.840 ± 0.126 % 97.059 ± 0.335 % [2026-06-11 13:52:06] 11 11.2894 ± 0.5948 -0.00769 ± 0.00246 0.00544 ± 0.00055 1.899 ± 0.134 % 97.005 ± 0.322 % [2026-06-11 13:52:08] 12 11.4373 ± 0.5792 -0.00668 ± 0.00232 0.00547 ± 0.00051 1.923 ± 0.130 % 97.190 ± 0.299 % [2026-06-11 13:52:10] 13 12.1055 ± 0.5985 -0.00751 ± 0.00223 0.00541 ± 0.00048 1.895 ± 0.122 % 97.195 ± 0.287 % [2026-06-11 13:52:12] 14 11.5222 ± 0.5464 -0.00724 ± 0.00226 0.00724 ± 0.00180 2.145 ± 0.203 % 97.227 ± 0.275 % [2026-06-11 13:52:15] 15 11.3940 ± 0.5212 -0.00882 ± 0.00264 0.00888 ± 0.00236 2.451 ± 0.334 % 97.176 ± 0.268 % [2026-06-11 13:52:17] 16 11.5219 ± 0.5145 -0.00793 ± 0.00255 0.00866 ± 0.00221 2.443 ± 0.315 % 97.083 ± 0.263 % [2026-06-11 13:52:19] 17 10.7303 ± 0.4606 -0.00790 ± 0.00242 0.00851 ± 0.00209 2.429 ± 0.299 % 97.209 ± 0.250 % [2026-06-11 13:52:21] 18 10.7217 ± 0.4457 -0.00796 ± 0.00232 0.00834 ± 0.00197 2.405 ± 0.286 % 97.168 ± 0.245 % [2026-06-11 13:52:23] 19 10.6266 ± 0.4312 -0.00757 ± 0.00260 0.00982 ± 0.00223 2.736 ± 0.355 % 97.110 ± 0.241 % [2026-06-11 13:52:26] 20 10.6734 ± 0.4225 -0.00626 ± 0.00278 0.01150 ± 0.00252 2.842 ± 0.346 % 97.157 ± 0.233 % [2026-06-11 13:52:28] 21 10.2899 ± 0.3951 -0.00624 ± 0.00267 0.01115 ± 0.00240 2.810 ± 0.333 % 97.218 ± 0.225 % [2026-06-11 13:52:30] 22 10.1627 ± 0.3804 -0.00582 ± 0.00258 0.01100 ± 0.00230 2.812 ± 0.319 % 97.255 ± 0.218 % [2026-06-11 13:52:32] 23 9.7826 ± 0.3558 -0.00458 ± 0.00252 0.01101 ± 0.00221 2.903 ± 0.320 % 97.255 ± 0.213 % [2026-06-11 13:52:34] 24 9.3037 ± 0.3280 -0.00383 ± 0.00242 0.01068 ± 0.00212 2.861 ± 0.311 % 97.239 ± 0.209 % [2026-06-11 13:52:37] 25 9.1289 ± 0.3142 -0.00380 ± 0.00235 0.01045 ± 0.00203 2.839 ± 0.301 % 97.208 ± 0.206 % [2026-06-11 13:52:39] 26 8.8815 ± 0.2973 -0.00363 ± 0.00227 0.01018 ± 0.00195 2.797 ± 0.294 % 97.285 ± 0.200 % [2026-06-11 13:52:41] 27 8.7167 ± 0.2851 -0.00340 ± 0.00220 0.00998 ± 0.00188 2.781 ± 0.285 % 97.269 ± 0.196 % [2026-06-11 13:52:43] 28 8.6085 ± 0.2761 -0.00325 ± 0.00213 0.00976 ± 0.00181 2.755 ± 0.278 % 97.311 ± 0.191 % [2026-06-11 13:52:45] 29 8.5771 ± 0.2702 -0.00188 ± 0.00213 0.00969 ± 0.00175 2.744 ± 0.269 % 97.309 ± 0.188 % [2026-06-11 13:52:47] 30 8.5489 ± 0.2644 -0.00207 ± 0.00207 0.00981 ± 0.00171 2.730 ± 0.262 % 97.255 ± 0.187 % [2026-06-11 13:52:49] 31 8.4637 ± 0.2566 -0.00208 ± 0.00202 0.00966 ± 0.00166 2.704 ± 0.256 % 97.268 ± 0.183 % [2026-06-11 13:52:52] 32 8.4652 ± 0.2528 -0.00191 ± 0.00197 0.00971 ± 0.00161 2.754 ± 0.252 % 97.181 ± 0.183 % [2026-06-11 13:52:54] 33 8.4204 ± 0.2474 -0.00186 ± 0.00193 0.00957 ± 0.00156 2.725 ± 0.247 % 97.172 ± 0.181 % [2026-06-11 13:52:56] 34 8.4925 ± 0.2464 -0.00262 ± 0.00189 0.00940 ± 0.00152 2.694 ± 0.242 % 97.163 ± 0.178 % [2026-06-11 13:52:58] 35 8.5852 ± 0.2455 -0.00271 ± 0.00184 0.00927 ± 0.00148 2.675 ± 0.237 % 97.154 ± 0.176 % [2026-06-11 13:53:00] 36 8.7671 ± 0.2476 -0.00269 ± 0.00180 0.00915 ± 0.00143 2.647 ± 0.233 % 97.092 ± 0.175 % [2026-06-11 13:53:02] 37 8.8771 ± 0.2471 -0.00292 ± 0.00176 0.00906 ± 0.00140 2.622 ± 0.229 % 97.085 ± 0.173 % [2026-06-11 13:53:04] 38 8.8854 ± 0.2440 -0.00378 ± 0.00185 0.01049 ± 0.00182 2.762 ± 0.259 % 97.049 ± 0.172 % [2026-06-11 13:53:06] 39 8.8815 ± 0.2408 -0.00363 ± 0.00181 0.01033 ± 0.00178 2.738 ± 0.254 % 97.074 ± 0.169 % [2026-06-11 13:53:09] 40 8.9159 ± 0.2394 -0.00358 ± 0.00180 0.01024 ± 0.00173 2.740 ± 0.249 % 97.020 ± 0.168 % [2026-06-11 13:53:11] 41 8.9615 ± 0.2381 -0.00379 ± 0.00176 0.01016 ± 0.00169 2.738 ± 0.244 % 97.006 ± 0.167 % [2026-06-11 13:53:13] 42 9.0347 ± 0.2373 -0.00393 ± 0.00173 0.01003 ± 0.00165 2.717 ± 0.240 % 96.984 ± 0.165 % [2026-06-11 13:53:15] 43 9.0570 ± 0.2357 -0.00455 ± 0.00170 0.01004 ± 0.00161 2.749 ± 0.235 % 96.936 ± 0.165 % [2026-06-11 13:53:17] 44 9.0650 ± 0.2333 -0.00486 ± 0.00168 0.01003 ± 0.00158 2.734 ± 0.231 % 96.898 ± 0.164 % [2026-06-11 13:53:19] 45 9.1630 ± 0.2339 -0.00471 ± 0.00165 0.00991 ± 0.00154 2.714 ± 0.227 % 96.845 ± 0.163 % [2026-06-11 13:53:21] 46 9.1135 ± 0.2296 -0.00466 ± 0.00162 0.00993 ± 0.00152 2.733 ± 0.222 % 96.880 ± 0.161 % [2026-06-11 13:53:24] 47 9.2908 ± 0.2327 -0.00530 ± 0.00162 0.01006 ± 0.00150 2.798 ± 0.228 % 96.846 ± 0.160 % [2026-06-11 13:53:26] 48 9.3741 ± 0.2327 -0.00540 ± 0.00160 0.01000 ± 0.00147 2.784 ± 0.224 % 96.871 ± 0.157 % [2026-06-11 13:53:28] 49 9.2781 ± 0.2274 -0.00550 ± 0.00159 0.01004 ± 0.00145 2.780 ± 0.220 % 96.831 ± 0.157 % [2026-06-11 13:53:30] 50 9.3277 ± 0.2265 -0.00605 ± 0.00157 0.01000 ± 0.00142 2.770 ± 0.217 % 96.808 ± 0.156 % [2026-06-11 13:53:30] [2026-06-11 13:53:30] ====== Perplexity statistics ====== [2026-06-11 13:53:30] Mean PPL(Q) : 9.327668 ± 0.226461 [2026-06-11 13:53:30] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:53:30] Cor(ln(PPL(Q)), ln(PPL(base))): 99.79% [2026-06-11 13:53:30] Mean ln(PPL(Q)/PPL(base)) : -0.006051 ± 0.001571 [2026-06-11 13:53:30] Mean PPL(Q)/PPL(base) : 0.993968 ± 0.001561 [2026-06-11 13:53:30] Mean PPL(Q)-PPL(base) : -0.056609 ± 0.014757 [2026-06-11 13:53:30] [2026-06-11 13:53:30] ====== KL divergence statistics ====== [2026-06-11 13:53:30] Mean KLD: 0.009995 ± 0.001418 [2026-06-11 13:53:30] Maximum KLD: 11.239305 [2026-06-11 13:53:30] 99.9% KLD: 1.158882 [2026-06-11 13:53:30] 99.0% KLD: 0.063447 [2026-06-11 13:53:30] 95.0% KLD: 0.017594 [2026-06-11 13:53:30] 90.0% KLD: 0.010067 [2026-06-11 13:53:30] Median KLD: 0.002224 [2026-06-11 13:53:30] 10.0% KLD: 0.000143 [2026-06-11 13:53:30] 5.0% KLD: 0.000052 [2026-06-11 13:53:30] 1.0% KLD: 0.000006 [2026-06-11 13:53:30] 0.1% KLD: -0.000006 [2026-06-11 13:53:30] Minimum KLD: -0.000066 [2026-06-11 13:53:30] [2026-06-11 13:53:30] ====== Token probability statistics ====== [2026-06-11 13:53:30] Mean Δp: 0.067 ± 0.025 % [2026-06-11 13:53:30] Maximum Δp: 89.332% [2026-06-11 13:53:30] 99.9% Δp: 28.720% [2026-06-11 13:53:30] 99.0% Δp: 6.649% [2026-06-11 13:53:30] 95.0% Δp: 2.558% [2026-06-11 13:53:30] 90.0% Δp: 1.513% [2026-06-11 13:53:30] 75.0% Δp: 0.306% [2026-06-11 13:53:30] Median Δp: 0.000% [2026-06-11 13:53:30] 25.0% Δp: -0.303% [2026-06-11 13:53:30] 10.0% Δp: -1.524% [2026-06-11 13:53:30] 5.0% Δp: -2.515% [2026-06-11 13:53:30] 1.0% Δp: -5.394% [2026-06-11 13:53:30] 0.1% Δp: -14.768% [2026-06-11 13:53:30] Minimum Δp: -64.865% [2026-06-11 13:53:30] RMS Δp : 2.770 ± 0.217 % [2026-06-11 13:53:30] Same top p: 96.808 ± 0.156 % [2026-06-11 13:53:30] [2026-06-11 13:53:31] ✅ Finished target model 13: 1 files evaluated [2026-06-11 13:53:32] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-Q5_K/Qwen3.5_4B-MoQ-layers_0-3-Q5_K.gguf to free disk space [2026-06-11 13:53:32] ============================================================ [2026-06-11 13:53:32] TARGET MODEL 14/83: w-ahmad/test3 / MoQ-layers_0-3-Q6_K/Qwen3.5_4B-MoQ-layers_0-3-Q6_K.gguf [2026-06-11 13:53:32] ============================================================ [2026-06-11 13:54:00] [1/1] MoQ-layers_0-3-Q6_K/Qwen3.5_4B-MoQ-layers_0-3-Q6_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:54:01] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-Q6_K/Qwen3.5_4B-MoQ-layers_0-3-Q6_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:54:01] 0.00.297.828 I common_init_result: fitting params to device memory ... [2026-06-11 13:54:01] 0.00.297.838 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:54:12] 0.10.726.897 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:54:12] 0.10.784.015 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:54:12] 0.11.076.900 I [2026-06-11 13:54:12] 0.11.077.066 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:54:12] 0.11.172.002 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:54:39] 0.38.575.796 I kl_divergence: 27.40 seconds per pass - ETA 22.83 minutes [2026-06-11 13:54:40] [2026-06-11 13:54:40] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:54:40] 1 5.9642 ± 1.0086 -0.00523 ± 0.00620 0.00079 ± 0.00013 0.969 ± 0.171 % 99.608 ± 0.392 % [2026-06-11 13:54:42] 2 8.9118 ± 1.1591 0.00557 ± 0.00399 0.00150 ± 0.00026 1.180 ± 0.154 % 98.235 ± 0.584 % [2026-06-11 13:54:44] 3 9.0808 ± 0.9477 0.00527 ± 0.00337 0.00199 ± 0.00024 1.208 ± 0.109 % 98.170 ± 0.485 % [2026-06-11 13:54:46] 4 8.9020 ± 0.7732 0.00464 ± 0.00261 0.00169 ± 0.00018 1.135 ± 0.088 % 98.431 ± 0.389 % [2026-06-11 13:54:48] 5 8.9702 ± 0.6837 0.00436 ± 0.00216 0.00153 ± 0.00015 1.086 ± 0.075 % 98.118 ± 0.381 % [2026-06-11 13:54:50] 6 9.2823 ± 0.6396 0.00412 ± 0.00186 0.00146 ± 0.00012 1.051 ± 0.065 % 98.105 ± 0.349 % [2026-06-11 13:54:52] 7 9.6151 ± 0.6140 0.00493 ± 0.00167 0.00145 ± 0.00012 1.027 ± 0.058 % 98.151 ± 0.319 % [2026-06-11 13:54:54] 8 10.4881 ± 0.6456 0.00569 ± 0.00160 0.00181 ± 0.00035 1.066 ± 0.057 % 97.941 ± 0.314 % [2026-06-11 13:54:57] 9 11.1181 ± 0.6497 0.00630 ± 0.00148 0.00177 ± 0.00032 1.044 ± 0.052 % 97.908 ± 0.299 % [2026-06-11 13:54:59] 10 11.5578 ± 0.6430 0.00668 ± 0.00139 0.00173 ± 0.00029 1.033 ± 0.048 % 97.922 ± 0.283 % [2026-06-11 13:55:01] 11 11.4448 ± 0.6051 0.00598 ± 0.00130 0.00168 ± 0.00026 1.023 ± 0.045 % 97.968 ± 0.266 % [2026-06-11 13:55:03] 12 11.5742 ± 0.5878 0.00521 ± 0.00124 0.00166 ± 0.00024 1.037 ± 0.043 % 98.105 ± 0.247 % [2026-06-11 13:55:05] 13 12.2606 ± 0.6080 0.00522 ± 0.00119 0.00163 ± 0.00022 1.018 ± 0.040 % 98.160 ± 0.233 % [2026-06-11 13:55:07] 14 11.6677 ± 0.5550 0.00531 ± 0.00132 0.00208 ± 0.00035 1.353 ± 0.204 % 98.179 ± 0.224 % [2026-06-11 13:55:10] 15 11.5603 ± 0.5309 0.00567 ± 0.00140 0.00210 ± 0.00033 1.332 ± 0.193 % 98.222 ± 0.214 % [2026-06-11 13:55:12] 16 11.6833 ± 0.5239 0.00598 ± 0.00136 0.00207 ± 0.00031 1.320 ± 0.183 % 98.137 ± 0.212 % [2026-06-11 13:55:14] 17 10.8792 ± 0.4689 0.00587 ± 0.00130 0.00215 ± 0.00032 1.382 ± 0.181 % 98.224 ± 0.201 % [2026-06-11 13:55:16] 18 10.8713 ± 0.4538 0.00589 ± 0.00125 0.00216 ± 0.00031 1.377 ± 0.172 % 98.279 ± 0.192 % [2026-06-11 13:55:19] 19 10.7595 ± 0.4384 0.00486 ± 0.00153 0.00343 ± 0.00107 1.830 ± 0.310 % 98.266 ± 0.188 % [2026-06-11 13:55:21] 20 10.7908 ± 0.4287 0.00467 ± 0.00147 0.00380 ± 0.00112 1.973 ± 0.316 % 98.314 ± 0.180 % [2026-06-11 13:55:23] 21 10.4052 ± 0.4010 0.00490 ± 0.00143 0.00373 ± 0.00107 1.959 ± 0.303 % 98.319 ± 0.176 % [2026-06-11 13:55:25] 22 10.2715 ± 0.3859 0.00482 ± 0.00138 0.00370 ± 0.00102 1.970 ± 0.289 % 98.307 ± 0.172 % [2026-06-11 13:55:28] 23 9.8775 ± 0.3605 0.00508 ± 0.00133 0.00363 ± 0.00098 1.951 ± 0.279 % 98.278 ± 0.170 % [2026-06-11 13:55:30] 24 9.3883 ± 0.3321 0.00523 ± 0.00129 0.00354 ± 0.00094 1.922 ± 0.272 % 98.317 ± 0.164 % [2026-06-11 13:55:32] 25 9.2089 ± 0.3179 0.00493 ± 0.00125 0.00345 ± 0.00090 1.900 ± 0.264 % 98.369 ± 0.159 % [2026-06-11 13:55:34] 26 8.9542 ± 0.3006 0.00453 ± 0.00121 0.00335 ± 0.00086 1.871 ± 0.258 % 98.341 ± 0.157 % [2026-06-11 13:55:36] 27 8.7880 ± 0.2883 0.00474 ± 0.00118 0.00330 ± 0.00083 1.849 ± 0.251 % 98.373 ± 0.152 % [2026-06-11 13:55:38] 28 8.6785 ± 0.2791 0.00484 ± 0.00114 0.00322 ± 0.00080 1.829 ± 0.245 % 98.403 ± 0.148 % [2026-06-11 13:55:40] 29 8.6375 ± 0.2726 0.00514 ± 0.00116 0.00320 ± 0.00078 1.858 ± 0.236 % 98.404 ± 0.146 % [2026-06-11 13:55:42] 30 8.6106 ± 0.2669 0.00512 ± 0.00113 0.00322 ± 0.00076 1.852 ± 0.229 % 98.379 ± 0.144 % [2026-06-11 13:55:45] 31 8.5230 ± 0.2589 0.00490 ± 0.00110 0.00315 ± 0.00073 1.830 ± 0.225 % 98.393 ± 0.141 % [2026-06-11 13:55:47] 32 8.5220 ± 0.2549 0.00477 ± 0.00107 0.00312 ± 0.00071 1.824 ± 0.219 % 98.382 ± 0.140 % [2026-06-11 13:55:49] 33 8.4761 ± 0.2494 0.00473 ± 0.00105 0.00308 ± 0.00069 1.806 ± 0.214 % 98.372 ± 0.138 % [2026-06-11 13:55:51] 34 8.5525 ± 0.2485 0.00442 ± 0.00102 0.00302 ± 0.00067 1.783 ± 0.210 % 98.362 ± 0.136 % [2026-06-11 13:55:53] 35 8.6491 ± 0.2477 0.00471 ± 0.00100 0.00297 ± 0.00065 1.768 ± 0.206 % 98.375 ± 0.134 % [2026-06-11 13:55:55] 36 8.8333 ± 0.2499 0.00484 ± 0.00097 0.00295 ± 0.00063 1.756 ± 0.202 % 98.344 ± 0.133 % [2026-06-11 13:55:57] 37 8.9464 ± 0.2495 0.00485 ± 0.00095 0.00290 ± 0.00061 1.736 ± 0.199 % 98.304 ± 0.133 % [2026-06-11 13:55:59] 38 8.9607 ± 0.2465 0.00466 ± 0.00093 0.00293 ± 0.00060 1.736 ± 0.194 % 98.266 ± 0.133 % [2026-06-11 13:56:02] 39 8.9570 ± 0.2434 0.00483 ± 0.00092 0.00290 ± 0.00059 1.722 ± 0.191 % 98.250 ± 0.131 % [2026-06-11 13:56:04] 40 8.9921 ± 0.2420 0.00494 ± 0.00095 0.00286 ± 0.00057 1.708 ± 0.188 % 98.235 ± 0.130 % [2026-06-11 13:56:06] 41 9.0419 ± 0.2408 0.00514 ± 0.00096 0.00302 ± 0.00059 1.888 ± 0.244 % 98.250 ± 0.128 % [2026-06-11 13:56:08] 42 9.1158 ± 0.2400 0.00501 ± 0.00094 0.00297 ± 0.00058 1.869 ± 0.241 % 98.245 ± 0.127 % [2026-06-11 13:56:10] 43 9.1421 ± 0.2385 0.00481 ± 0.00092 0.00293 ± 0.00056 1.854 ± 0.237 % 98.240 ± 0.126 % [2026-06-11 13:56:12] 44 9.1541 ± 0.2362 0.00492 ± 0.00090 0.00291 ± 0.00055 1.841 ± 0.233 % 98.217 ± 0.125 % [2026-06-11 13:56:14] 45 9.2511 ± 0.2367 0.00485 ± 0.00089 0.00287 ± 0.00054 1.828 ± 0.230 % 98.187 ± 0.125 % [2026-06-11 13:56:17] 46 9.2003 ± 0.2323 0.00481 ± 0.00087 0.00290 ± 0.00053 1.856 ± 0.224 % 98.193 ± 0.123 % [2026-06-11 13:56:19] 47 9.3851 ± 0.2356 0.00479 ± 0.00087 0.00303 ± 0.00053 1.961 ± 0.233 % 98.164 ± 0.123 % [2026-06-11 13:56:21] 48 9.4737 ± 0.2358 0.00516 ± 0.00086 0.00301 ± 0.00052 1.946 ± 0.229 % 98.178 ± 0.121 % [2026-06-11 13:56:23] 49 9.3775 ± 0.2304 0.00515 ± 0.00085 0.00297 ± 0.00051 1.932 ± 0.226 % 98.183 ± 0.119 % [2026-06-11 13:56:25] 50 9.4319 ± 0.2296 0.00506 ± 0.00084 0.00296 ± 0.00050 1.917 ± 0.224 % 98.180 ± 0.118 % [2026-06-11 13:56:25] [2026-06-11 13:56:25] ====== Perplexity statistics ====== [2026-06-11 13:56:25] Mean PPL(Q) : 9.431892 ± 0.229621 [2026-06-11 13:56:25] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:56:25] Cor(ln(PPL(Q)), ln(PPL(base))): 99.94% [2026-06-11 13:56:25] Mean ln(PPL(Q)/PPL(base)) : 0.005061 ± 0.000842 [2026-06-11 13:56:25] Mean PPL(Q)/PPL(base) : 1.005074 ± 0.000846 [2026-06-11 13:56:25] Mean PPL(Q)-PPL(base) : 0.047616 ± 0.008103 [2026-06-11 13:56:25] [2026-06-11 13:56:25] ====== KL divergence statistics ====== [2026-06-11 13:56:25] Mean KLD: 0.002959 ± 0.000498 [2026-06-11 13:56:25] Maximum KLD: 4.823976 [2026-06-11 13:56:25] 99.9% KLD: 0.327258 [2026-06-11 13:56:25] 99.0% KLD: 0.016913 [2026-06-11 13:56:25] 95.0% KLD: 0.004179 [2026-06-11 13:56:25] 90.0% KLD: 0.002666 [2026-06-11 13:56:25] Median KLD: 0.000745 [2026-06-11 13:56:25] 10.0% KLD: 0.000028 [2026-06-11 13:56:25] 5.0% KLD: 0.000009 [2026-06-11 13:56:25] 1.0% KLD: -0.000000 [2026-06-11 13:56:25] 0.1% KLD: -0.000024 [2026-06-11 13:56:25] Minimum KLD: -0.000138 [2026-06-11 13:56:25] [2026-06-11 13:56:25] ====== Token probability statistics ====== [2026-06-11 13:56:25] Mean Δp: -0.029 ± 0.017 % [2026-06-11 13:56:25] Maximum Δp: 60.311% [2026-06-11 13:56:25] 99.9% Δp: 11.207% [2026-06-11 13:56:25] 99.0% Δp: 3.102% [2026-06-11 13:56:25] 95.0% Δp: 1.602% [2026-06-11 13:56:25] 90.0% Δp: 0.763% [2026-06-11 13:56:25] 75.0% Δp: 0.105% [2026-06-11 13:56:25] Median Δp: -0.000% [2026-06-11 13:56:25] 25.0% Δp: -0.137% [2026-06-11 13:56:25] 10.0% Δp: -0.901% [2026-06-11 13:56:25] 5.0% Δp: -1.834% [2026-06-11 13:56:25] 1.0% Δp: -3.313% [2026-06-11 13:56:25] 0.1% Δp: -9.755% [2026-06-11 13:56:25] Minimum Δp: -84.157% [2026-06-11 13:56:25] RMS Δp : 1.917 ± 0.224 % [2026-06-11 13:56:25] Same top p: 98.180 ± 0.118 % [2026-06-11 13:56:25] [2026-06-11 13:56:26] ✅ Finished target model 14: 1 files evaluated [2026-06-11 13:56:27] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-Q6_K/Qwen3.5_4B-MoQ-layers_0-3-Q6_K.gguf to free disk space [2026-06-11 13:56:27] ============================================================ [2026-06-11 13:56:27] TARGET MODEL 15/83: w-ahmad/test3 / MoQ-layers_0-3-Q8_0/Qwen3.5_4B-MoQ-layers_0-3-Q8_0.gguf [2026-06-11 13:56:27] ============================================================ [2026-06-11 13:57:00] [1/1] MoQ-layers_0-3-Q8_0/Qwen3.5_4B-MoQ-layers_0-3-Q8_0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:57:01] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-Q8_0/Qwen3.5_4B-MoQ-layers_0-3-Q8_0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:57:01] 0.00.407.303 I common_init_result: fitting params to device memory ... [2026-06-11 13:57:01] 0.00.407.314 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 13:57:12] 0.11.245.478 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 13:57:12] 0.11.298.279 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 13:57:13] 0.11.582.698 I [2026-06-11 13:57:13] 0.11.582.843 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 13:57:13] 0.11.678.297 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 13:57:30] 0.28.636.772 I kl_divergence: 16.96 seconds per pass - ETA 14.12 minutes [2026-06-11 13:57:30] [2026-06-11 13:57:30] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 13:57:30] 1 6.0181 ± 1.0228 0.00376 ± 0.00345 0.00081 ± 0.00012 1.027 ± 0.176 % 99.608 ± 0.392 % [2026-06-11 13:57:32] 2 8.9010 ± 1.1577 0.00435 ± 0.00241 0.00105 ± 0.00020 1.011 ± 0.120 % 99.608 ± 0.277 % [2026-06-11 13:57:34] 3 9.0976 ± 0.9502 0.00712 ± 0.00319 0.00281 ± 0.00174 2.192 ± 0.869 % 99.346 ± 0.292 % [2026-06-11 13:57:36] 4 8.9184 ± 0.7753 0.00648 ± 0.00246 0.00226 ± 0.00131 1.944 ± 0.735 % 99.020 ± 0.309 % [2026-06-11 13:57:38] 5 8.9754 ± 0.6846 0.00494 ± 0.00202 0.00198 ± 0.00104 1.782 ± 0.642 % 98.667 ± 0.321 % [2026-06-11 13:57:40] 6 9.2898 ± 0.6406 0.00492 ± 0.00173 0.00176 ± 0.00087 1.653 ± 0.576 % 98.366 ± 0.324 % [2026-06-11 13:57:42] 7 9.6173 ± 0.6144 0.00515 ± 0.00153 0.00161 ± 0.00075 1.551 ± 0.527 % 98.487 ± 0.289 % [2026-06-11 13:57:44] 8 10.4835 ± 0.6453 0.00525 ± 0.00141 0.00160 ± 0.00066 1.470 ± 0.486 % 98.480 ± 0.271 % [2026-06-11 13:57:47] 9 11.1065 ± 0.6490 0.00526 ± 0.00130 0.00151 ± 0.00059 1.408 ± 0.451 % 98.519 ± 0.252 % [2026-06-11 13:57:49] 10 11.5399 ± 0.6419 0.00512 ± 0.00119 0.00143 ± 0.00053 1.359 ± 0.421 % 98.431 ± 0.246 % [2026-06-11 13:57:51] 11 11.4282 ± 0.6041 0.00452 ± 0.00111 0.00136 ± 0.00048 1.311 ± 0.397 % 98.503 ± 0.229 % [2026-06-11 13:57:53] 12 11.5679 ± 0.5875 0.00467 ± 0.00104 0.00132 ± 0.00044 1.277 ± 0.373 % 98.529 ± 0.218 % [2026-06-11 13:57:55] 13 12.2570 ± 0.6079 0.00492 ± 0.00098 0.00128 ± 0.00041 1.245 ± 0.353 % 98.552 ± 0.208 % [2026-06-11 13:57:57] 14 11.6577 ± 0.5544 0.00446 ± 0.00103 0.00137 ± 0.00039 1.324 ± 0.319 % 98.627 ± 0.195 % [2026-06-11 13:58:00] 15 11.5430 ± 0.5300 0.00417 ± 0.00099 0.00135 ± 0.00036 1.297 ± 0.304 % 98.641 ± 0.187 % [2026-06-11 13:58:02] 16 11.6618 ± 0.5227 0.00414 ± 0.00095 0.00135 ± 0.00034 1.277 ± 0.290 % 98.578 ± 0.185 % [2026-06-11 13:58:04] 17 10.8592 ± 0.4679 0.00404 ± 0.00091 0.00132 ± 0.00032 1.265 ± 0.276 % 98.616 ± 0.177 % [2026-06-11 13:58:06] 18 10.8504 ± 0.4528 0.00397 ± 0.00087 0.00135 ± 0.00031 1.253 ± 0.263 % 98.649 ± 0.170 % [2026-06-11 13:58:08] 19 10.7401 ± 0.4373 0.00306 ± 0.00103 0.00223 ± 0.00090 1.529 ± 0.319 % 98.596 ± 0.169 % [2026-06-11 13:58:11] 20 10.7768 ± 0.4279 0.00338 ± 0.00106 0.00269 ± 0.00093 1.886 ± 0.342 % 98.608 ± 0.164 % [2026-06-11 13:58:13] 21 10.3897 ± 0.4001 0.00341 ± 0.00102 0.00261 ± 0.00088 1.857 ± 0.331 % 98.637 ± 0.158 % [2026-06-11 13:58:15] 22 10.2545 ± 0.3849 0.00317 ± 0.00099 0.00254 ± 0.00084 1.832 ± 0.320 % 98.610 ± 0.156 % [2026-06-11 13:58:17] 23 9.8595 ± 0.3595 0.00325 ± 0.00095 0.00249 ± 0.00081 1.811 ± 0.310 % 98.602 ± 0.153 % [2026-06-11 13:58:19] 24 9.3711 ± 0.3313 0.00340 ± 0.00092 0.00242 ± 0.00077 1.781 ± 0.302 % 98.611 ± 0.150 % [2026-06-11 13:58:22] 25 9.1920 ± 0.3171 0.00309 ± 0.00090 0.00236 ± 0.00074 1.755 ± 0.294 % 98.620 ± 0.146 % [2026-06-11 13:58:24] 26 8.9389 ± 0.2998 0.00281 ± 0.00087 0.00229 ± 0.00071 1.729 ± 0.287 % 98.627 ± 0.143 % [2026-06-11 13:58:26] 27 8.7710 ± 0.2875 0.00280 ± 0.00084 0.00224 ± 0.00069 1.706 ± 0.280 % 98.649 ± 0.139 % [2026-06-11 13:58:28] 28 8.6613 ± 0.2782 0.00286 ± 0.00082 0.00218 ± 0.00066 1.682 ± 0.274 % 98.683 ± 0.135 % [2026-06-11 13:58:30] 29 8.6192 ± 0.2718 0.00301 ± 0.00087 0.00214 ± 0.00064 1.665 ± 0.267 % 98.688 ± 0.132 % [2026-06-11 13:58:32] 30 8.5921 ± 0.2660 0.00297 ± 0.00084 0.00216 ± 0.00062 1.662 ± 0.259 % 98.667 ± 0.131 % [2026-06-11 13:58:35] 31 8.5055 ± 0.2581 0.00284 ± 0.00082 0.00212 ± 0.00060 1.641 ± 0.254 % 98.697 ± 0.128 % [2026-06-11 13:58:37] 32 8.5051 ± 0.2542 0.00278 ± 0.00080 0.00209 ± 0.00058 1.625 ± 0.249 % 98.701 ± 0.125 % [2026-06-11 13:58:39] 33 8.4589 ± 0.2486 0.00270 ± 0.00078 0.00207 ± 0.00056 1.609 ± 0.244 % 98.717 ± 0.123 % [2026-06-11 13:58:41] 34 8.5368 ± 0.2478 0.00259 ± 0.00076 0.00202 ± 0.00055 1.590 ± 0.239 % 98.720 ± 0.121 % [2026-06-11 13:58:43] 35 8.6315 ± 0.2469 0.00267 ± 0.00075 0.00199 ± 0.00053 1.575 ± 0.235 % 98.723 ± 0.119 % [2026-06-11 13:58:45] 36 8.8137 ± 0.2490 0.00261 ± 0.00073 0.00196 ± 0.00052 1.559 ± 0.231 % 98.660 ± 0.120 % [2026-06-11 13:58:47] 37 8.9263 ± 0.2486 0.00261 ± 0.00071 0.00193 ± 0.00050 1.542 ± 0.227 % 98.654 ± 0.119 % [2026-06-11 13:58:49] 38 8.9428 ± 0.2457 0.00266 ± 0.00070 0.00228 ± 0.00061 1.546 ± 0.221 % 98.648 ± 0.117 % [2026-06-11 13:58:51] 39 8.9370 ± 0.2425 0.00260 ± 0.00068 0.00225 ± 0.00060 1.537 ± 0.217 % 98.673 ± 0.115 % [2026-06-11 13:58:54] 40 8.9729 ± 0.2412 0.00280 ± 0.00073 0.00222 ± 0.00058 1.524 ± 0.213 % 98.647 ± 0.114 % [2026-06-11 13:58:56] 41 9.0201 ± 0.2399 0.00272 ± 0.00072 0.00219 ± 0.00057 1.520 ± 0.209 % 98.651 ± 0.113 % [2026-06-11 13:58:58] 42 9.0923 ± 0.2391 0.00243 ± 0.00070 0.00216 ± 0.00056 1.507 ± 0.205 % 98.637 ± 0.112 % [2026-06-11 13:59:00] 43 9.1195 ± 0.2376 0.00233 ± 0.00069 0.00212 ± 0.00054 1.493 ± 0.202 % 98.650 ± 0.110 % [2026-06-11 13:59:02] 44 9.1278 ± 0.2352 0.00204 ± 0.00068 0.00210 ± 0.00053 1.482 ± 0.199 % 98.645 ± 0.109 % [2026-06-11 13:59:04] 45 9.2232 ± 0.2356 0.00184 ± 0.00067 0.00207 ± 0.00052 1.471 ± 0.196 % 98.641 ± 0.108 % [2026-06-11 13:59:06] 46 9.1722 ± 0.2313 0.00176 ± 0.00066 0.00210 ± 0.00051 1.532 ± 0.196 % 98.653 ± 0.106 % [2026-06-11 13:59:08] 47 9.3551 ± 0.2345 0.00159 ± 0.00071 0.00222 ± 0.00051 1.535 ± 0.192 % 98.648 ± 0.105 % [2026-06-11 13:59:11] 48 9.4406 ± 0.2346 0.00167 ± 0.00071 0.00220 ± 0.00050 1.522 ± 0.189 % 98.652 ± 0.104 % [2026-06-11 13:59:13] 49 9.3440 ± 0.2292 0.00157 ± 0.00070 0.00217 ± 0.00049 1.512 ± 0.187 % 98.623 ± 0.104 % [2026-06-11 13:59:15] 50 9.3988 ± 0.2285 0.00155 ± 0.00069 0.00215 ± 0.00048 1.501 ± 0.184 % 98.635 ± 0.103 % [2026-06-11 13:59:15] [2026-06-11 13:59:15] ====== Perplexity statistics ====== [2026-06-11 13:59:15] Mean PPL(Q) : 9.398800 ± 0.228457 [2026-06-11 13:59:15] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 13:59:15] Cor(ln(PPL(Q)), ln(PPL(base))): 99.96% [2026-06-11 13:59:15] Mean ln(PPL(Q)/PPL(base)) : 0.001546 ± 0.000693 [2026-06-11 13:59:15] Mean PPL(Q)/PPL(base) : 1.001548 ± 0.000694 [2026-06-11 13:59:15] Mean PPL(Q)-PPL(base) : 0.014523 ± 0.006533 [2026-06-11 13:59:15] [2026-06-11 13:59:15] ====== KL divergence statistics ====== [2026-06-11 13:59:15] Mean KLD: 0.002153 ± 0.000478 [2026-06-11 13:59:15] Maximum KLD: 4.114986 [2026-06-11 13:59:15] 99.9% KLD: 0.140923 [2026-06-11 13:59:15] 99.0% KLD: 0.008215 [2026-06-11 13:59:15] 95.0% KLD: 0.002502 [2026-06-11 13:59:15] 90.0% KLD: 0.001916 [2026-06-11 13:59:15] Median KLD: 0.000419 [2026-06-11 13:59:15] 10.0% KLD: 0.000011 [2026-06-11 13:59:15] 5.0% KLD: 0.000003 [2026-06-11 13:59:15] 1.0% KLD: -0.000002 [2026-06-11 13:59:15] 0.1% KLD: -0.000016 [2026-06-11 13:59:15] Minimum KLD: -0.000064 [2026-06-11 13:59:15] [2026-06-11 13:59:15] ====== Token probability statistics ====== [2026-06-11 13:59:15] Mean Δp: -0.011 ± 0.013 % [2026-06-11 13:59:15] Maximum Δp: 60.269% [2026-06-11 13:59:15] 99.9% Δp: 6.948% [2026-06-11 13:59:15] 99.0% Δp: 2.948% [2026-06-11 13:59:15] 95.0% Δp: 1.256% [2026-06-11 13:59:15] 90.0% Δp: 0.525% [2026-06-11 13:59:15] 75.0% Δp: 0.071% [2026-06-11 13:59:15] Median Δp: 0.000% [2026-06-11 13:59:15] 25.0% Δp: -0.074% [2026-06-11 13:59:15] 10.0% Δp: -0.604% [2026-06-11 13:59:15] 5.0% Δp: -1.430% [2026-06-11 13:59:15] 1.0% Δp: -2.976% [2026-06-11 13:59:15] 0.1% Δp: -6.255% [2026-06-11 13:59:15] Minimum Δp: -59.291% [2026-06-11 13:59:15] RMS Δp : 1.501 ± 0.184 % [2026-06-11 13:59:15] Same top p: 98.635 ± 0.103 % [2026-06-11 13:59:15] [2026-06-11 13:59:16] ✅ Finished target model 15: 1 files evaluated [2026-06-11 13:59:17] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-Q8_0/Qwen3.5_4B-MoQ-layers_0-3-Q8_0.gguf to free disk space [2026-06-11 13:59:17] ============================================================ [2026-06-11 13:59:17] TARGET MODEL 16/83: w-ahmad/test3 / MoQ-layers_12-15-IQ1_M/Qwen3.5_4B-MoQ-layers_12-15-IQ1_M.gguf [2026-06-11 13:59:17] ============================================================ [2026-06-11 13:59:55] [1/1] MoQ-layers_12-15-IQ1_M/Qwen3.5_4B-MoQ-layers_12-15-IQ1_M.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 13:59:55] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ1_M/Qwen3.5_4B-MoQ-layers_12-15-IQ1_M.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 13:59:56] 0.00.329.999 I common_init_result: fitting params to device memory ... [2026-06-11 13:59:56] 0.00.330.010 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:00:06] 0.10.469.397 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:00:06] 0.10.518.316 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:00:06] 0.10.808.908 I [2026-06-11 14:00:06] 0.10.809.088 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:00:06] 0.10.901.791 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:00:08] 0.13.124.734 I kl_divergence: 2.22 seconds per pass - ETA 1.85 minutes [2026-06-11 14:00:08] [2026-06-11 14:00:08] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:00:09] 1 6.2903 ± 1.0806 0.04799 ± 0.03037 0.06644 ± 0.00981 6.521 ± 0.531 % 89.804 ± 1.899 % [2026-06-11 14:00:11] 2 9.5971 ± 1.2718 0.07964 ± 0.03011 0.10993 ± 0.01113 7.047 ± 0.451 % 87.255 ± 1.478 % [2026-06-11 14:00:13] 3 9.8197 ± 1.0418 0.08350 ± 0.02317 0.10691 ± 0.00797 7.761 ± 0.459 % 86.144 ± 1.250 % [2026-06-11 14:00:15] 4 9.6450 ± 0.8486 0.08480 ± 0.01920 0.10524 ± 0.00656 7.980 ± 0.439 % 85.980 ± 1.088 % [2026-06-11 14:00:17] 5 9.7404 ± 0.7498 0.08673 ± 0.01675 0.10445 ± 0.00565 8.191 ± 0.388 % 85.490 ± 0.987 % [2026-06-11 14:00:19] 6 10.1282 ± 0.7035 0.09132 ± 0.01461 0.10216 ± 0.00480 7.991 ± 0.346 % 84.248 ± 0.932 % [2026-06-11 14:00:21] 7 10.4563 ± 0.6732 0.08879 ± 0.01332 0.10115 ± 0.00423 7.877 ± 0.310 % 84.034 ± 0.867 % [2026-06-11 14:00:23] 8 11.3951 ± 0.7053 0.08864 ± 0.01244 0.10118 ± 0.00393 7.669 ± 0.284 % 83.873 ± 0.814 % [2026-06-11 14:00:25] 9 12.1377 ± 0.7147 0.09404 ± 0.01162 0.10027 ± 0.00355 7.569 ± 0.263 % 83.617 ± 0.773 % [2026-06-11 14:00:27] 10 12.6409 ± 0.7089 0.09625 ± 0.01086 0.09847 ± 0.00324 7.441 ± 0.245 % 83.490 ± 0.735 % [2026-06-11 14:00:29] 11 12.5124 ± 0.6667 0.09516 ± 0.01028 0.09739 ± 0.00300 7.476 ± 0.235 % 83.672 ± 0.698 % [2026-06-11 14:00:32] 12 12.6597 ± 0.6480 0.09486 ± 0.00972 0.09633 ± 0.00281 7.422 ± 0.221 % 83.824 ± 0.666 % [2026-06-11 14:00:34] 13 13.4077 ± 0.6695 0.09466 ± 0.00955 0.09818 ± 0.00272 7.414 ± 0.209 % 83.499 ± 0.645 % [2026-06-11 14:00:36] 14 12.7343 ± 0.6084 0.09279 ± 0.00923 0.09996 ± 0.00298 7.529 ± 0.206 % 83.866 ± 0.616 % [2026-06-11 14:00:38] 15 12.5472 ± 0.5777 0.08759 ± 0.00928 0.10425 ± 0.00348 7.683 ± 0.210 % 83.791 ± 0.596 % [2026-06-11 14:00:40] 16 12.6393 ± 0.5663 0.08463 ± 0.00928 0.10455 ± 0.00352 7.715 ± 0.201 % 83.824 ± 0.577 % [2026-06-11 14:00:42] 17 11.7385 ± 0.5054 0.08190 ± 0.00893 0.10405 ± 0.00337 7.884 ± 0.211 % 83.968 ± 0.557 % [2026-06-11 14:00:45] 18 11.7549 ± 0.4909 0.08403 ± 0.00875 0.10512 ± 0.00329 8.030 ± 0.228 % 83.943 ± 0.542 % [2026-06-11 14:00:47] 19 11.6428 ± 0.4749 0.08376 ± 0.00851 0.10842 ± 0.00392 8.182 ± 0.251 % 84.066 ± 0.526 % [2026-06-11 14:00:49] 20 11.6276 ± 0.4619 0.07936 ± 0.00832 0.11046 ± 0.00397 8.310 ± 0.254 % 84.078 ± 0.512 % [2026-06-11 14:00:51] 21 11.2340 ± 0.4331 0.08155 ± 0.00810 0.10985 ± 0.00380 8.357 ± 0.243 % 84.295 ± 0.497 % [2026-06-11 14:00:54] 22 11.0693 ± 0.4156 0.07962 ± 0.00798 0.11067 ± 0.00368 8.518 ± 0.243 % 84.207 ± 0.487 % [2026-06-11 14:00:56] 23 10.6462 ± 0.3883 0.08002 ± 0.00773 0.10994 ± 0.00355 8.683 ± 0.244 % 84.263 ± 0.476 % [2026-06-11 14:00:58] 24 10.1160 ± 0.3577 0.07989 ± 0.00748 0.10864 ± 0.00343 8.844 ± 0.241 % 84.412 ± 0.464 % [2026-06-11 14:01:00] 25 9.9459 ± 0.3432 0.08191 ± 0.00727 0.10817 ± 0.00332 8.984 ± 0.237 % 84.549 ± 0.453 % [2026-06-11 14:01:03] 26 9.6750 ± 0.3248 0.08195 ± 0.00706 0.10666 ± 0.00320 8.932 ± 0.230 % 84.646 ± 0.443 % [2026-06-11 14:01:05] 27 9.5014 ± 0.3116 0.08279 ± 0.00689 0.10620 ± 0.00310 8.998 ± 0.228 % 84.749 ± 0.433 % [2026-06-11 14:01:07] 28 9.3797 ± 0.3015 0.08254 ± 0.00669 0.10499 ± 0.00300 8.934 ± 0.222 % 84.860 ± 0.424 % [2026-06-11 14:01:09] 29 9.3412 ± 0.2948 0.08346 ± 0.00656 0.10477 ± 0.00292 8.997 ± 0.225 % 84.963 ± 0.416 % [2026-06-11 14:01:11] 30 9.3298 ± 0.2894 0.08534 ± 0.00646 0.10501 ± 0.00284 8.965 ± 0.219 % 84.889 ± 0.410 % [2026-06-11 14:01:13] 31 9.2351 ± 0.2807 0.08514 ± 0.00631 0.10465 ± 0.00276 8.917 ± 0.213 % 84.921 ± 0.403 % [2026-06-11 14:01:16] 32 9.2438 ± 0.2766 0.08608 ± 0.00621 0.10455 ± 0.00269 8.941 ± 0.209 % 84.828 ± 0.397 % [2026-06-11 14:01:18] 33 9.2001 ± 0.2709 0.08669 ± 0.00608 0.10452 ± 0.00262 8.967 ± 0.207 % 84.694 ± 0.393 % [2026-06-11 14:01:20] 34 9.2860 ± 0.2699 0.08671 ± 0.00599 0.10401 ± 0.00255 8.950 ± 0.204 % 84.752 ± 0.386 % [2026-06-11 14:01:22] 35 9.3807 ± 0.2687 0.08591 ± 0.00587 0.10430 ± 0.00249 8.949 ± 0.199 % 84.605 ± 0.382 % [2026-06-11 14:01:24] 36 9.5900 ± 0.2713 0.08702 ± 0.00579 0.10508 ± 0.00244 8.897 ± 0.196 % 84.575 ± 0.377 % [2026-06-11 14:01:26] 37 9.7071 ± 0.2707 0.08647 ± 0.00571 0.10531 ± 0.00238 8.843 ± 0.192 % 84.536 ± 0.372 % [2026-06-11 14:01:28] 38 9.7255 ± 0.2676 0.08657 ± 0.00565 0.10539 ± 0.00234 8.819 ± 0.188 % 84.499 ± 0.368 % [2026-06-11 14:01:31] 39 9.7118 ± 0.2638 0.08574 ± 0.00556 0.10537 ± 0.00229 8.858 ± 0.186 % 84.525 ± 0.363 % [2026-06-11 14:01:33] 40 9.7477 ± 0.2623 0.08562 ± 0.00548 0.10566 ± 0.00232 8.879 ± 0.189 % 84.480 ± 0.359 % [2026-06-11 14:01:35] 41 9.7948 ± 0.2608 0.08512 ± 0.00541 0.10579 ± 0.00228 8.863 ± 0.185 % 84.505 ± 0.354 % [2026-06-11 14:01:37] 42 9.8554 ± 0.2592 0.08302 ± 0.00535 0.10581 ± 0.00224 8.877 ± 0.183 % 84.435 ± 0.350 % [2026-06-11 14:01:39] 43 9.9014 ± 0.2582 0.08459 ± 0.00530 0.10636 ± 0.00223 8.928 ± 0.182 % 84.387 ± 0.347 % [2026-06-11 14:01:41] 44 9.9007 ± 0.2552 0.08332 ± 0.00526 0.10667 ± 0.00219 8.932 ± 0.179 % 84.349 ± 0.343 % [2026-06-11 14:01:43] 45 9.9981 ± 0.2554 0.08250 ± 0.00522 0.10606 ± 0.00214 8.900 ± 0.176 % 84.288 ± 0.340 % [2026-06-11 14:01:46] 46 9.9429 ± 0.2506 0.08243 ± 0.00516 0.10596 ± 0.00211 8.914 ± 0.174 % 84.356 ± 0.335 % [2026-06-11 14:01:48] 47 10.1228 ± 0.2534 0.08046 ± 0.00516 0.10702 ± 0.00216 8.911 ± 0.172 % 84.239 ± 0.333 % [2026-06-11 14:01:50] 48 10.2090 ± 0.2532 0.07992 ± 0.00509 0.10654 ± 0.00212 8.864 ± 0.170 % 84.363 ± 0.328 % [2026-06-11 14:01:52] 49 10.1038 ± 0.2474 0.07975 ± 0.00503 0.10741 ± 0.00249 8.859 ± 0.171 % 84.314 ± 0.325 % [2026-06-11 14:01:54] 50 10.1619 ± 0.2466 0.07961 ± 0.00498 0.10747 ± 0.00245 8.855 ± 0.169 % 84.384 ± 0.321 % [2026-06-11 14:01:54] [2026-06-11 14:01:54] ====== Perplexity statistics ====== [2026-06-11 14:01:54] Mean PPL(Q) : 10.161924 ± 0.246569 [2026-06-11 14:01:54] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:01:54] Cor(ln(PPL(Q)), ln(PPL(base))): 97.90% [2026-06-11 14:01:54] Mean ln(PPL(Q)/PPL(base)) : 0.079612 ± 0.004976 [2026-06-11 14:01:54] Mean PPL(Q)/PPL(base) : 1.082867 ± 0.005389 [2026-06-11 14:01:54] Mean PPL(Q)-PPL(base) : 0.777648 ± 0.052092 [2026-06-11 14:01:54] [2026-06-11 14:01:54] ====== KL divergence statistics ====== [2026-06-11 14:01:54] Mean KLD: 0.107468 ± 0.002445 [2026-06-11 14:01:54] Maximum KLD: 17.179234 [2026-06-11 14:01:54] 99.9% KLD: 3.173257 [2026-06-11 14:01:54] 99.0% KLD: 0.789830 [2026-06-11 14:01:54] 95.0% KLD: 0.328313 [2026-06-11 14:01:54] 90.0% KLD: 0.223837 [2026-06-11 14:01:54] Median KLD: 0.059609 [2026-06-11 14:01:54] 10.0% KLD: 0.003484 [2026-06-11 14:01:54] 5.0% KLD: 0.001197 [2026-06-11 14:01:54] 1.0% KLD: 0.000188 [2026-06-11 14:01:54] 0.1% KLD: 0.000029 [2026-06-11 14:01:54] Minimum KLD: 0.000004 [2026-06-11 14:01:54] [2026-06-11 14:01:54] ====== Token probability statistics ====== [2026-06-11 14:01:54] Mean Δp: -2.128 ± 0.076 % [2026-06-11 14:01:54] Maximum Δp: 98.718% [2026-06-11 14:01:54] 99.9% Δp: 46.903% [2026-06-11 14:01:54] 99.0% Δp: 18.403% [2026-06-11 14:01:54] 95.0% Δp: 7.608% [2026-06-11 14:01:54] 90.0% Δp: 3.836% [2026-06-11 14:01:54] 75.0% Δp: 0.328% [2026-06-11 14:01:54] Median Δp: -0.253% [2026-06-11 14:01:54] 25.0% Δp: -3.776% [2026-06-11 14:01:54] 10.0% Δp: -10.869% [2026-06-11 14:01:54] 5.0% Δp: -16.734% [2026-06-11 14:01:54] 1.0% Δp: -31.442% [2026-06-11 14:01:54] 0.1% Δp: -64.056% [2026-06-11 14:01:54] Minimum Δp: -85.011% [2026-06-11 14:01:54] RMS Δp : 8.855 ± 0.169 % [2026-06-11 14:01:54] Same top p: 84.384 ± 0.321 % [2026-06-11 14:01:54] [2026-06-11 14:01:55] ✅ Finished target model 16: 1 files evaluated [2026-06-11 14:01:56] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ1_M/Qwen3.5_4B-MoQ-layers_12-15-IQ1_M.gguf to free disk space [2026-06-11 14:01:56] ============================================================ [2026-06-11 14:01:56] TARGET MODEL 17/83: w-ahmad/test3 / MoQ-layers_12-15-IQ1_S/Qwen3.5_4B-MoQ-layers_12-15-IQ1_S.gguf [2026-06-11 14:01:56] ============================================================ [2026-06-11 14:02:18] [1/1] MoQ-layers_12-15-IQ1_S/Qwen3.5_4B-MoQ-layers_12-15-IQ1_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:02:18] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ1_S/Qwen3.5_4B-MoQ-layers_12-15-IQ1_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:02:19] 0.00.369.751 I common_init_result: fitting params to device memory ... [2026-06-11 14:02:19] 0.00.369.762 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:02:29] 0.10.296.722 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:02:29] 0.10.352.077 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:02:29] 0.10.638.524 I [2026-06-11 14:02:29] 0.10.638.705 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:02:29] 0.10.735.888 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:02:31] 0.12.946.574 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 14:02:31] [2026-06-11 14:02:31] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:02:32] 1 6.5965 ± 1.1231 0.09554 ± 0.03222 0.08106 ± 0.00996 8.748 ± 0.805 % 90.588 ± 1.832 % [2026-06-11 14:02:34] 2 9.8457 ± 1.2913 0.10522 ± 0.03223 0.12482 ± 0.01081 9.201 ± 0.605 % 85.294 ± 1.570 % [2026-06-11 14:02:36] 3 10.0333 ± 1.0512 0.10502 ± 0.02665 0.13615 ± 0.00898 9.589 ± 0.494 % 83.529 ± 1.342 % [2026-06-11 14:02:38] 4 9.8533 ± 0.8605 0.10617 ± 0.02191 0.12940 ± 0.00726 9.837 ± 0.485 % 83.922 ± 1.151 % [2026-06-11 14:02:40] 5 9.8693 ± 0.7564 0.09988 ± 0.01870 0.12650 ± 0.00632 9.656 ± 0.426 % 83.765 ± 1.033 % [2026-06-11 14:02:42] 6 10.2443 ± 0.7110 0.10273 ± 0.01659 0.12542 ± 0.00547 9.432 ± 0.385 % 83.333 ± 0.953 % [2026-06-11 14:02:44] 7 10.5966 ± 0.6830 0.10212 ± 0.01522 0.12447 ± 0.00494 9.310 ± 0.349 % 83.529 ± 0.878 % [2026-06-11 14:02:46] 8 11.4943 ± 0.7113 0.09730 ± 0.01421 0.12593 ± 0.00516 9.039 ± 0.320 % 83.186 ± 0.828 % [2026-06-11 14:02:48] 9 12.2436 ± 0.7217 0.10273 ± 0.01318 0.12316 ± 0.00466 8.825 ± 0.295 % 83.268 ± 0.779 % [2026-06-11 14:02:51] 10 12.7564 ± 0.7157 0.10534 ± 0.01233 0.12303 ± 0.00444 8.658 ± 0.276 % 82.588 ± 0.751 % [2026-06-11 14:02:53] 11 12.6650 ± 0.6769 0.10728 ± 0.01178 0.12229 ± 0.00411 8.602 ± 0.261 % 82.602 ± 0.716 % [2026-06-11 14:02:55] 12 12.7993 ± 0.6568 0.10583 ± 0.01115 0.12052 ± 0.00382 8.496 ± 0.247 % 82.810 ± 0.682 % [2026-06-11 14:02:57] 13 13.5455 ± 0.6767 0.10488 ± 0.01096 0.12427 ± 0.00367 8.469 ± 0.234 % 82.443 ± 0.661 % [2026-06-11 14:02:59] 14 12.8141 ± 0.6125 0.09903 ± 0.01047 0.12533 ± 0.00374 8.646 ± 0.232 % 82.465 ± 0.637 % [2026-06-11 14:03:02] 15 12.5334 ± 0.5766 0.08649 ± 0.01065 0.13178 ± 0.00523 8.907 ± 0.273 % 82.458 ± 0.615 % [2026-06-11 14:03:04] 16 12.5600 ± 0.5614 0.07834 ± 0.01049 0.13086 ± 0.00511 8.832 ± 0.261 % 82.598 ± 0.594 % [2026-06-11 14:03:06] 17 11.6695 ± 0.5013 0.07600 ± 0.01003 0.12963 ± 0.00487 8.904 ± 0.252 % 82.791 ± 0.573 % [2026-06-11 14:03:08] 18 11.6598 ± 0.4853 0.07591 ± 0.00973 0.12892 ± 0.00464 8.923 ± 0.248 % 82.919 ± 0.556 % [2026-06-11 14:03:11] 19 11.5373 ± 0.4681 0.07465 ± 0.00941 0.13187 ± 0.00490 9.141 ± 0.268 % 82.931 ± 0.541 % [2026-06-11 14:03:13] 20 11.5487 ± 0.4566 0.07256 ± 0.00916 0.13336 ± 0.00478 9.183 ± 0.260 % 82.941 ± 0.527 % [2026-06-11 14:03:15] 21 11.1623 ± 0.4283 0.07514 ± 0.00893 0.13310 ± 0.00458 9.269 ± 0.250 % 83.119 ± 0.512 % [2026-06-11 14:03:17] 22 10.9945 ± 0.4108 0.07284 ± 0.00876 0.13386 ± 0.00444 9.326 ± 0.243 % 83.048 ± 0.501 % [2026-06-11 14:03:19] 23 10.5613 ± 0.3835 0.07201 ± 0.00846 0.13139 ± 0.00426 9.285 ± 0.235 % 83.342 ± 0.487 % [2026-06-11 14:03:22] 24 10.0350 ± 0.3533 0.07184 ± 0.00815 0.12945 ± 0.00410 9.309 ± 0.228 % 83.611 ± 0.473 % [2026-06-11 14:03:24] 25 9.8537 ± 0.3383 0.07261 ± 0.00793 0.12904 ± 0.00396 9.437 ± 0.222 % 83.624 ± 0.464 % [2026-06-11 14:03:26] 26 9.5903 ± 0.3203 0.07315 ± 0.00770 0.12812 ± 0.00385 9.388 ± 0.216 % 83.771 ± 0.453 % [2026-06-11 14:03:28] 27 9.4149 ± 0.3070 0.07365 ± 0.00751 0.12688 ± 0.00371 9.389 ± 0.210 % 83.980 ± 0.442 % [2026-06-11 14:03:30] 28 9.2863 ± 0.2969 0.07254 ± 0.00730 0.12535 ± 0.00359 9.321 ± 0.205 % 84.020 ± 0.434 % [2026-06-11 14:03:32] 29 9.2490 ± 0.2903 0.07354 ± 0.00713 0.12485 ± 0.00348 9.332 ± 0.201 % 84.070 ± 0.426 % [2026-06-11 14:03:34] 30 9.2409 ± 0.2850 0.07576 ± 0.00701 0.12536 ± 0.00338 9.297 ± 0.196 % 84.170 ± 0.417 % [2026-06-11 14:03:36] 31 9.1530 ± 0.2767 0.07621 ± 0.00685 0.12464 ± 0.00328 9.266 ± 0.191 % 84.263 ± 0.410 % [2026-06-11 14:03:39] 32 9.1729 ± 0.2732 0.07837 ± 0.00672 0.12467 ± 0.00319 9.275 ± 0.187 % 84.142 ± 0.404 % [2026-06-11 14:03:41] 33 9.1276 ± 0.2673 0.07879 ± 0.00658 0.12430 ± 0.00311 9.295 ± 0.185 % 84.100 ± 0.399 % [2026-06-11 14:03:43] 34 9.2092 ± 0.2663 0.07840 ± 0.00646 0.12356 ± 0.00302 9.263 ± 0.181 % 84.118 ± 0.393 % [2026-06-11 14:03:45] 35 9.3043 ± 0.2651 0.07773 ± 0.00634 0.12399 ± 0.00295 9.279 ± 0.177 % 83.966 ± 0.388 % [2026-06-11 14:03:47] 36 9.5280 ± 0.2682 0.08055 ± 0.00626 0.12509 ± 0.00290 9.240 ± 0.175 % 83.943 ± 0.383 % [2026-06-11 14:03:49] 37 9.6551 ± 0.2681 0.08109 ± 0.00618 0.12524 ± 0.00284 9.198 ± 0.171 % 83.943 ± 0.378 % [2026-06-11 14:03:51] 38 9.6739 ± 0.2652 0.08125 ± 0.00611 0.12568 ± 0.00281 9.175 ± 0.168 % 83.911 ± 0.373 % [2026-06-11 14:03:53] 39 9.6638 ± 0.2615 0.08078 ± 0.00601 0.12526 ± 0.00274 9.182 ± 0.165 % 83.982 ± 0.368 % [2026-06-11 14:03:55] 40 9.7102 ± 0.2604 0.08177 ± 0.00594 0.12572 ± 0.00280 9.232 ± 0.170 % 83.941 ± 0.364 % [2026-06-11 14:03:57] 41 9.7546 ± 0.2589 0.08100 ± 0.00588 0.12635 ± 0.00277 9.298 ± 0.174 % 83.883 ± 0.360 % [2026-06-11 14:04:00] 42 9.8179 ± 0.2574 0.07921 ± 0.00581 0.12647 ± 0.00272 9.269 ± 0.171 % 83.894 ± 0.355 % [2026-06-11 14:04:02] 43 9.8382 ± 0.2556 0.07819 ± 0.00575 0.12709 ± 0.00268 9.299 ± 0.170 % 83.821 ± 0.352 % [2026-06-11 14:04:04] 44 9.8378 ± 0.2526 0.07695 ± 0.00571 0.12757 ± 0.00265 9.299 ± 0.168 % 83.815 ± 0.348 % [2026-06-11 14:04:06] 45 9.9466 ± 0.2531 0.07734 ± 0.00567 0.12702 ± 0.00260 9.280 ± 0.166 % 83.817 ± 0.344 % [2026-06-11 14:04:08] 46 9.8815 ± 0.2482 0.07625 ± 0.00561 0.12720 ± 0.00258 9.282 ± 0.164 % 83.913 ± 0.339 % [2026-06-11 14:04:10] 47 10.0616 ± 0.2508 0.07439 ± 0.00563 0.12860 ± 0.00259 9.273 ± 0.161 % 83.788 ± 0.337 % [2026-06-11 14:04:12] 48 10.1504 ± 0.2508 0.07416 ± 0.00559 0.12800 ± 0.00255 9.236 ± 0.159 % 83.864 ± 0.333 % [2026-06-11 14:04:15] 49 10.0402 ± 0.2449 0.07344 ± 0.00552 0.12865 ± 0.00279 9.232 ± 0.161 % 83.858 ± 0.329 % [2026-06-11 14:04:17] 50 10.0972 ± 0.2440 0.07322 ± 0.00545 0.12843 ± 0.00274 9.222 ± 0.159 % 83.906 ± 0.325 % [2026-06-11 14:04:17] [2026-06-11 14:04:17] ====== Perplexity statistics ====== [2026-06-11 14:04:17] Mean PPL(Q) : 10.097171 ± 0.244041 [2026-06-11 14:04:17] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:04:17] Cor(ln(PPL(Q)), ln(PPL(base))): 97.47% [2026-06-11 14:04:17] Mean ln(PPL(Q)/PPL(base)) : 0.073220 ± 0.005450 [2026-06-11 14:04:17] Mean PPL(Q)/PPL(base) : 1.075967 ± 0.005864 [2026-06-11 14:04:17] Mean PPL(Q)-PPL(base) : 0.712894 ± 0.055471 [2026-06-11 14:04:17] [2026-06-11 14:04:17] ====== KL divergence statistics ====== [2026-06-11 14:04:17] Mean KLD: 0.128431 ± 0.002737 [2026-06-11 14:04:17] Maximum KLD: 15.465869 [2026-06-11 14:04:17] 99.9% KLD: 3.326381 [2026-06-11 14:04:17] 99.0% KLD: 0.862351 [2026-06-11 14:04:17] 95.0% KLD: 0.388780 [2026-06-11 14:04:17] 90.0% KLD: 0.263498 [2026-06-11 14:04:17] Median KLD: 0.072948 [2026-06-11 14:04:17] 10.0% KLD: 0.004592 [2026-06-11 14:04:17] 5.0% KLD: 0.001639 [2026-06-11 14:04:17] 1.0% KLD: 0.000231 [2026-06-11 14:04:17] 0.1% KLD: 0.000031 [2026-06-11 14:04:17] Minimum KLD: 0.000001 [2026-06-11 14:04:17] [2026-06-11 14:04:17] ====== Token probability statistics ====== [2026-06-11 14:04:17] Mean Δp: -2.143 ± 0.079 % [2026-06-11 14:04:17] Maximum Δp: 97.407% [2026-06-11 14:04:17] 99.9% Δp: 58.300% [2026-06-11 14:04:17] 99.0% Δp: 20.857% [2026-06-11 14:04:17] 95.0% Δp: 8.615% [2026-06-11 14:04:17] 90.0% Δp: 4.189% [2026-06-11 14:04:17] 75.0% Δp: 0.342% [2026-06-11 14:04:17] Median Δp: -0.293% [2026-06-11 14:04:17] 25.0% Δp: -4.057% [2026-06-11 14:04:17] 10.0% Δp: -11.566% [2026-06-11 14:04:17] 5.0% Δp: -17.739% [2026-06-11 14:04:17] 1.0% Δp: -33.004% [2026-06-11 14:04:17] 0.1% Δp: -52.664% [2026-06-11 14:04:17] Minimum Δp: -90.206% [2026-06-11 14:04:17] RMS Δp : 9.222 ± 0.159 % [2026-06-11 14:04:17] Same top p: 83.906 ± 0.325 % [2026-06-11 14:04:17] [2026-06-11 14:04:17] ✅ Finished target model 17: 1 files evaluated [2026-06-11 14:04:19] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ1_S/Qwen3.5_4B-MoQ-layers_12-15-IQ1_S.gguf to free disk space [2026-06-11 14:04:19] ============================================================ [2026-06-11 14:04:19] TARGET MODEL 18/83: w-ahmad/test3 / MoQ-layers_12-15-IQ2_S/Qwen3.5_4B-MoQ-layers_12-15-IQ2_S.gguf [2026-06-11 14:04:19] ============================================================ [2026-06-11 14:04:41] [1/1] MoQ-layers_12-15-IQ2_S/Qwen3.5_4B-MoQ-layers_12-15-IQ2_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:04:41] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ2_S/Qwen3.5_4B-MoQ-layers_12-15-IQ2_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:04:42] 0.00.304.831 I common_init_result: fitting params to device memory ... [2026-06-11 14:04:42] 0.00.304.849 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:04:52] 0.10.602.922 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:04:52] 0.10.653.018 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:04:52] 0.10.944.887 I [2026-06-11 14:04:52] 0.10.945.026 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:04:52] 0.11.044.033 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:04:55] 0.13.231.662 I kl_divergence: 2.19 seconds per pass - ETA 1.82 minutes [2026-06-11 14:04:55] [2026-06-11 14:04:55] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:04:55] 1 6.2350 ± 1.0796 0.03917 ± 0.01434 0.02195 ± 0.00206 4.019 ± 0.374 % 94.118 ± 1.476 % [2026-06-11 14:04:57] 2 9.1078 ± 1.1954 0.02732 ± 0.01190 0.02548 ± 0.00154 3.990 ± 0.267 % 91.765 ± 1.218 % [2026-06-11 14:04:59] 3 9.4818 ± 1.0123 0.04849 ± 0.02074 0.04745 ± 0.01475 5.465 ± 0.698 % 90.850 ± 1.043 % [2026-06-11 14:05:01] 4 9.2841 ± 0.8219 0.04667 ± 0.01651 0.04339 ± 0.01126 5.710 ± 0.754 % 91.176 ± 0.889 % [2026-06-11 14:05:03] 5 9.3190 ± 0.7228 0.04250 ± 0.01351 0.03990 ± 0.00902 5.428 ± 0.639 % 91.294 ± 0.790 % [2026-06-11 14:05:05] 6 9.6648 ± 0.6761 0.04449 ± 0.01157 0.03792 ± 0.00752 5.174 ± 0.561 % 90.850 ± 0.737 % [2026-06-11 14:05:08] 7 9.9733 ± 0.6447 0.04150 ± 0.01024 0.03665 ± 0.00646 4.983 ± 0.502 % 90.588 ± 0.691 % [2026-06-11 14:05:10] 8 10.8595 ± 0.6749 0.04049 ± 0.00934 0.03711 ± 0.00570 4.843 ± 0.454 % 90.882 ± 0.637 % [2026-06-11 14:05:12] 9 11.5041 ± 0.6784 0.04043 ± 0.00856 0.03590 ± 0.00507 4.683 ± 0.419 % 90.719 ± 0.606 % [2026-06-11 14:05:14] 10 11.9122 ± 0.6676 0.03687 ± 0.00792 0.03491 ± 0.00457 4.542 ± 0.389 % 90.627 ± 0.577 % [2026-06-11 14:05:16] 11 11.8166 ± 0.6305 0.03795 ± 0.00735 0.03403 ± 0.00416 4.454 ± 0.361 % 90.731 ± 0.548 % [2026-06-11 14:05:18] 12 11.9736 ± 0.6144 0.03914 ± 0.00691 0.03349 ± 0.00381 4.448 ± 0.333 % 90.752 ± 0.524 % [2026-06-11 14:05:21] 13 12.6982 ± 0.6356 0.04028 ± 0.00659 0.03366 ± 0.00353 4.442 ± 0.311 % 90.679 ± 0.505 % [2026-06-11 14:05:23] 14 12.0342 ± 0.5773 0.03624 ± 0.00627 0.03378 ± 0.00330 4.545 ± 0.289 % 90.672 ± 0.487 % [2026-06-11 14:05:25] 15 11.8638 ± 0.5481 0.03158 ± 0.00630 0.03448 ± 0.00313 4.668 ± 0.305 % 90.771 ± 0.468 % [2026-06-11 14:05:27] 16 12.0141 ± 0.5420 0.03390 ± 0.00602 0.03409 ± 0.00294 4.637 ± 0.289 % 90.686 ± 0.455 % [2026-06-11 14:05:29] 17 11.1631 ± 0.4840 0.03163 ± 0.00575 0.03393 ± 0.00278 4.685 ± 0.274 % 90.796 ± 0.439 % [2026-06-11 14:05:32] 18 11.1666 ± 0.4691 0.03269 ± 0.00555 0.03421 ± 0.00264 4.784 ± 0.268 % 90.850 ± 0.426 % [2026-06-11 14:05:34] 19 11.0491 ± 0.4528 0.03142 ± 0.00534 0.03436 ± 0.00252 4.740 ± 0.257 % 90.877 ± 0.414 % [2026-06-11 14:05:36] 20 11.0933 ± 0.4434 0.03232 ± 0.00520 0.03631 ± 0.00270 4.853 ± 0.254 % 90.765 ± 0.405 % [2026-06-11 14:05:38] 21 10.6970 ± 0.4152 0.03256 ± 0.00503 0.03628 ± 0.00258 4.841 ± 0.243 % 90.831 ± 0.394 % [2026-06-11 14:05:41] 22 10.5607 ± 0.3992 0.03259 ± 0.00494 0.03638 ± 0.00247 4.870 ± 0.235 % 90.784 ± 0.386 % [2026-06-11 14:05:43] 23 10.1670 ± 0.3734 0.03396 ± 0.00483 0.03692 ± 0.00242 5.093 ± 0.251 % 90.844 ± 0.377 % [2026-06-11 14:05:45] 24 9.6624 ± 0.3439 0.03401 ± 0.00466 0.03658 ± 0.00233 5.210 ± 0.250 % 90.850 ± 0.369 % [2026-06-11 14:05:47] 25 9.4800 ± 0.3293 0.03394 ± 0.00453 0.03659 ± 0.00225 5.296 ± 0.243 % 90.965 ± 0.359 % [2026-06-11 14:05:49] 26 9.2191 ± 0.3114 0.03368 ± 0.00440 0.03613 ± 0.00216 5.271 ± 0.235 % 91.041 ± 0.351 % [2026-06-11 14:05:52] 27 9.0420 ± 0.2983 0.03323 ± 0.00428 0.03579 ± 0.00208 5.238 ± 0.229 % 91.111 ± 0.343 % [2026-06-11 14:05:54] 28 8.9343 ± 0.2890 0.03389 ± 0.00418 0.03574 ± 0.00201 5.274 ± 0.222 % 91.176 ± 0.336 % [2026-06-11 14:05:56] 29 8.8904 ± 0.2822 0.03399 ± 0.00409 0.03543 ± 0.00195 5.246 ± 0.216 % 91.305 ± 0.328 % [2026-06-11 14:05:58] 30 8.8643 ± 0.2763 0.03416 ± 0.00400 0.03541 ± 0.00188 5.216 ± 0.210 % 91.268 ± 0.323 % [2026-06-11 14:06:00] 31 8.7792 ± 0.2682 0.03452 ± 0.00391 0.03527 ± 0.00183 5.247 ± 0.210 % 91.309 ± 0.317 % [2026-06-11 14:06:02] 32 8.7849 ± 0.2643 0.03516 ± 0.00384 0.03534 ± 0.00178 5.285 ± 0.204 % 91.225 ± 0.313 % [2026-06-11 14:06:04] 33 8.7415 ± 0.2587 0.03556 ± 0.00375 0.03515 ± 0.00173 5.250 ± 0.200 % 91.242 ± 0.308 % [2026-06-11 14:06:06] 34 8.8187 ± 0.2576 0.03507 ± 0.00369 0.03488 ± 0.00168 5.228 ± 0.195 % 91.303 ± 0.303 % [2026-06-11 14:06:08] 35 8.9126 ± 0.2565 0.03472 ± 0.00362 0.03494 ± 0.00163 5.226 ± 0.191 % 91.283 ± 0.299 % [2026-06-11 14:06:11] 36 9.1043 ± 0.2588 0.03506 ± 0.00357 0.03527 ± 0.00159 5.208 ± 0.187 % 91.253 ± 0.295 % [2026-06-11 14:06:13] 37 9.2163 ± 0.2582 0.03457 ± 0.00352 0.03533 ± 0.00155 5.173 ± 0.184 % 91.309 ± 0.290 % [2026-06-11 14:06:15] 38 9.2260 ± 0.2549 0.03384 ± 0.00346 0.03524 ± 0.00151 5.137 ± 0.180 % 91.352 ± 0.286 % [2026-06-11 14:06:17] 39 9.2158 ± 0.2514 0.03331 ± 0.00340 0.03538 ± 0.00149 5.130 ± 0.176 % 91.332 ± 0.282 % [2026-06-11 14:06:19] 40 9.2580 ± 0.2501 0.03408 ± 0.00335 0.03515 ± 0.00145 5.106 ± 0.173 % 91.294 ± 0.279 % [2026-06-11 14:06:21] 41 9.3080 ± 0.2489 0.03414 ± 0.00331 0.03525 ± 0.00142 5.139 ± 0.175 % 91.239 ± 0.277 % [2026-06-11 14:06:23] 42 9.3893 ± 0.2482 0.03458 ± 0.00326 0.03526 ± 0.00139 5.146 ± 0.172 % 91.167 ± 0.274 % [2026-06-11 14:06:25] 43 9.4212 ± 0.2469 0.03488 ± 0.00322 0.03528 ± 0.00136 5.129 ± 0.169 % 91.154 ± 0.271 % [2026-06-11 14:06:28] 44 9.4337 ± 0.2444 0.03500 ± 0.00318 0.03524 ± 0.00133 5.119 ± 0.166 % 91.132 ± 0.268 % [2026-06-11 14:06:30] 45 9.5362 ± 0.2450 0.03521 ± 0.00314 0.03506 ± 0.00130 5.098 ± 0.163 % 91.129 ± 0.265 % [2026-06-11 14:06:32] 46 9.4791 ± 0.2404 0.03467 ± 0.00310 0.03495 ± 0.00128 5.121 ± 0.162 % 91.185 ± 0.262 % [2026-06-11 14:06:34] 47 9.6594 ± 0.2434 0.03359 ± 0.00307 0.03525 ± 0.00128 5.130 ± 0.161 % 91.114 ± 0.260 % [2026-06-11 14:06:36] 48 9.7411 ± 0.2431 0.03300 ± 0.00304 0.03509 ± 0.00125 5.102 ± 0.159 % 91.185 ± 0.256 % [2026-06-11 14:06:38] 49 9.6409 ± 0.2375 0.03286 ± 0.00299 0.03493 ± 0.00123 5.080 ± 0.156 % 91.228 ± 0.253 % [2026-06-11 14:06:41] 50 9.6982 ± 0.2368 0.03290 ± 0.00295 0.03485 ± 0.00121 5.066 ± 0.154 % 91.231 ± 0.250 % [2026-06-11 14:06:41] [2026-06-11 14:06:41] ====== Perplexity statistics ====== [2026-06-11 14:06:41] Mean PPL(Q) : 9.698154 ± 0.236840 [2026-06-11 14:06:41] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:06:41] Cor(ln(PPL(Q)), ln(PPL(base))): 99.27% [2026-06-11 14:06:41] Mean ln(PPL(Q)/PPL(base)) : 0.032900 ± 0.002952 [2026-06-11 14:06:41] Mean PPL(Q)/PPL(base) : 1.033447 ± 0.003051 [2026-06-11 14:06:41] Mean PPL(Q)-PPL(base) : 0.313878 ± 0.029542 [2026-06-11 14:06:41] [2026-06-11 14:06:41] ====== KL divergence statistics ====== [2026-06-11 14:06:41] Mean KLD: 0.034851 ± 0.001211 [2026-06-11 14:06:41] Maximum KLD: 10.936318 [2026-06-11 14:06:41] 99.9% KLD: 1.207890 [2026-06-11 14:06:41] 99.0% KLD: 0.237749 [2026-06-11 14:06:41] 95.0% KLD: 0.102078 [2026-06-11 14:06:41] 90.0% KLD: 0.070007 [2026-06-11 14:06:41] Median KLD: 0.017913 [2026-06-11 14:06:41] 10.0% KLD: 0.000967 [2026-06-11 14:06:41] 5.0% KLD: 0.000304 [2026-06-11 14:06:41] 1.0% KLD: 0.000041 [2026-06-11 14:06:41] 0.1% KLD: 0.000005 [2026-06-11 14:06:41] Minimum KLD: -0.000037 [2026-06-11 14:06:41] [2026-06-11 14:06:41] ====== Token probability statistics ====== [2026-06-11 14:06:41] Mean Δp: -0.636 ± 0.045 % [2026-06-11 14:06:41] Maximum Δp: 74.183% [2026-06-11 14:06:41] 99.9% Δp: 28.357% [2026-06-11 14:06:41] 99.0% Δp: 11.682% [2026-06-11 14:06:41] 95.0% Δp: 5.310% [2026-06-11 14:06:41] 90.0% Δp: 2.870% [2026-06-11 14:06:41] 75.0% Δp: 0.413% [2026-06-11 14:06:41] Median Δp: -0.043% [2026-06-11 14:06:41] 25.0% Δp: -1.399% [2026-06-11 14:06:41] 10.0% Δp: -4.775% [2026-06-11 14:06:41] 5.0% Δp: -7.722% [2026-06-11 14:06:41] 1.0% Δp: -16.577% [2026-06-11 14:06:41] 0.1% Δp: -48.345% [2026-06-11 14:06:41] Minimum Δp: -80.906% [2026-06-11 14:06:41] RMS Δp : 5.066 ± 0.154 % [2026-06-11 14:06:41] Same top p: 91.231 ± 0.250 % [2026-06-11 14:06:41] [2026-06-11 14:06:41] ✅ Finished target model 18: 1 files evaluated [2026-06-11 14:06:43] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ2_S/Qwen3.5_4B-MoQ-layers_12-15-IQ2_S.gguf to free disk space [2026-06-11 14:06:43] ============================================================ [2026-06-11 14:06:43] TARGET MODEL 19/83: w-ahmad/test3 / MoQ-layers_12-15-IQ2_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XS.gguf [2026-06-11 14:06:43] ============================================================ [2026-06-11 14:07:04] [1/1] MoQ-layers_12-15-IQ2_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:07:05] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ2_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:07:05] 0.00.380.355 I common_init_result: fitting params to device memory ... [2026-06-11 14:07:05] 0.00.380.365 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:07:15] 0.10.648.052 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:07:16] 0.10.707.954 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:07:16] 0.11.014.457 I [2026-06-11 14:07:16] 0.11.014.636 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:07:16] 0.11.114.107 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:07:18] 0.13.288.677 I kl_divergence: 2.17 seconds per pass - ETA 1.80 minutes [2026-06-11 14:07:18] [2026-06-11 14:07:18] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:07:18] 1 6.1032 ± 1.0333 0.01780 ± 0.01998 0.03387 ± 0.00374 5.127 ± 0.500 % 92.549 ± 1.648 % [2026-06-11 14:07:20] 2 9.0707 ± 1.1835 0.02323 ± 0.01452 0.04080 ± 0.00251 5.171 ± 0.340 % 91.961 ± 1.205 % [2026-06-11 14:07:23] 3 9.3198 ± 0.9799 0.03125 ± 0.01319 0.05381 ± 0.00644 6.061 ± 0.448 % 88.366 ± 1.160 % [2026-06-11 14:07:25] 4 9.1701 ± 0.8026 0.03431 ± 0.01138 0.05121 ± 0.00545 6.462 ± 0.643 % 89.706 ± 0.952 % [2026-06-11 14:07:27] 5 9.2664 ± 0.7133 0.03685 ± 0.00979 0.04821 ± 0.00440 6.197 ± 0.543 % 89.098 ± 0.873 % [2026-06-11 14:07:29] 6 9.6275 ± 0.6693 0.04063 ± 0.00852 0.04665 ± 0.00370 5.951 ± 0.479 % 88.889 ± 0.804 % [2026-06-11 14:07:31] 7 9.9092 ± 0.6363 0.03505 ± 0.00792 0.04553 ± 0.00319 5.695 ± 0.431 % 89.132 ± 0.737 % [2026-06-11 14:07:33] 8 10.7955 ± 0.6670 0.03458 ± 0.00738 0.04554 ± 0.00284 5.530 ± 0.391 % 89.265 ± 0.686 % [2026-06-11 14:07:35] 9 11.4190 ± 0.6697 0.03300 ± 0.00701 0.04463 ± 0.00254 5.352 ± 0.360 % 89.063 ± 0.652 % [2026-06-11 14:07:37] 10 11.9074 ± 0.6653 0.03647 ± 0.00670 0.04425 ± 0.00232 5.328 ± 0.334 % 88.863 ± 0.623 % [2026-06-11 14:07:39] 11 11.8002 ± 0.6277 0.03656 ± 0.00640 0.04380 ± 0.00214 5.251 ± 0.309 % 88.841 ± 0.595 % [2026-06-11 14:07:42] 12 11.9559 ± 0.6116 0.03766 ± 0.00612 0.04365 ± 0.00199 5.250 ± 0.288 % 88.954 ± 0.567 % [2026-06-11 14:07:44] 13 12.6203 ± 0.6284 0.03414 ± 0.00632 0.04434 ± 0.00188 5.214 ± 0.269 % 88.808 ± 0.548 % [2026-06-11 14:07:46] 14 12.0084 ± 0.5729 0.03409 ± 0.00596 0.04397 ± 0.00178 5.140 ± 0.254 % 88.992 ± 0.524 % [2026-06-11 14:07:48] 15 11.8604 ± 0.5449 0.03130 ± 0.00603 0.04585 ± 0.00187 5.409 ± 0.299 % 88.837 ± 0.509 % [2026-06-11 14:07:50] 16 12.0275 ± 0.5397 0.03501 ± 0.00583 0.04562 ± 0.00177 5.435 ± 0.282 % 88.799 ± 0.494 % [2026-06-11 14:07:53] 17 11.1794 ± 0.4820 0.03310 ± 0.00561 0.04579 ± 0.00171 5.519 ± 0.269 % 88.812 ± 0.479 % [2026-06-11 14:07:55] 18 11.1956 ± 0.4676 0.03529 ± 0.00548 0.04599 ± 0.00166 5.584 ± 0.266 % 88.845 ± 0.465 % [2026-06-11 14:07:57] 19 11.1026 ± 0.4533 0.03625 ± 0.00538 0.04806 ± 0.00217 5.761 ± 0.288 % 88.958 ± 0.450 % [2026-06-11 14:07:59] 20 11.1404 ± 0.4437 0.03656 ± 0.00524 0.04929 ± 0.00228 5.784 ± 0.279 % 88.863 ± 0.441 % [2026-06-11 14:08:02] 21 10.7345 ± 0.4147 0.03606 ± 0.00510 0.04906 ± 0.00218 5.771 ± 0.268 % 88.964 ± 0.428 % [2026-06-11 14:08:04] 22 10.5896 ± 0.3985 0.03532 ± 0.00505 0.04910 ± 0.00210 5.803 ± 0.256 % 88.859 ± 0.420 % [2026-06-11 14:08:06] 23 10.2067 ± 0.3732 0.03786 ± 0.00496 0.04960 ± 0.00208 6.007 ± 0.263 % 88.968 ± 0.409 % [2026-06-11 14:08:08] 24 9.7034 ± 0.3440 0.03824 ± 0.00483 0.04943 ± 0.00206 6.122 ± 0.269 % 89.101 ± 0.398 % [2026-06-11 14:08:10] 25 9.5355 ± 0.3300 0.03978 ± 0.00471 0.04934 ± 0.00199 6.173 ± 0.261 % 89.286 ± 0.387 % [2026-06-11 14:08:13] 26 9.2729 ± 0.3122 0.03949 ± 0.00460 0.04871 ± 0.00191 6.132 ± 0.253 % 89.367 ± 0.379 % [2026-06-11 14:08:15] 27 9.1087 ± 0.2996 0.04059 ± 0.00451 0.04858 ± 0.00185 6.106 ± 0.246 % 89.484 ± 0.370 % [2026-06-11 14:08:17] 28 9.0032 ± 0.2903 0.04157 ± 0.00442 0.04841 ± 0.00180 6.128 ± 0.240 % 89.580 ± 0.362 % [2026-06-11 14:08:19] 29 8.9632 ± 0.2837 0.04215 ± 0.00432 0.04808 ± 0.00174 6.111 ± 0.234 % 89.682 ± 0.354 % [2026-06-11 14:08:21] 30 8.9448 ± 0.2782 0.04320 ± 0.00425 0.04800 ± 0.00169 6.079 ± 0.228 % 89.686 ± 0.348 % [2026-06-11 14:08:23] 31 8.8551 ± 0.2698 0.04312 ± 0.00417 0.04786 ± 0.00164 6.090 ± 0.226 % 89.703 ± 0.342 % [2026-06-11 14:08:25] 32 8.8676 ± 0.2663 0.04452 ± 0.00411 0.04800 ± 0.00160 6.117 ± 0.220 % 89.669 ± 0.337 % [2026-06-11 14:08:27] 33 8.8325 ± 0.2610 0.04592 ± 0.00403 0.04793 ± 0.00156 6.121 ± 0.214 % 89.614 ± 0.333 % [2026-06-11 14:08:30] 34 8.9219 ± 0.2605 0.04671 ± 0.00397 0.04796 ± 0.00153 6.095 ± 0.209 % 89.654 ± 0.327 % [2026-06-11 14:08:32] 35 9.0231 ± 0.2597 0.04704 ± 0.00390 0.04798 ± 0.00149 6.072 ± 0.205 % 89.613 ± 0.323 % [2026-06-11 14:08:34] 36 9.2107 ± 0.2618 0.04668 ± 0.00385 0.04835 ± 0.00146 6.061 ± 0.201 % 89.575 ± 0.319 % [2026-06-11 14:08:36] 37 9.3313 ± 0.2614 0.04698 ± 0.00381 0.04867 ± 0.00143 6.023 ± 0.197 % 89.539 ± 0.315 % [2026-06-11 14:08:38] 38 9.3516 ± 0.2586 0.04736 ± 0.00376 0.04856 ± 0.00140 5.982 ± 0.193 % 89.577 ± 0.310 % [2026-06-11 14:08:40] 39 9.3408 ± 0.2550 0.04679 ± 0.00371 0.04864 ± 0.00137 5.979 ± 0.189 % 89.613 ± 0.306 % [2026-06-11 14:08:42] 40 9.3800 ± 0.2537 0.04717 ± 0.00366 0.04832 ± 0.00134 5.936 ± 0.186 % 89.598 ± 0.302 % [2026-06-11 14:08:44] 41 9.4289 ± 0.2523 0.04705 ± 0.00361 0.04861 ± 0.00131 5.972 ± 0.183 % 89.488 ± 0.300 % [2026-06-11 14:08:46] 42 9.5114 ± 0.2516 0.04749 ± 0.00357 0.04852 ± 0.00129 5.970 ± 0.180 % 89.402 ± 0.297 % [2026-06-11 14:08:49] 43 9.5634 ± 0.2512 0.04986 ± 0.00378 0.04951 ± 0.00153 6.008 ± 0.177 % 89.348 ± 0.295 % [2026-06-11 14:08:51] 44 9.5806 ± 0.2489 0.05046 ± 0.00375 0.04962 ± 0.00150 5.997 ± 0.174 % 89.323 ± 0.292 % [2026-06-11 14:08:53] 45 9.6855 ± 0.2495 0.05075 ± 0.00370 0.04950 ± 0.00147 5.994 ± 0.172 % 89.272 ± 0.289 % [2026-06-11 14:08:55] 46 9.6310 ± 0.2449 0.05057 ± 0.00365 0.04968 ± 0.00147 6.026 ± 0.170 % 89.292 ± 0.286 % [2026-06-11 14:08:57] 47 9.8192 ± 0.2482 0.05001 ± 0.00363 0.05041 ± 0.00148 6.028 ± 0.168 % 89.203 ± 0.283 % [2026-06-11 14:08:59] 48 9.9028 ± 0.2481 0.04947 ± 0.00359 0.05011 ± 0.00145 5.993 ± 0.165 % 89.297 ± 0.279 % [2026-06-11 14:09:02] 49 9.7969 ± 0.2423 0.04891 ± 0.00354 0.04986 ± 0.00143 5.969 ± 0.163 % 89.332 ± 0.276 % [2026-06-11 14:09:04] 50 9.8566 ± 0.2415 0.04911 ± 0.00350 0.04980 ± 0.00140 5.972 ± 0.160 % 89.396 ± 0.273 % [2026-06-11 14:09:04] [2026-06-11 14:09:04] ====== Perplexity statistics ====== [2026-06-11 14:09:04] Mean PPL(Q) : 9.856607 ± 0.241528 [2026-06-11 14:09:04] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:09:04] Cor(ln(PPL(Q)), ln(PPL(base))): 98.97% [2026-06-11 14:09:04] Mean ln(PPL(Q)/PPL(base)) : 0.049106 ± 0.003504 [2026-06-11 14:09:04] Mean PPL(Q)/PPL(base) : 1.050332 ± 0.003680 [2026-06-11 14:09:04] Mean PPL(Q)-PPL(base) : 0.472330 ± 0.036319 [2026-06-11 14:09:04] [2026-06-11 14:09:04] ====== KL divergence statistics ====== [2026-06-11 14:09:04] Mean KLD: 0.049798 ± 0.001404 [2026-06-11 14:09:04] Maximum KLD: 9.553224 [2026-06-11 14:09:04] 99.9% KLD: 2.061112 [2026-06-11 14:09:04] 99.0% KLD: 0.354849 [2026-06-11 14:09:04] 95.0% KLD: 0.146944 [2026-06-11 14:09:04] 90.0% KLD: 0.102603 [2026-06-11 14:09:04] Median KLD: 0.025992 [2026-06-11 14:09:04] 10.0% KLD: 0.001432 [2026-06-11 14:09:04] 5.0% KLD: 0.000454 [2026-06-11 14:09:04] 1.0% KLD: 0.000064 [2026-06-11 14:09:04] 0.1% KLD: 0.000008 [2026-06-11 14:09:04] Minimum KLD: -0.000022 [2026-06-11 14:09:04] [2026-06-11 14:09:04] ====== Token probability statistics ====== [2026-06-11 14:09:04] Mean Δp: -0.868 ± 0.052 % [2026-06-11 14:09:04] Maximum Δp: 89.515% [2026-06-11 14:09:04] 99.9% Δp: 34.626% [2026-06-11 14:09:04] 99.0% Δp: 13.870% [2026-06-11 14:09:04] 95.0% Δp: 6.061% [2026-06-11 14:09:04] 90.0% Δp: 3.274% [2026-06-11 14:09:04] 75.0% Δp: 0.432% [2026-06-11 14:09:04] Median Δp: -0.063% [2026-06-11 14:09:04] 25.0% Δp: -1.793% [2026-06-11 14:09:04] 10.0% Δp: -5.923% [2026-06-11 14:09:04] 5.0% Δp: -9.521% [2026-06-11 14:09:04] 1.0% Δp: -20.029% [2026-06-11 14:09:04] 0.1% Δp: -56.335% [2026-06-11 14:09:04] Minimum Δp: -87.433% [2026-06-11 14:09:04] RMS Δp : 5.972 ± 0.160 % [2026-06-11 14:09:04] Same top p: 89.396 ± 0.273 % [2026-06-11 14:09:04] [2026-06-11 14:09:04] ✅ Finished target model 19: 1 files evaluated [2026-06-11 14:09:06] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ2_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XS.gguf to free disk space [2026-06-11 14:09:06] ============================================================ [2026-06-11 14:09:06] TARGET MODEL 20/83: w-ahmad/test3 / MoQ-layers_12-15-IQ2_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XXS.gguf [2026-06-11 14:09:06] ============================================================ [2026-06-11 14:09:27] [1/1] MoQ-layers_12-15-IQ2_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:09:27] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ2_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:09:28] 0.00.376.533 I common_init_result: fitting params to device memory ... [2026-06-11 14:09:28] 0.00.376.544 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:09:38] 0.10.572.869 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:09:38] 0.10.623.576 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:09:38] 0.10.928.107 I [2026-06-11 14:09:38] 0.10.928.310 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:09:38] 0.11.027.076 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:09:47] 0.19.304.847 I kl_divergence: 8.28 seconds per pass - ETA 6.88 minutes [2026-06-11 14:09:47] [2026-06-11 14:09:47] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:09:47] 1 6.0587 ± 1.0276 0.01049 ± 0.02360 0.04899 ± 0.00716 5.600 ± 0.542 % 92.157 ± 1.687 % [2026-06-11 14:09:49] 2 9.1136 ± 1.1953 0.02795 ± 0.01903 0.06011 ± 0.00515 5.824 ± 0.437 % 90.784 ± 1.282 % [2026-06-11 14:09:51] 3 9.5560 ± 1.0132 0.05628 ± 0.02077 0.07781 ± 0.01082 6.976 ± 0.608 % 88.497 ± 1.154 % [2026-06-11 14:09:53] 4 9.3756 ± 0.8251 0.05647 ± 0.01682 0.07079 ± 0.00827 7.142 ± 0.585 % 89.216 ± 0.972 % [2026-06-11 14:09:55] 5 9.5018 ± 0.7348 0.06193 ± 0.01431 0.06771 ± 0.00666 6.905 ± 0.491 % 88.549 ± 0.892 % [2026-06-11 14:09:57] 6 9.7944 ± 0.6821 0.05781 ± 0.01248 0.06607 ± 0.00558 6.639 ± 0.431 % 88.105 ± 0.828 % [2026-06-11 14:10:00] 7 10.1083 ± 0.6508 0.05495 ± 0.01110 0.06424 ± 0.00484 6.404 ± 0.386 % 88.123 ± 0.766 % [2026-06-11 14:10:02] 8 11.0370 ± 0.6827 0.05670 ± 0.01067 0.06785 ± 0.00508 6.264 ± 0.348 % 87.990 ± 0.720 % [2026-06-11 14:10:04] 9 11.6443 ± 0.6837 0.05255 ± 0.00975 0.06559 ± 0.00454 6.067 ± 0.321 % 87.974 ± 0.679 % [2026-06-11 14:10:06] 10 12.1005 ± 0.6761 0.05256 ± 0.00914 0.06583 ± 0.00434 5.951 ± 0.297 % 87.725 ± 0.650 % [2026-06-11 14:10:08] 11 11.9920 ± 0.6369 0.05268 ± 0.00860 0.06432 ± 0.00396 5.894 ± 0.276 % 87.522 ± 0.624 % [2026-06-11 14:10:10] 12 12.1426 ± 0.6202 0.05316 ± 0.00814 0.06343 ± 0.00365 5.854 ± 0.258 % 87.712 ± 0.594 % [2026-06-11 14:10:13] 13 12.7803 ± 0.6346 0.04674 ± 0.00811 0.06408 ± 0.00341 5.890 ± 0.244 % 87.692 ± 0.571 % [2026-06-11 14:10:15] 14 12.0934 ± 0.5759 0.04115 ± 0.00771 0.06554 ± 0.00345 5.970 ± 0.235 % 87.787 ± 0.548 % [2026-06-11 14:10:17] 15 11.9524 ± 0.5485 0.03902 ± 0.00753 0.06580 ± 0.00327 6.016 ± 0.222 % 87.582 ± 0.533 % [2026-06-11 14:10:19] 16 12.0874 ± 0.5411 0.03998 ± 0.00726 0.06542 ± 0.00308 6.023 ± 0.212 % 87.328 ± 0.521 % [2026-06-11 14:10:21] 17 11.2350 ± 0.4832 0.03805 ± 0.00695 0.06495 ± 0.00292 6.094 ± 0.207 % 87.405 ± 0.504 % [2026-06-11 14:10:24] 18 11.2272 ± 0.4676 0.03810 ± 0.00686 0.06516 ± 0.00282 6.108 ± 0.199 % 87.691 ± 0.485 % [2026-06-11 14:10:26] 19 11.1139 ± 0.4520 0.03727 ± 0.00666 0.06678 ± 0.00296 6.253 ± 0.228 % 87.699 ± 0.472 % [2026-06-11 14:10:28] 20 11.1214 ± 0.4405 0.03485 ± 0.00645 0.06716 ± 0.00285 6.325 ± 0.223 % 87.608 ± 0.461 % [2026-06-11 14:10:30] 21 10.7419 ± 0.4129 0.03675 ± 0.00632 0.06694 ± 0.00273 6.341 ± 0.213 % 87.675 ± 0.449 % [2026-06-11 14:10:33] 22 10.6145 ± 0.3978 0.03767 ± 0.00621 0.06745 ± 0.00263 6.470 ± 0.214 % 87.701 ± 0.439 % [2026-06-11 14:10:35] 23 10.2258 ± 0.3724 0.03973 ± 0.00603 0.06710 ± 0.00254 6.604 ± 0.216 % 87.758 ± 0.428 % [2026-06-11 14:10:37] 24 9.7219 ± 0.3431 0.04015 ± 0.00584 0.06649 ± 0.00246 6.807 ± 0.218 % 87.958 ± 0.416 % [2026-06-11 14:10:39] 25 9.5417 ± 0.3285 0.04042 ± 0.00570 0.06632 ± 0.00237 6.899 ± 0.211 % 88.047 ± 0.406 % [2026-06-11 14:10:41] 26 9.2774 ± 0.3106 0.03998 ± 0.00557 0.06565 ± 0.00228 6.894 ± 0.205 % 88.054 ± 0.398 % [2026-06-11 14:10:43] 27 9.1192 ± 0.2982 0.04173 ± 0.00549 0.06612 ± 0.00223 6.948 ± 0.201 % 88.148 ± 0.390 % [2026-06-11 14:10:45] 28 9.0138 ± 0.2891 0.04275 ± 0.00535 0.06566 ± 0.00216 6.985 ± 0.198 % 88.235 ± 0.381 % [2026-06-11 14:10:48] 29 8.9863 ± 0.2831 0.04472 ± 0.00523 0.06528 ± 0.00209 6.987 ± 0.195 % 88.303 ± 0.374 % [2026-06-11 14:10:50] 30 8.9626 ± 0.2776 0.04518 ± 0.00515 0.06528 ± 0.00203 6.938 ± 0.190 % 88.353 ± 0.367 % [2026-06-11 14:10:52] 31 8.8763 ± 0.2694 0.04552 ± 0.00505 0.06515 ± 0.00198 6.946 ± 0.190 % 88.412 ± 0.360 % [2026-06-11 14:10:54] 32 8.8833 ± 0.2657 0.04629 ± 0.00496 0.06525 ± 0.00193 6.969 ± 0.185 % 88.284 ± 0.356 % [2026-06-11 14:10:56] 33 8.8435 ± 0.2601 0.04716 ± 0.00487 0.06572 ± 0.00188 7.062 ± 0.183 % 88.235 ± 0.351 % [2026-06-11 14:10:58] 34 8.9274 ± 0.2593 0.04732 ± 0.00479 0.06542 ± 0.00183 7.044 ± 0.179 % 88.304 ± 0.345 % [2026-06-11 14:11:00] 35 9.0224 ± 0.2583 0.04696 ± 0.00470 0.06545 ± 0.00178 7.022 ± 0.176 % 88.235 ± 0.341 % [2026-06-11 14:11:02] 36 9.2247 ± 0.2609 0.04819 ± 0.00465 0.06628 ± 0.00178 7.007 ± 0.174 % 88.203 ± 0.337 % [2026-06-11 14:11:04] 37 9.3479 ± 0.2606 0.04876 ± 0.00462 0.06657 ± 0.00174 6.969 ± 0.170 % 88.161 ± 0.333 % [2026-06-11 14:11:07] 38 9.3671 ± 0.2577 0.04901 ± 0.00456 0.06646 ± 0.00171 6.925 ± 0.167 % 88.142 ± 0.328 % [2026-06-11 14:11:09] 39 9.3567 ± 0.2542 0.04849 ± 0.00448 0.06618 ± 0.00166 6.901 ± 0.164 % 88.225 ± 0.323 % [2026-06-11 14:11:11] 40 9.4012 ± 0.2531 0.04943 ± 0.00446 0.06637 ± 0.00166 6.981 ± 0.175 % 88.098 ± 0.321 % [2026-06-11 14:11:13] 41 9.4567 ± 0.2520 0.04999 ± 0.00439 0.06662 ± 0.00163 7.003 ± 0.173 % 87.987 ± 0.318 % [2026-06-11 14:11:15] 42 9.5389 ± 0.2513 0.05038 ± 0.00434 0.06661 ± 0.00159 6.983 ± 0.169 % 87.927 ± 0.315 % [2026-06-11 14:11:17] 43 9.5643 ± 0.2496 0.04995 ± 0.00429 0.06698 ± 0.00158 7.019 ± 0.169 % 87.825 ± 0.312 % [2026-06-11 14:11:19] 44 9.5776 ± 0.2472 0.05014 ± 0.00424 0.06706 ± 0.00155 7.010 ± 0.166 % 87.754 ± 0.309 % [2026-06-11 14:11:21] 45 9.6742 ± 0.2475 0.04957 ± 0.00419 0.06679 ± 0.00152 6.980 ± 0.163 % 87.669 ± 0.307 % [2026-06-11 14:11:24] 46 9.6158 ± 0.2428 0.04898 ± 0.00414 0.06650 ± 0.00149 6.965 ± 0.160 % 87.741 ± 0.303 % [2026-06-11 14:11:26] 47 9.7928 ± 0.2456 0.04731 ± 0.00413 0.06736 ± 0.00153 6.983 ± 0.162 % 87.626 ± 0.301 % [2026-06-11 14:11:28] 48 9.8744 ± 0.2453 0.04659 ± 0.00408 0.06705 ± 0.00150 6.952 ± 0.160 % 87.721 ± 0.297 % [2026-06-11 14:11:30] 49 9.7641 ± 0.2395 0.04556 ± 0.00403 0.06685 ± 0.00148 6.938 ± 0.158 % 87.771 ± 0.293 % [2026-06-11 14:11:32] 50 9.8257 ± 0.2388 0.04597 ± 0.00399 0.06688 ± 0.00145 6.950 ± 0.155 % 87.835 ± 0.289 % [2026-06-11 14:11:32] [2026-06-11 14:11:32] ====== Perplexity statistics ====== [2026-06-11 14:11:32] Mean PPL(Q) : 9.825720 ± 0.238810 [2026-06-11 14:11:32] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:11:32] Cor(ln(PPL(Q)), ln(PPL(base))): 98.65% [2026-06-11 14:11:32] Mean ln(PPL(Q)/PPL(base)) : 0.045968 ± 0.003988 [2026-06-11 14:11:32] Mean PPL(Q)/PPL(base) : 1.047041 ± 0.004176 [2026-06-11 14:11:32] Mean PPL(Q)-PPL(base) : 0.441443 ± 0.039847 [2026-06-11 14:11:32] [2026-06-11 14:11:32] ====== KL divergence statistics ====== [2026-06-11 14:11:32] Mean KLD: 0.066879 ± 0.001452 [2026-06-11 14:11:32] Maximum KLD: 7.696846 [2026-06-11 14:11:32] 99.9% KLD: 2.113844 [2026-06-11 14:11:32] 99.0% KLD: 0.442224 [2026-06-11 14:11:32] 95.0% KLD: 0.203736 [2026-06-11 14:11:32] 90.0% KLD: 0.141919 [2026-06-11 14:11:32] Median KLD: 0.036851 [2026-06-11 14:11:32] 10.0% KLD: 0.002046 [2026-06-11 14:11:32] 5.0% KLD: 0.000710 [2026-06-11 14:11:32] 1.0% KLD: 0.000104 [2026-06-11 14:11:32] 0.1% KLD: 0.000012 [2026-06-11 14:11:32] Minimum KLD: 0.000000 [2026-06-11 14:11:32] [2026-06-11 14:11:32] ====== Token probability statistics ====== [2026-06-11 14:11:32] Mean Δp: -1.109 ± 0.061 % [2026-06-11 14:11:32] Maximum Δp: 87.002% [2026-06-11 14:11:32] 99.9% Δp: 37.821% [2026-06-11 14:11:32] 99.0% Δp: 16.361% [2026-06-11 14:11:32] 95.0% Δp: 7.161% [2026-06-11 14:11:32] 90.0% Δp: 3.856% [2026-06-11 14:11:32] 75.0% Δp: 0.520% [2026-06-11 14:11:32] Median Δp: -0.060% [2026-06-11 14:11:32] 25.0% Δp: -2.300% [2026-06-11 14:11:32] 10.0% Δp: -7.391% [2026-06-11 14:11:32] 5.0% Δp: -12.119% [2026-06-11 14:11:32] 1.0% Δp: -23.492% [2026-06-11 14:11:32] 0.1% Δp: -55.436% [2026-06-11 14:11:32] Minimum Δp: -90.397% [2026-06-11 14:11:32] RMS Δp : 6.950 ± 0.155 % [2026-06-11 14:11:32] Same top p: 87.835 ± 0.289 % [2026-06-11 14:11:32] [2026-06-11 14:11:33] ✅ Finished target model 20: 1 files evaluated [2026-06-11 14:11:34] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ2_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ2_XXS.gguf to free disk space [2026-06-11 14:11:35] ============================================================ [2026-06-11 14:11:35] TARGET MODEL 21/83: w-ahmad/test3 / MoQ-layers_12-15-IQ3_S/Qwen3.5_4B-MoQ-layers_12-15-IQ3_S.gguf [2026-06-11 14:11:35] ============================================================ [2026-06-11 14:11:58] [1/1] MoQ-layers_12-15-IQ3_S/Qwen3.5_4B-MoQ-layers_12-15-IQ3_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:11:58] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ3_S/Qwen3.5_4B-MoQ-layers_12-15-IQ3_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:11:59] 0.00.270.856 I common_init_result: fitting params to device memory ... [2026-06-11 14:11:59] 0.00.270.868 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:12:09] 0.10.371.773 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:12:10] 0.10.421.369 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:12:10] 0.10.722.434 I [2026-06-11 14:12:10] 0.10.722.611 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:12:10] 0.10.817.497 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:12:11] 0.13.033.679 I kl_divergence: 2.22 seconds per pass - ETA 1.83 minutes [2026-06-11 14:12:11] [2026-06-11 14:12:11] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:12:12] 1 5.9695 ± 1.0106 -0.00434 ± 0.00828 0.00651 ± 0.00062 2.060 ± 0.166 % 96.863 ± 1.094 % [2026-06-11 14:12:14] 2 8.9509 ± 1.1645 0.00994 ± 0.00796 0.00940 ± 0.00105 3.122 ± 0.601 % 95.882 ± 0.881 % [2026-06-11 14:12:16] 3 9.2184 ± 0.9723 0.02031 ± 0.00763 0.01318 ± 0.00169 3.898 ± 0.532 % 95.294 ± 0.766 % [2026-06-11 14:12:18] 4 9.0027 ± 0.7883 0.01588 ± 0.00636 0.01198 ± 0.00129 3.636 ± 0.434 % 95.588 ± 0.643 % [2026-06-11 14:12:20] 5 9.0622 ± 0.6959 0.01457 ± 0.00547 0.01151 ± 0.00106 3.517 ± 0.376 % 94.902 ± 0.616 % [2026-06-11 14:12:22] 6 9.3721 ± 0.6499 0.01375 ± 0.00479 0.01105 ± 0.00089 3.336 ± 0.331 % 94.444 ± 0.586 % [2026-06-11 14:12:24] 7 9.7061 ± 0.6239 0.01435 ± 0.00444 0.01072 ± 0.00077 3.211 ± 0.296 % 94.510 ± 0.539 % [2026-06-11 14:12:26] 8 10.6167 ± 0.6569 0.01788 ± 0.00444 0.01193 ± 0.00121 3.175 ± 0.271 % 94.363 ± 0.511 % [2026-06-11 14:12:28] 9 11.2571 ± 0.6611 0.01872 ± 0.00409 0.01138 ± 0.00107 3.063 ± 0.250 % 94.379 ± 0.481 % [2026-06-11 14:12:31] 10 11.6762 ± 0.6527 0.01687 ± 0.00388 0.01166 ± 0.00104 3.006 ± 0.232 % 94.471 ± 0.453 % [2026-06-11 14:12:33] 11 11.5742 ± 0.6152 0.01722 ± 0.00366 0.01142 ± 0.00095 2.962 ± 0.215 % 94.510 ± 0.430 % [2026-06-11 14:12:35] 12 11.7027 ± 0.5974 0.01625 ± 0.00345 0.01131 ± 0.00087 2.943 ± 0.200 % 94.542 ± 0.411 % [2026-06-11 14:12:37] 13 12.3713 ± 0.6161 0.01421 ± 0.00331 0.01126 ± 0.00081 2.873 ± 0.189 % 94.389 ± 0.400 % [2026-06-11 14:12:39] 14 11.7567 ± 0.5608 0.01292 ± 0.00320 0.01146 ± 0.00078 3.033 ± 0.191 % 94.370 ± 0.386 % [2026-06-11 14:12:42] 15 11.6492 ± 0.5364 0.01333 ± 0.00318 0.01161 ± 0.00074 3.001 ± 0.181 % 94.379 ± 0.372 % [2026-06-11 14:12:44] 16 11.7808 ± 0.5295 0.01429 ± 0.00304 0.01148 ± 0.00069 3.006 ± 0.171 % 94.363 ± 0.361 % [2026-06-11 14:12:46] 17 10.9590 ± 0.4734 0.01319 ± 0.00292 0.01141 ± 0.00066 3.000 ± 0.164 % 94.418 ± 0.349 % [2026-06-11 14:12:48] 18 10.9568 ± 0.4584 0.01372 ± 0.00283 0.01137 ± 0.00063 2.976 ± 0.156 % 94.575 ± 0.334 % [2026-06-11 14:12:50] 19 10.8662 ± 0.4439 0.01472 ± 0.00272 0.01133 ± 0.00060 2.935 ± 0.151 % 94.592 ± 0.325 % [2026-06-11 14:12:53] 20 10.9151 ± 0.4347 0.01613 ± 0.00268 0.01180 ± 0.00062 3.148 ± 0.186 % 94.608 ± 0.316 % [2026-06-11 14:12:55] 21 10.5306 ± 0.4070 0.01688 ± 0.00262 0.01179 ± 0.00059 3.124 ± 0.179 % 94.603 ± 0.309 % [2026-06-11 14:12:57] 22 10.3945 ± 0.3916 0.01673 ± 0.00258 0.01182 ± 0.00057 3.132 ± 0.171 % 94.599 ± 0.302 % [2026-06-11 14:12:59] 23 10.0000 ± 0.3659 0.01740 ± 0.00254 0.01203 ± 0.00060 3.255 ± 0.196 % 94.663 ± 0.294 % [2026-06-11 14:13:02] 24 9.4983 ± 0.3369 0.01688 ± 0.00245 0.01185 ± 0.00058 3.257 ± 0.189 % 94.690 ± 0.287 % [2026-06-11 14:13:04] 25 9.3246 ± 0.3228 0.01741 ± 0.00241 0.01192 ± 0.00056 3.301 ± 0.182 % 94.729 ± 0.280 % [2026-06-11 14:13:06] 26 9.0663 ± 0.3051 0.01696 ± 0.00235 0.01183 ± 0.00054 3.286 ± 0.176 % 94.751 ± 0.274 % [2026-06-11 14:13:08] 27 8.8922 ± 0.2923 0.01653 ± 0.00230 0.01172 ± 0.00052 3.278 ± 0.170 % 94.858 ± 0.266 % [2026-06-11 14:13:10] 28 8.7804 ± 0.2829 0.01652 ± 0.00224 0.01162 ± 0.00050 3.273 ± 0.165 % 94.958 ± 0.259 % [2026-06-11 14:13:12] 29 8.7394 ± 0.2764 0.01686 ± 0.00221 0.01152 ± 0.00049 3.246 ± 0.161 % 95.051 ± 0.252 % [2026-06-11 14:13:15] 30 8.7120 ± 0.2705 0.01683 ± 0.00216 0.01157 ± 0.00047 3.241 ± 0.156 % 95.046 ± 0.248 % [2026-06-11 14:13:17] 31 8.6222 ± 0.2624 0.01648 ± 0.00211 0.01154 ± 0.00046 3.254 ± 0.154 % 95.054 ± 0.244 % [2026-06-11 14:13:19] 32 8.6242 ± 0.2584 0.01669 ± 0.00207 0.01154 ± 0.00045 3.263 ± 0.150 % 95.098 ± 0.239 % [2026-06-11 14:13:21] 33 8.5831 ± 0.2530 0.01727 ± 0.00204 0.01154 ± 0.00044 3.254 ± 0.146 % 95.104 ± 0.235 % [2026-06-11 14:13:23] 34 8.6730 ± 0.2526 0.01841 ± 0.00203 0.01152 ± 0.00042 3.236 ± 0.143 % 95.087 ± 0.232 % [2026-06-11 14:13:25] 35 8.7621 ± 0.2514 0.01768 ± 0.00200 0.01154 ± 0.00041 3.224 ± 0.140 % 95.036 ± 0.230 % [2026-06-11 14:13:27] 36 8.9489 ± 0.2536 0.01784 ± 0.00197 0.01159 ± 0.00040 3.207 ± 0.137 % 94.956 ± 0.228 % [2026-06-11 14:13:29] 37 9.0652 ± 0.2533 0.01805 ± 0.00193 0.01160 ± 0.00039 3.183 ± 0.134 % 94.913 ± 0.226 % [2026-06-11 14:13:31] 38 9.0817 ± 0.2504 0.01807 ± 0.00191 0.01159 ± 0.00038 3.172 ± 0.131 % 94.902 ± 0.223 % [2026-06-11 14:13:33] 39 9.0726 ± 0.2470 0.01766 ± 0.00188 0.01166 ± 0.00039 3.248 ± 0.140 % 94.892 ± 0.221 % [2026-06-11 14:13:36] 40 9.1155 ± 0.2459 0.01856 ± 0.00189 0.01165 ± 0.00038 3.237 ± 0.137 % 94.892 ± 0.218 % [2026-06-11 14:13:38] 41 9.1596 ± 0.2444 0.01807 ± 0.00187 0.01172 ± 0.00037 3.232 ± 0.134 % 94.883 ± 0.216 % [2026-06-11 14:13:40] 42 9.2359 ± 0.2437 0.01810 ± 0.00185 0.01167 ± 0.00036 3.212 ± 0.132 % 94.855 ± 0.213 % [2026-06-11 14:13:42] 43 9.2680 ± 0.2424 0.01848 ± 0.00183 0.01170 ± 0.00036 3.207 ± 0.129 % 94.856 ± 0.211 % [2026-06-11 14:13:44] 44 9.2796 ± 0.2400 0.01854 ± 0.00181 0.01168 ± 0.00035 3.195 ± 0.127 % 94.795 ± 0.210 % [2026-06-11 14:13:46] 45 9.3812 ± 0.2407 0.01881 ± 0.00179 0.01164 ± 0.00034 3.178 ± 0.125 % 94.745 ± 0.208 % [2026-06-11 14:13:48] 46 9.3308 ± 0.2363 0.01890 ± 0.00177 0.01170 ± 0.00035 3.224 ± 0.127 % 94.783 ± 0.205 % [2026-06-11 14:13:50] 47 9.5102 ± 0.2393 0.01803 ± 0.00179 0.01182 ± 0.00035 3.228 ± 0.126 % 94.752 ± 0.204 % [2026-06-11 14:13:53] 48 9.5964 ± 0.2394 0.01803 ± 0.00177 0.01181 ± 0.00034 3.217 ± 0.124 % 94.804 ± 0.201 % [2026-06-11 14:13:55] 49 9.4970 ± 0.2338 0.01782 ± 0.00174 0.01173 ± 0.00033 3.199 ± 0.122 % 94.798 ± 0.199 % [2026-06-11 14:13:57] 50 9.5507 ± 0.2330 0.01758 ± 0.00173 0.01174 ± 0.00033 3.189 ± 0.120 % 94.847 ± 0.196 % [2026-06-11 14:13:57] [2026-06-11 14:13:57] ====== Perplexity statistics ====== [2026-06-11 14:13:57] Mean PPL(Q) : 9.550720 ± 0.233009 [2026-06-11 14:13:57] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:13:57] Cor(ln(PPL(Q)), ln(PPL(base))): 99.75% [2026-06-11 14:13:57] Mean ln(PPL(Q)/PPL(base)) : 0.017581 ± 0.001726 [2026-06-11 14:13:57] Mean PPL(Q)/PPL(base) : 1.017736 ± 0.001756 [2026-06-11 14:13:57] Mean PPL(Q)-PPL(base) : 0.166444 ± 0.017107 [2026-06-11 14:13:57] [2026-06-11 14:13:57] ====== KL divergence statistics ====== [2026-06-11 14:13:57] Mean KLD: 0.011741 ± 0.000328 [2026-06-11 14:13:57] Maximum KLD: 2.007837 [2026-06-11 14:13:57] 99.9% KLD: 0.467285 [2026-06-11 14:13:57] 99.0% KLD: 0.089807 [2026-06-11 14:13:57] 95.0% KLD: 0.035119 [2026-06-11 14:13:57] 90.0% KLD: 0.023158 [2026-06-11 14:13:57] Median KLD: 0.005968 [2026-06-11 14:13:57] 10.0% KLD: 0.000307 [2026-06-11 14:13:57] 5.0% KLD: 0.000099 [2026-06-11 14:13:57] 1.0% KLD: 0.000014 [2026-06-11 14:13:57] 0.1% KLD: -0.000000 [2026-06-11 14:13:57] Minimum KLD: -0.000089 [2026-06-11 14:13:57] [2026-06-11 14:13:57] ====== Token probability statistics ====== [2026-06-11 14:13:57] Mean Δp: -0.317 ± 0.028 % [2026-06-11 14:13:57] Maximum Δp: 49.762% [2026-06-11 14:13:57] 99.9% Δp: 17.006% [2026-06-11 14:13:57] 99.0% Δp: 7.678% [2026-06-11 14:13:57] 95.0% Δp: 3.391% [2026-06-11 14:13:57] 90.0% Δp: 1.894% [2026-06-11 14:13:57] 75.0% Δp: 0.294% [2026-06-11 14:13:57] Median Δp: -0.016% [2026-06-11 14:13:57] 25.0% Δp: -0.783% [2026-06-11 14:13:57] 10.0% Δp: -2.912% [2026-06-11 14:13:57] 5.0% Δp: -4.587% [2026-06-11 14:13:57] 1.0% Δp: -9.043% [2026-06-11 14:13:57] 0.1% Δp: -30.118% [2026-06-11 14:13:57] Minimum Δp: -66.624% [2026-06-11 14:13:57] RMS Δp : 3.189 ± 0.120 % [2026-06-11 14:13:57] Same top p: 94.847 ± 0.196 % [2026-06-11 14:13:57] [2026-06-11 14:13:57] ✅ Finished target model 21: 1 files evaluated [2026-06-11 14:13:59] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ3_S/Qwen3.5_4B-MoQ-layers_12-15-IQ3_S.gguf to free disk space [2026-06-11 14:13:59] ============================================================ [2026-06-11 14:13:59] TARGET MODEL 22/83: w-ahmad/test3 / MoQ-layers_12-15-IQ3_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ3_XXS.gguf [2026-06-11 14:13:59] ============================================================ [2026-06-11 14:14:22] [1/1] MoQ-layers_12-15-IQ3_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ3_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:14:23] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ3_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ3_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:14:23] 0.00.316.504 I common_init_result: fitting params to device memory ... [2026-06-11 14:14:23] 0.00.316.515 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:14:34] 0.10.595.996 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:14:34] 0.10.644.964 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:14:34] 0.10.930.255 I [2026-06-11 14:14:34] 0.10.930.440 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:14:34] 0.11.026.147 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:14:36] 0.13.210.848 I kl_divergence: 2.18 seconds per pass - ETA 1.82 minutes [2026-06-11 14:14:36] [2026-06-11 14:14:36] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:14:37] 1 6.0529 ± 1.0252 0.00953 ± 0.01418 0.01184 ± 0.00131 3.082 ± 0.300 % 96.863 ± 1.094 % [2026-06-11 14:14:39] 2 8.8851 ± 1.1551 0.00256 ± 0.00979 0.01419 ± 0.00104 3.260 ± 0.242 % 94.510 ± 1.010 % [2026-06-11 14:14:41] 3 9.0805 ± 0.9472 0.00524 ± 0.00838 0.01535 ± 0.00092 3.407 ± 0.231 % 93.856 ± 0.869 % [2026-06-11 14:14:43] 4 8.9283 ± 0.7748 0.00759 ± 0.00698 0.01457 ± 0.00075 3.373 ± 0.228 % 94.510 ± 0.714 % [2026-06-11 14:14:45] 5 9.0020 ± 0.6859 0.00790 ± 0.00599 0.01466 ± 0.00068 3.311 ± 0.196 % 94.039 ± 0.663 % [2026-06-11 14:14:47] 6 9.3279 ± 0.6428 0.00902 ± 0.00534 0.01426 ± 0.00058 3.218 ± 0.172 % 94.183 ± 0.599 % [2026-06-11 14:14:49] 7 9.6823 ± 0.6186 0.01189 ± 0.00513 0.01403 ± 0.00051 3.139 ± 0.154 % 94.342 ± 0.547 % [2026-06-11 14:14:51] 8 10.5397 ± 0.6476 0.01059 ± 0.00476 0.01483 ± 0.00079 3.089 ± 0.140 % 94.118 ± 0.521 % [2026-06-11 14:14:53] 9 11.1732 ± 0.6517 0.01124 ± 0.00443 0.01451 ± 0.00071 3.004 ± 0.129 % 93.769 ± 0.505 % [2026-06-11 14:14:55] 10 11.6162 ± 0.6450 0.01172 ± 0.00424 0.01447 ± 0.00065 3.028 ± 0.133 % 93.490 ± 0.489 % [2026-06-11 14:14:58] 11 11.5258 ± 0.6082 0.01303 ± 0.00402 0.01444 ± 0.00060 3.007 ± 0.125 % 93.512 ± 0.465 % [2026-06-11 14:15:00] 12 11.6866 ± 0.5930 0.01487 ± 0.00384 0.01441 ± 0.00056 3.009 ± 0.119 % 93.529 ± 0.445 % [2026-06-11 14:15:02] 13 12.3810 ± 0.6132 0.01499 ± 0.00376 0.01495 ± 0.00055 3.067 ± 0.119 % 93.363 ± 0.432 % [2026-06-11 14:15:04] 14 11.7530 ± 0.5580 0.01260 ± 0.00362 0.01506 ± 0.00055 3.104 ± 0.117 % 93.445 ± 0.414 % [2026-06-11 14:15:06] 15 11.5903 ± 0.5305 0.00826 ± 0.00385 0.01551 ± 0.00062 3.249 ± 0.193 % 93.333 ± 0.403 % [2026-06-11 14:15:09] 16 11.6995 ± 0.5222 0.00736 ± 0.00368 0.01525 ± 0.00058 3.214 ± 0.183 % 93.358 ± 0.390 % [2026-06-11 14:15:11] 17 10.8906 ± 0.4672 0.00692 ± 0.00354 0.01521 ± 0.00056 3.219 ± 0.173 % 93.472 ± 0.375 % [2026-06-11 14:15:13] 18 10.8794 ± 0.4520 0.00663 ± 0.00342 0.01554 ± 0.00060 3.241 ± 0.166 % 93.508 ± 0.364 % [2026-06-11 14:15:15] 19 10.7650 ± 0.4364 0.00537 ± 0.00331 0.01744 ± 0.00154 3.320 ± 0.189 % 93.498 ± 0.354 % [2026-06-11 14:15:17] 20 10.7972 ± 0.4268 0.00526 ± 0.00324 0.01739 ± 0.00146 3.311 ± 0.181 % 93.412 ± 0.347 % [2026-06-11 14:15:20] 21 10.4123 ± 0.3993 0.00559 ± 0.00317 0.01736 ± 0.00140 3.325 ± 0.172 % 93.501 ± 0.337 % [2026-06-11 14:15:22] 22 10.2861 ± 0.3845 0.00624 ± 0.00316 0.01778 ± 0.00135 3.438 ± 0.170 % 93.494 ± 0.329 % [2026-06-11 14:15:24] 23 9.8957 ± 0.3594 0.00691 ± 0.00307 0.01781 ± 0.00130 3.518 ± 0.175 % 93.538 ± 0.321 % [2026-06-11 14:15:26] 24 9.4094 ± 0.3313 0.00748 ± 0.00296 0.01752 ± 0.00125 3.510 ± 0.168 % 93.595 ± 0.313 % [2026-06-11 14:15:28] 25 9.2371 ± 0.3174 0.00799 ± 0.00290 0.01759 ± 0.00121 3.587 ± 0.166 % 93.694 ± 0.304 % [2026-06-11 14:15:31] 26 8.9849 ± 0.3002 0.00794 ± 0.00282 0.01738 ± 0.00116 3.560 ± 0.161 % 93.665 ± 0.299 % [2026-06-11 14:15:33] 27 8.8214 ± 0.2880 0.00854 ± 0.00275 0.01728 ± 0.00112 3.561 ± 0.156 % 93.711 ± 0.293 % [2026-06-11 14:15:35] 28 8.7121 ± 0.2788 0.00871 ± 0.00268 0.01710 ± 0.00108 3.559 ± 0.151 % 93.739 ± 0.287 % [2026-06-11 14:15:37] 29 8.6682 ± 0.2722 0.00868 ± 0.00264 0.01700 ± 0.00105 3.550 ± 0.147 % 93.820 ± 0.280 % [2026-06-11 14:15:39] 30 8.6467 ± 0.2667 0.00930 ± 0.00258 0.01695 ± 0.00101 3.535 ± 0.143 % 93.882 ± 0.274 % [2026-06-11 14:15:41] 31 8.5583 ± 0.2586 0.00903 ± 0.00253 0.01688 ± 0.00098 3.528 ± 0.140 % 93.877 ± 0.270 % [2026-06-11 14:15:44] 32 8.5643 ± 0.2549 0.00973 ± 0.00248 0.01687 ± 0.00095 3.545 ± 0.136 % 93.787 ± 0.267 % [2026-06-11 14:15:46] 33 8.5196 ± 0.2494 0.00985 ± 0.00243 0.01687 ± 0.00092 3.532 ± 0.132 % 93.702 ± 0.265 % [2026-06-11 14:15:48] 34 8.5991 ± 0.2487 0.00985 ± 0.00239 0.01679 ± 0.00090 3.518 ± 0.129 % 93.760 ± 0.260 % [2026-06-11 14:15:50] 35 8.6908 ± 0.2477 0.00951 ± 0.00236 0.01683 ± 0.00087 3.500 ± 0.126 % 93.725 ± 0.257 % [2026-06-11 14:15:52] 36 8.8797 ± 0.2500 0.01007 ± 0.00232 0.01696 ± 0.00085 3.483 ± 0.123 % 93.704 ± 0.254 % [2026-06-11 14:15:54] 37 8.9921 ± 0.2496 0.00996 ± 0.00229 0.01703 ± 0.00083 3.461 ± 0.121 % 93.715 ± 0.250 % [2026-06-11 14:15:56] 38 9.0048 ± 0.2466 0.00957 ± 0.00226 0.01706 ± 0.00081 3.467 ± 0.119 % 93.633 ± 0.248 % [2026-06-11 14:15:58] 39 8.9982 ± 0.2433 0.00943 ± 0.00222 0.01703 ± 0.00079 3.456 ± 0.117 % 93.705 ± 0.244 % [2026-06-11 14:16:00] 40 9.0411 ± 0.2422 0.01037 ± 0.00220 0.01695 ± 0.00078 3.439 ± 0.115 % 93.676 ± 0.241 % [2026-06-11 14:16:03] 41 9.0856 ± 0.2409 0.00995 ± 0.00218 0.01700 ± 0.00076 3.455 ± 0.112 % 93.582 ± 0.240 % [2026-06-11 14:16:05] 42 9.1550 ± 0.2400 0.00931 ± 0.00215 0.01702 ± 0.00074 3.454 ± 0.110 % 93.539 ± 0.238 % [2026-06-11 14:16:07] 43 9.1764 ± 0.2383 0.00855 ± 0.00212 0.01698 ± 0.00073 3.446 ± 0.108 % 93.525 ± 0.235 % [2026-06-11 14:16:09] 44 9.1779 ± 0.2356 0.00751 ± 0.00210 0.01696 ± 0.00071 3.436 ± 0.106 % 93.538 ± 0.232 % [2026-06-11 14:16:11] 45 9.2754 ± 0.2361 0.00748 ± 0.00208 0.01693 ± 0.00069 3.427 ± 0.104 % 93.525 ± 0.230 % [2026-06-11 14:16:13] 46 9.2239 ± 0.2318 0.00737 ± 0.00206 0.01700 ± 0.00068 3.454 ± 0.103 % 93.564 ± 0.227 % [2026-06-11 14:16:15] 47 9.4008 ± 0.2347 0.00646 ± 0.00205 0.01713 ± 0.00067 3.449 ± 0.101 % 93.500 ± 0.225 % [2026-06-11 14:16:17] 48 9.4861 ± 0.2348 0.00648 ± 0.00204 0.01708 ± 0.00066 3.435 ± 0.100 % 93.578 ± 0.222 % [2026-06-11 14:16:20] 49 9.3867 ± 0.2293 0.00614 ± 0.00201 0.01708 ± 0.00065 3.441 ± 0.099 % 93.589 ± 0.219 % [2026-06-11 14:16:22] 50 9.4471 ± 0.2288 0.00667 ± 0.00199 0.01705 ± 0.00064 3.433 ± 0.097 % 93.608 ± 0.217 % [2026-06-11 14:16:22] [2026-06-11 14:16:22] ====== Perplexity statistics ====== [2026-06-11 14:16:22] Mean PPL(Q) : 9.447089 ± 0.228787 [2026-06-11 14:16:22] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:16:22] Cor(ln(PPL(Q)), ln(PPL(base))): 99.66% [2026-06-11 14:16:22] Mean ln(PPL(Q)/PPL(base)) : 0.006671 ± 0.001985 [2026-06-11 14:16:22] Mean PPL(Q)/PPL(base) : 1.006693 ± 0.001999 [2026-06-11 14:16:22] Mean PPL(Q)-PPL(base) : 0.062812 ± 0.018713 [2026-06-11 14:16:22] [2026-06-11 14:16:22] ====== KL divergence statistics ====== [2026-06-11 14:16:22] Mean KLD: 0.017048 ± 0.000639 [2026-06-11 14:16:22] Maximum KLD: 6.302686 [2026-06-11 14:16:22] 99.9% KLD: 0.527016 [2026-06-11 14:16:22] 99.0% KLD: 0.121386 [2026-06-11 14:16:22] 95.0% KLD: 0.050801 [2026-06-11 14:16:22] 90.0% KLD: 0.034589 [2026-06-11 14:16:22] Median KLD: 0.009031 [2026-06-11 14:16:22] 10.0% KLD: 0.000425 [2026-06-11 14:16:22] 5.0% KLD: 0.000134 [2026-06-11 14:16:22] 1.0% KLD: 0.000018 [2026-06-11 14:16:22] 0.1% KLD: -0.000000 [2026-06-11 14:16:22] Minimum KLD: -0.000028 [2026-06-11 14:16:22] [2026-06-11 14:16:22] ====== Token probability statistics ====== [2026-06-11 14:16:22] Mean Δp: -0.265 ± 0.030 % [2026-06-11 14:16:22] Maximum Δp: 63.327% [2026-06-11 14:16:22] 99.9% Δp: 19.459% [2026-06-11 14:16:22] 99.0% Δp: 9.150% [2026-06-11 14:16:22] 95.0% Δp: 4.313% [2026-06-11 14:16:22] 90.0% Δp: 2.404% [2026-06-11 14:16:22] 75.0% Δp: 0.388% [2026-06-11 14:16:22] Median Δp: -0.011% [2026-06-11 14:16:22] 25.0% Δp: -0.882% [2026-06-11 14:16:22] 10.0% Δp: -3.265% [2026-06-11 14:16:22] 5.0% Δp: -5.229% [2026-06-11 14:16:22] 1.0% Δp: -11.044% [2026-06-11 14:16:22] 0.1% Δp: -27.659% [2026-06-11 14:16:22] Minimum Δp: -52.707% [2026-06-11 14:16:22] RMS Δp : 3.433 ± 0.097 % [2026-06-11 14:16:22] Same top p: 93.608 ± 0.217 % [2026-06-11 14:16:22] [2026-06-11 14:16:22] ✅ Finished target model 22: 1 files evaluated [2026-06-11 14:16:24] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ3_XXS/Qwen3.5_4B-MoQ-layers_12-15-IQ3_XXS.gguf to free disk space [2026-06-11 14:16:24] ============================================================ [2026-06-11 14:16:24] TARGET MODEL 23/83: w-ahmad/test3 / MoQ-layers_12-15-IQ4_NL/Qwen3.5_4B-MoQ-layers_12-15-IQ4_NL.gguf [2026-06-11 14:16:24] ============================================================ [2026-06-11 14:16:45] [1/1] MoQ-layers_12-15-IQ4_NL/Qwen3.5_4B-MoQ-layers_12-15-IQ4_NL.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:16:45] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ4_NL/Qwen3.5_4B-MoQ-layers_12-15-IQ4_NL.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:16:46] 0.00.381.179 I common_init_result: fitting params to device memory ... [2026-06-11 14:16:46] 0.00.381.185 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:16:56] 0.10.595.358 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:16:56] 0.10.651.813 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:16:56] 0.10.938.191 I [2026-06-11 14:16:56] 0.10.938.392 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:16:56] 0.11.040.785 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:16:59] 0.13.226.890 I kl_divergence: 2.19 seconds per pass - ETA 1.82 minutes [2026-06-11 14:16:59] [2026-06-11 14:16:59] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:16:59] 1 6.0113 ± 1.0194 0.00263 ± 0.00523 0.00205 ± 0.00021 1.284 ± 0.099 % 99.608 ± 0.392 % [2026-06-11 14:17:01] 2 8.9173 ± 1.1582 0.00618 ± 0.00457 0.00280 ± 0.00028 1.506 ± 0.208 % 98.431 ± 0.551 % [2026-06-11 14:17:03] 3 9.0704 ± 0.9460 0.00413 ± 0.00364 0.00322 ± 0.00028 1.628 ± 0.168 % 97.516 ± 0.563 % [2026-06-11 14:17:05] 4 8.8946 ± 0.7718 0.00381 ± 0.00308 0.00304 ± 0.00021 1.583 ± 0.132 % 96.961 ± 0.538 % [2026-06-11 14:17:07] 5 8.9632 ± 0.6827 0.00358 ± 0.00266 0.00304 ± 0.00018 1.553 ± 0.110 % 96.235 ± 0.533 % [2026-06-11 14:17:09] 6 9.2795 ± 0.6391 0.00381 ± 0.00238 0.00298 ± 0.00015 1.529 ± 0.098 % 96.405 ± 0.476 % [2026-06-11 14:17:11] 7 9.6057 ± 0.6129 0.00395 ± 0.00217 0.00295 ± 0.00013 1.483 ± 0.088 % 96.415 ± 0.440 % [2026-06-11 14:17:14] 8 10.4683 ± 0.6435 0.00380 ± 0.00204 0.00306 ± 0.00013 1.470 ± 0.079 % 96.275 ± 0.419 % [2026-06-11 14:17:16] 9 11.0931 ± 0.6476 0.00405 ± 0.00192 0.00300 ± 0.00011 1.423 ± 0.072 % 96.383 ± 0.390 % [2026-06-11 14:17:18] 10 11.5274 ± 0.6405 0.00404 ± 0.00182 0.00304 ± 0.00012 1.391 ± 0.067 % 96.431 ± 0.367 % [2026-06-11 14:17:20] 11 11.4171 ± 0.6030 0.00356 ± 0.00172 0.00301 ± 0.00011 1.374 ± 0.062 % 96.613 ± 0.342 % [2026-06-11 14:17:22] 12 11.5441 ± 0.5858 0.00261 ± 0.00165 0.00302 ± 0.00010 1.406 ± 0.061 % 96.699 ± 0.323 % [2026-06-11 14:17:24] 13 12.2326 ± 0.6062 0.00293 ± 0.00160 0.00315 ± 0.00012 1.408 ± 0.057 % 96.561 ± 0.317 % [2026-06-11 14:17:27] 14 11.6409 ± 0.5531 0.00301 ± 0.00159 0.00321 ± 0.00012 1.426 ± 0.054 % 96.723 ± 0.298 % [2026-06-11 14:17:29] 15 11.5297 ± 0.5290 0.00301 ± 0.00154 0.00326 ± 0.00012 1.446 ± 0.055 % 96.575 ± 0.294 % [2026-06-11 14:17:31] 16 11.6571 ± 0.5221 0.00374 ± 0.00150 0.00325 ± 0.00011 1.452 ± 0.052 % 96.495 ± 0.288 % [2026-06-11 14:17:33] 17 10.8584 ± 0.4674 0.00396 ± 0.00145 0.00325 ± 0.00011 1.465 ± 0.050 % 96.540 ± 0.278 % [2026-06-11 14:17:36] 18 10.8378 ± 0.4517 0.00281 ± 0.00141 0.00325 ± 0.00010 1.462 ± 0.048 % 96.623 ± 0.267 % [2026-06-11 14:17:38] 19 10.7316 ± 0.4364 0.00227 ± 0.00142 0.00459 ± 0.00123 1.697 ± 0.223 % 96.636 ± 0.259 % [2026-06-11 14:17:40] 20 10.7625 ± 0.4266 0.00204 ± 0.00148 0.00472 ± 0.00117 1.781 ± 0.216 % 96.608 ± 0.254 % [2026-06-11 14:17:42] 21 10.3706 ± 0.3988 0.00157 ± 0.00145 0.00466 ± 0.00112 1.788 ± 0.205 % 96.639 ± 0.246 % [2026-06-11 14:17:45] 22 10.2438 ± 0.3840 0.00213 ± 0.00142 0.00462 ± 0.00107 1.804 ± 0.195 % 96.684 ± 0.239 % [2026-06-11 14:17:47] 23 9.8440 ± 0.3585 0.00168 ± 0.00138 0.00460 ± 0.00102 1.833 ± 0.184 % 96.641 ± 0.235 % [2026-06-11 14:17:49] 24 9.3561 ± 0.3302 0.00180 ± 0.00135 0.00454 ± 0.00098 1.838 ± 0.176 % 96.699 ± 0.228 % [2026-06-11 14:17:51] 25 9.1728 ± 0.3159 0.00100 ± 0.00133 0.00454 ± 0.00094 1.871 ± 0.168 % 96.737 ± 0.223 % [2026-06-11 14:17:53] 26 8.9177 ± 0.2986 0.00044 ± 0.00129 0.00446 ± 0.00090 1.856 ± 0.163 % 96.833 ± 0.215 % [2026-06-11 14:17:55] 27 8.7498 ± 0.2863 0.00039 ± 0.00126 0.00439 ± 0.00087 1.842 ± 0.158 % 96.906 ± 0.209 % [2026-06-11 14:17:57] 28 8.6419 ± 0.2772 0.00062 ± 0.00123 0.00433 ± 0.00084 1.828 ± 0.153 % 96.975 ± 0.203 % [2026-06-11 14:18:00] 29 8.5996 ± 0.2707 0.00073 ± 0.00124 0.00429 ± 0.00081 1.816 ± 0.149 % 97.039 ± 0.197 % [2026-06-11 14:18:02] 30 8.5739 ± 0.2651 0.00085 ± 0.00122 0.00427 ± 0.00078 1.810 ± 0.145 % 97.033 ± 0.194 % [2026-06-11 14:18:04] 31 8.4898 ± 0.2573 0.00100 ± 0.00119 0.00422 ± 0.00076 1.801 ± 0.141 % 97.027 ± 0.191 % [2026-06-11 14:18:06] 32 8.4893 ± 0.2534 0.00092 ± 0.00118 0.00422 ± 0.00074 1.821 ± 0.137 % 96.985 ± 0.189 % [2026-06-11 14:18:08] 33 8.4417 ± 0.2478 0.00067 ± 0.00116 0.00421 ± 0.00071 1.820 ± 0.133 % 96.958 ± 0.187 % [2026-06-11 14:18:10] 34 8.5184 ± 0.2469 0.00042 ± 0.00114 0.00418 ± 0.00069 1.807 ± 0.130 % 96.943 ± 0.185 % [2026-06-11 14:18:12] 35 8.6138 ± 0.2461 0.00062 ± 0.00112 0.00417 ± 0.00067 1.804 ± 0.127 % 96.975 ± 0.181 % [2026-06-11 14:18:14] 36 8.7925 ± 0.2480 0.00021 ± 0.00110 0.00416 ± 0.00065 1.794 ± 0.124 % 96.983 ± 0.179 % [2026-06-11 14:18:16] 37 8.9046 ± 0.2476 0.00018 ± 0.00109 0.00416 ± 0.00064 1.783 ± 0.121 % 97.001 ± 0.176 % [2026-06-11 14:18:18] 38 8.9198 ± 0.2447 0.00009 ± 0.00107 0.00415 ± 0.00062 1.783 ± 0.118 % 96.966 ± 0.174 % [2026-06-11 14:18:21] 39 8.9156 ± 0.2415 0.00021 ± 0.00106 0.00413 ± 0.00060 1.781 ± 0.116 % 96.963 ± 0.172 % [2026-06-11 14:18:23] 40 8.9529 ± 0.2402 0.00056 ± 0.00108 0.00410 ± 0.00059 1.771 ± 0.113 % 96.912 ± 0.171 % [2026-06-11 14:18:25] 41 8.9974 ± 0.2389 0.00020 ± 0.00106 0.00410 ± 0.00058 1.780 ± 0.112 % 96.882 ± 0.170 % [2026-06-11 14:18:27] 42 9.0707 ± 0.2381 0.00005 ± 0.00105 0.00410 ± 0.00056 1.775 ± 0.109 % 96.863 ± 0.168 % [2026-06-11 14:18:29] 43 9.0989 ± 0.2367 0.00007 ± 0.00103 0.00410 ± 0.00055 1.779 ± 0.107 % 96.854 ± 0.167 % [2026-06-11 14:18:31] 44 9.1079 ± 0.2343 -0.00014 ± 0.00102 0.00408 ± 0.00054 1.774 ± 0.105 % 96.854 ± 0.165 % [2026-06-11 14:18:33] 45 9.2023 ± 0.2348 -0.00043 ± 0.00100 0.00406 ± 0.00052 1.770 ± 0.103 % 96.810 ± 0.164 % [2026-06-11 14:18:35] 46 9.1491 ± 0.2304 -0.00077 ± 0.00099 0.00408 ± 0.00051 1.798 ± 0.102 % 96.829 ± 0.162 % [2026-06-11 14:18:38] 47 9.3292 ± 0.2335 -0.00119 ± 0.00099 0.00411 ± 0.00050 1.792 ± 0.100 % 96.813 ± 0.160 % [2026-06-11 14:18:40] 48 9.4145 ± 0.2336 -0.00110 ± 0.00099 0.00409 ± 0.00049 1.782 ± 0.099 % 96.846 ± 0.158 % [2026-06-11 14:18:42] 49 9.3201 ± 0.2282 -0.00099 ± 0.00098 0.00408 ± 0.00048 1.772 ± 0.097 % 96.839 ± 0.157 % [2026-06-11 14:18:44] 50 9.3764 ± 0.2276 -0.00084 ± 0.00097 0.00406 ± 0.00047 1.769 ± 0.095 % 96.847 ± 0.155 % [2026-06-11 14:18:44] [2026-06-11 14:18:44] ====== Perplexity statistics ====== [2026-06-11 14:18:44] Mean PPL(Q) : 9.376430 ± 0.227577 [2026-06-11 14:18:44] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:18:44] Cor(ln(PPL(Q)), ln(PPL(base))): 99.92% [2026-06-11 14:18:44] Mean ln(PPL(Q)/PPL(base)) : -0.000836 ± 0.000969 [2026-06-11 14:18:44] Mean PPL(Q)/PPL(base) : 0.999164 ± 0.000969 [2026-06-11 14:18:44] Mean PPL(Q)-PPL(base) : -0.007846 ± 0.009097 [2026-06-11 14:18:44] [2026-06-11 14:18:44] ====== KL divergence statistics ====== [2026-06-11 14:18:44] Mean KLD: 0.004060 ± 0.000474 [2026-06-11 14:18:44] Maximum KLD: 5.912586 [2026-06-11 14:18:44] 99.9% KLD: 0.140052 [2026-06-11 14:18:44] 99.0% KLD: 0.024491 [2026-06-11 14:18:44] 95.0% KLD: 0.010145 [2026-06-11 14:18:44] 90.0% KLD: 0.007066 [2026-06-11 14:18:44] Median KLD: 0.002097 [2026-06-11 14:18:44] 10.0% KLD: 0.000087 [2026-06-11 14:18:44] 5.0% KLD: 0.000029 [2026-06-11 14:18:44] 1.0% KLD: 0.000002 [2026-06-11 14:18:44] 0.1% KLD: -0.000012 [2026-06-11 14:18:44] Minimum KLD: -0.000082 [2026-06-11 14:18:44] [2026-06-11 14:18:44] ====== Token probability statistics ====== [2026-06-11 14:18:44] Mean Δp: -0.023 ± 0.016 % [2026-06-11 14:18:44] Maximum Δp: 60.085% [2026-06-11 14:18:44] 99.9% Δp: 13.326% [2026-06-11 14:18:44] 99.0% Δp: 4.779% [2026-06-11 14:18:44] 95.0% Δp: 2.367% [2026-06-11 14:18:44] 90.0% Δp: 1.378% [2026-06-11 14:18:44] 75.0% Δp: 0.259% [2026-06-11 14:18:44] Median Δp: -0.000% [2026-06-11 14:18:44] 25.0% Δp: -0.313% [2026-06-11 14:18:44] 10.0% Δp: -1.529% [2026-06-11 14:18:44] 5.0% Δp: -2.504% [2026-06-11 14:18:44] 1.0% Δp: -4.928% [2026-06-11 14:18:44] 0.1% Δp: -9.023% [2026-06-11 14:18:44] Minimum Δp: -37.214% [2026-06-11 14:18:44] RMS Δp : 1.769 ± 0.095 % [2026-06-11 14:18:44] Same top p: 96.847 ± 0.155 % [2026-06-11 14:18:44] [2026-06-11 14:18:45] ✅ Finished target model 23: 1 files evaluated [2026-06-11 14:18:46] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ4_NL/Qwen3.5_4B-MoQ-layers_12-15-IQ4_NL.gguf to free disk space [2026-06-11 14:18:46] ============================================================ [2026-06-11 14:18:46] TARGET MODEL 24/83: w-ahmad/test3 / MoQ-layers_12-15-IQ4_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ4_XS.gguf [2026-06-11 14:18:46] ============================================================ [2026-06-11 14:19:08] [1/1] MoQ-layers_12-15-IQ4_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ4_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:19:08] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-IQ4_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ4_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:19:09] 0.00.344.645 I common_init_result: fitting params to device memory ... [2026-06-11 14:19:09] 0.00.344.655 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:19:19] 0.10.389.435 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:19:19] 0.10.439.727 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:19:19] 0.10.735.085 I [2026-06-11 14:19:19] 0.10.735.276 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:19:19] 0.10.834.295 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:19:22] 0.12.993.880 I kl_divergence: 2.16 seconds per pass - ETA 1.78 minutes [2026-06-11 14:19:22] [2026-06-11 14:19:22] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:19:22] 1 6.0014 ± 1.0156 0.00098 ± 0.00513 0.00222 ± 0.00023 1.278 ± 0.096 % 98.431 ± 0.780 % [2026-06-11 14:19:24] 2 8.8570 ± 1.1482 -0.00060 ± 0.00459 0.00290 ± 0.00025 1.449 ± 0.168 % 97.647 ± 0.672 % [2026-06-11 14:19:26] 3 9.0441 ± 0.9429 0.00123 ± 0.00374 0.00345 ± 0.00028 1.602 ± 0.161 % 97.255 ± 0.591 % [2026-06-11 14:19:28] 4 8.8653 ± 0.7689 0.00051 ± 0.00312 0.00328 ± 0.00021 1.560 ± 0.126 % 96.765 ± 0.554 % [2026-06-11 14:19:30] 5 8.9367 ± 0.6804 0.00062 ± 0.00269 0.00330 ± 0.00018 1.572 ± 0.109 % 96.000 ± 0.549 % [2026-06-11 14:19:32] 6 9.2614 ± 0.6375 0.00186 ± 0.00241 0.00322 ± 0.00016 1.551 ± 0.097 % 96.144 ± 0.492 % [2026-06-11 14:19:34] 7 9.5944 ± 0.6120 0.00277 ± 0.00220 0.00318 ± 0.00014 1.507 ± 0.086 % 96.134 ± 0.456 % [2026-06-11 14:19:36] 8 10.4545 ± 0.6423 0.00248 ± 0.00210 0.00335 ± 0.00015 1.487 ± 0.078 % 96.078 ± 0.430 % [2026-06-11 14:19:39] 9 11.0744 ± 0.6460 0.00236 ± 0.00197 0.00330 ± 0.00014 1.442 ± 0.072 % 96.122 ± 0.403 % [2026-06-11 14:19:41] 10 11.5157 ± 0.6394 0.00302 ± 0.00189 0.00333 ± 0.00013 1.421 ± 0.066 % 96.078 ± 0.384 % [2026-06-11 14:19:43] 11 11.4067 ± 0.6019 0.00264 ± 0.00179 0.00328 ± 0.00012 1.412 ± 0.061 % 96.328 ± 0.355 % [2026-06-11 14:19:45] 12 11.5296 ± 0.5846 0.00135 ± 0.00171 0.00327 ± 0.00011 1.425 ± 0.058 % 96.405 ± 0.337 % [2026-06-11 14:19:47] 13 12.2112 ± 0.6045 0.00118 ± 0.00166 0.00349 ± 0.00020 1.421 ± 0.054 % 96.290 ± 0.328 % [2026-06-11 14:19:50] 14 11.6195 ± 0.5515 0.00117 ± 0.00164 0.00358 ± 0.00020 1.494 ± 0.065 % 96.415 ± 0.311 % [2026-06-11 14:19:52] 15 11.5073 ± 0.5275 0.00108 ± 0.00159 0.00361 ± 0.00018 1.495 ± 0.061 % 96.340 ± 0.304 % [2026-06-11 14:19:54] 16 11.6236 ± 0.5198 0.00086 ± 0.00153 0.00358 ± 0.00017 1.496 ± 0.058 % 96.373 ± 0.293 % [2026-06-11 14:19:56] 17 10.8251 ± 0.4652 0.00089 ± 0.00148 0.00357 ± 0.00016 1.508 ± 0.057 % 96.355 ± 0.285 % [2026-06-11 14:19:58] 18 10.8077 ± 0.4498 0.00002 ± 0.00144 0.00358 ± 0.00016 1.504 ± 0.055 % 96.492 ± 0.272 % [2026-06-11 14:20:01] 19 10.7001 ± 0.4345 -0.00068 ± 0.00145 0.00450 ± 0.00091 1.734 ± 0.220 % 96.574 ± 0.261 % [2026-06-11 14:20:03] 20 10.7297 ± 0.4247 -0.00100 ± 0.00150 0.00467 ± 0.00087 1.823 ± 0.213 % 96.569 ± 0.255 % [2026-06-11 14:20:05] 21 10.3424 ± 0.3971 -0.00115 ± 0.00147 0.00462 ± 0.00083 1.823 ± 0.203 % 96.620 ± 0.247 % [2026-06-11 14:20:07] 22 10.2175 ± 0.3825 -0.00045 ± 0.00144 0.00462 ± 0.00079 1.859 ± 0.191 % 96.702 ± 0.238 % [2026-06-11 14:20:09] 23 9.8208 ± 0.3571 -0.00069 ± 0.00140 0.00459 ± 0.00076 1.876 ± 0.182 % 96.709 ± 0.233 % [2026-06-11 14:20:12] 24 9.3329 ± 0.3290 -0.00069 ± 0.00136 0.00451 ± 0.00073 1.875 ± 0.174 % 96.781 ± 0.226 % [2026-06-11 14:20:14] 25 9.1518 ± 0.3148 -0.00130 ± 0.00134 0.00450 ± 0.00070 1.897 ± 0.166 % 96.847 ± 0.219 % [2026-06-11 14:20:16] 26 8.8980 ± 0.2976 -0.00177 ± 0.00130 0.00442 ± 0.00067 1.887 ± 0.161 % 96.893 ± 0.213 % [2026-06-11 14:20:18] 27 8.7316 ± 0.2853 -0.00170 ± 0.00127 0.00436 ± 0.00065 1.874 ± 0.156 % 96.979 ± 0.206 % [2026-06-11 14:20:20] 28 8.6239 ± 0.2762 -0.00147 ± 0.00124 0.00430 ± 0.00062 1.862 ± 0.151 % 97.031 ± 0.201 % [2026-06-11 14:20:22] 29 8.5821 ± 0.2698 -0.00130 ± 0.00125 0.00428 ± 0.00060 1.858 ± 0.147 % 97.079 ± 0.196 % [2026-06-11 14:20:24] 30 8.5565 ± 0.2642 -0.00118 ± 0.00123 0.00427 ± 0.00058 1.856 ± 0.142 % 97.072 ± 0.193 % [2026-06-11 14:20:26] 31 8.4726 ± 0.2565 -0.00104 ± 0.00120 0.00422 ± 0.00056 1.844 ± 0.139 % 97.116 ± 0.188 % [2026-06-11 14:20:29] 32 8.4730 ± 0.2526 -0.00099 ± 0.00119 0.00421 ± 0.00055 1.853 ± 0.135 % 97.047 ± 0.187 % [2026-06-11 14:20:31] 33 8.4262 ± 0.2470 -0.00117 ± 0.00117 0.00419 ± 0.00053 1.847 ± 0.131 % 97.041 ± 0.185 % [2026-06-11 14:20:33] 34 8.5030 ± 0.2462 -0.00139 ± 0.00115 0.00417 ± 0.00052 1.835 ± 0.128 % 97.024 ± 0.182 % [2026-06-11 14:20:35] 35 8.5977 ± 0.2453 -0.00125 ± 0.00113 0.00415 ± 0.00050 1.821 ± 0.125 % 96.997 ± 0.181 % [2026-06-11 14:20:37] 36 8.7764 ± 0.2473 -0.00163 ± 0.00111 0.00416 ± 0.00049 1.823 ± 0.122 % 96.993 ± 0.178 % [2026-06-11 14:20:39] 37 8.8866 ± 0.2468 -0.00185 ± 0.00110 0.00417 ± 0.00047 1.811 ± 0.120 % 97.011 ± 0.175 % [2026-06-11 14:20:41] 38 8.9016 ± 0.2439 -0.00195 ± 0.00108 0.00419 ± 0.00046 1.816 ± 0.117 % 96.966 ± 0.174 % [2026-06-11 14:20:43] 39 8.8982 ± 0.2408 -0.00176 ± 0.00107 0.00417 ± 0.00045 1.816 ± 0.114 % 96.993 ± 0.171 % [2026-06-11 14:20:46] 40 8.9354 ± 0.2395 -0.00139 ± 0.00109 0.00414 ± 0.00044 1.810 ± 0.112 % 96.961 ± 0.170 % [2026-06-11 14:20:48] 41 8.9792 ± 0.2382 -0.00182 ± 0.00108 0.00414 ± 0.00043 1.815 ± 0.110 % 96.939 ± 0.168 % [2026-06-11 14:20:50] 42 9.0511 ± 0.2374 -0.00211 ± 0.00106 0.00414 ± 0.00042 1.813 ± 0.108 % 96.928 ± 0.167 % [2026-06-11 14:20:52] 43 9.0791 ± 0.2359 -0.00211 ± 0.00105 0.00415 ± 0.00041 1.814 ± 0.105 % 96.908 ± 0.165 % [2026-06-11 14:20:54] 44 9.0870 ± 0.2335 -0.00244 ± 0.00104 0.00416 ± 0.00040 1.815 ± 0.103 % 96.898 ± 0.164 % [2026-06-11 14:20:56] 45 9.1804 ± 0.2339 -0.00281 ± 0.00102 0.00413 ± 0.00039 1.812 ± 0.101 % 96.880 ± 0.162 % [2026-06-11 14:20:58] 46 9.1279 ± 0.2296 -0.00308 ± 0.00101 0.00413 ± 0.00038 1.816 ± 0.099 % 96.905 ± 0.160 % [2026-06-11 14:21:01] 47 9.3067 ± 0.2326 -0.00359 ± 0.00101 0.00418 ± 0.00038 1.813 ± 0.097 % 96.871 ± 0.159 % [2026-06-11 14:21:03] 48 9.3911 ± 0.2327 -0.00359 ± 0.00101 0.00416 ± 0.00037 1.804 ± 0.095 % 96.912 ± 0.156 % [2026-06-11 14:21:05] 49 9.2971 ± 0.2274 -0.00345 ± 0.00100 0.00416 ± 0.00036 1.796 ± 0.094 % 96.911 ± 0.155 % [2026-06-11 14:21:07] 50 9.3534 ± 0.2267 -0.00329 ± 0.00099 0.00414 ± 0.00035 1.792 ± 0.092 % 96.902 ± 0.153 % [2026-06-11 14:21:07] [2026-06-11 14:21:07] ====== Perplexity statistics ====== [2026-06-11 14:21:07] Mean PPL(Q) : 9.353426 ± 0.226748 [2026-06-11 14:21:07] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:21:07] Cor(ln(PPL(Q)), ln(PPL(base))): 99.92% [2026-06-11 14:21:07] Mean ln(PPL(Q)/PPL(base)) : -0.003293 ± 0.000994 [2026-06-11 14:21:07] Mean PPL(Q)/PPL(base) : 0.996713 ± 0.000990 [2026-06-11 14:21:07] Mean PPL(Q)-PPL(base) : -0.030851 ± 0.009364 [2026-06-11 14:21:07] [2026-06-11 14:21:07] ====== KL divergence statistics ====== [2026-06-11 14:21:07] Mean KLD: 0.004145 ± 0.000354 [2026-06-11 14:21:07] Maximum KLD: 4.330808 [2026-06-11 14:21:07] 99.9% KLD: 0.139635 [2026-06-11 14:21:07] 99.0% KLD: 0.026639 [2026-06-11 14:21:07] 95.0% KLD: 0.010908 [2026-06-11 14:21:07] 90.0% KLD: 0.007417 [2026-06-11 14:21:07] Median KLD: 0.002184 [2026-06-11 14:21:07] 10.0% KLD: 0.000094 [2026-06-11 14:21:07] 5.0% KLD: 0.000029 [2026-06-11 14:21:07] 1.0% KLD: 0.000002 [2026-06-11 14:21:07] 0.1% KLD: -0.000013 [2026-06-11 14:21:07] Minimum KLD: -0.000074 [2026-06-11 14:21:07] [2026-06-11 14:21:07] ====== Token probability statistics ====== [2026-06-11 14:21:07] Mean Δp: -0.024 ± 0.016 % [2026-06-11 14:21:07] Maximum Δp: 60.147% [2026-06-11 14:21:07] 99.9% Δp: 15.389% [2026-06-11 14:21:07] 99.0% Δp: 4.758% [2026-06-11 14:21:07] 95.0% Δp: 2.399% [2026-06-11 14:21:07] 90.0% Δp: 1.391% [2026-06-11 14:21:07] 75.0% Δp: 0.255% [2026-06-11 14:21:07] Median Δp: -0.000% [2026-06-11 14:21:07] 25.0% Δp: -0.321% [2026-06-11 14:21:07] 10.0% Δp: -1.590% [2026-06-11 14:21:07] 5.0% Δp: -2.541% [2026-06-11 14:21:07] 1.0% Δp: -4.923% [2026-06-11 14:21:07] 0.1% Δp: -9.476% [2026-06-11 14:21:07] Minimum Δp: -36.692% [2026-06-11 14:21:07] RMS Δp : 1.792 ± 0.092 % [2026-06-11 14:21:07] Same top p: 96.902 ± 0.153 % [2026-06-11 14:21:07] [2026-06-11 14:21:08] ✅ Finished target model 24: 1 files evaluated [2026-06-11 14:21:09] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-IQ4_XS/Qwen3.5_4B-MoQ-layers_12-15-IQ4_XS.gguf to free disk space [2026-06-11 14:21:09] ============================================================ [2026-06-11 14:21:09] TARGET MODEL 25/83: w-ahmad/test3 / MoQ-layers_12-15-Q2_K/Qwen3.5_4B-MoQ-layers_12-15-Q2_K.gguf [2026-06-11 14:21:09] ============================================================ [2026-06-11 14:21:32] [1/1] MoQ-layers_12-15-Q2_K/Qwen3.5_4B-MoQ-layers_12-15-Q2_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:21:33] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-Q2_K/Qwen3.5_4B-MoQ-layers_12-15-Q2_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:21:33] 0.00.305.431 I common_init_result: fitting params to device memory ... [2026-06-11 14:21:33] 0.00.305.442 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:21:44] 0.10.853.094 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:21:44] 0.10.906.719 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:21:44] 0.11.207.650 I [2026-06-11 14:21:44] 0.11.207.795 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:21:44] 0.11.306.390 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:21:47] 0.13.507.163 I kl_divergence: 2.20 seconds per pass - ETA 1.83 minutes [2026-06-11 14:21:47] [2026-06-11 14:21:47] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:21:47] 1 6.0994 ± 1.0475 0.01718 ± 0.01285 0.02191 ± 0.00284 3.772 ± 0.350 % 93.333 ± 1.565 % [2026-06-11 14:21:49] 2 9.0338 ± 1.1840 0.01916 ± 0.01231 0.02797 ± 0.00208 4.452 ± 0.369 % 92.549 ± 1.164 % [2026-06-11 14:21:51] 3 9.3331 ± 0.9964 0.03267 ± 0.02116 0.04670 ± 0.01527 5.550 ± 0.587 % 91.242 ± 1.023 % [2026-06-11 14:21:53] 4 9.0953 ± 0.8037 0.02612 ± 0.01632 0.04072 ± 0.01146 5.213 ± 0.475 % 91.667 ± 0.866 % [2026-06-11 14:21:55] 5 9.0783 ± 0.7003 0.01634 ± 0.01347 0.03865 ± 0.00918 4.989 ± 0.401 % 91.294 ± 0.790 % [2026-06-11 14:21:57] 6 9.3887 ± 0.6530 0.01551 ± 0.01146 0.03708 ± 0.00766 4.822 ± 0.349 % 91.569 ± 0.711 % [2026-06-11 14:21:59] 7 9.7108 ± 0.6250 0.01483 ± 0.01016 0.03548 ± 0.00657 4.656 ± 0.311 % 91.541 ± 0.659 % [2026-06-11 14:22:02] 8 10.6006 ± 0.6556 0.01636 ± 0.00918 0.03513 ± 0.00576 4.535 ± 0.282 % 91.324 ± 0.623 % [2026-06-11 14:22:04] 9 11.2013 ± 0.6566 0.01375 ± 0.00849 0.03438 ± 0.00513 4.424 ± 0.259 % 91.068 ± 0.595 % [2026-06-11 14:22:06] 10 11.5854 ± 0.6441 0.00906 ± 0.00800 0.03468 ± 0.00464 4.347 ± 0.240 % 90.941 ± 0.569 % [2026-06-11 14:22:08] 11 11.4608 ± 0.6047 0.00737 ± 0.00754 0.03432 ± 0.00423 4.387 ± 0.229 % 91.052 ± 0.539 % [2026-06-11 14:22:10] 12 11.6086 ± 0.5886 0.00818 ± 0.00702 0.03360 ± 0.00388 4.345 ± 0.213 % 91.144 ± 0.514 % [2026-06-11 14:22:12] 13 12.2984 ± 0.6086 0.00830 ± 0.00689 0.03372 ± 0.00360 4.301 ± 0.201 % 91.071 ± 0.495 % [2026-06-11 14:22:15] 14 11.6811 ± 0.5538 0.00646 ± 0.00656 0.03445 ± 0.00348 4.338 ± 0.192 % 91.176 ± 0.475 % [2026-06-11 14:22:17] 15 11.5583 ± 0.5281 0.00550 ± 0.00647 0.03471 ± 0.00326 4.369 ± 0.181 % 91.216 ± 0.458 % [2026-06-11 14:22:19] 16 11.6394 ± 0.5176 0.00221 ± 0.00644 0.03514 ± 0.00321 4.344 ± 0.173 % 91.152 ± 0.445 % [2026-06-11 14:22:21] 17 10.8332 ± 0.4631 0.00164 ± 0.00612 0.03450 ± 0.00303 4.369 ± 0.165 % 91.280 ± 0.429 % [2026-06-11 14:22:24] 18 10.8353 ± 0.4489 0.00257 ± 0.00587 0.03459 ± 0.00287 4.409 ± 0.157 % 91.285 ± 0.416 % [2026-06-11 14:22:26] 19 10.6998 ± 0.4325 -0.00070 ± 0.00570 0.03588 ± 0.00289 4.535 ± 0.178 % 91.166 ± 0.408 % [2026-06-11 14:22:28] 20 10.7135 ± 0.4221 -0.00252 ± 0.00554 0.03713 ± 0.00293 4.610 ± 0.183 % 91.137 ± 0.398 % [2026-06-11 14:22:30] 21 10.3403 ± 0.3952 -0.00136 ± 0.00540 0.03710 ± 0.00279 4.651 ± 0.175 % 91.167 ± 0.388 % [2026-06-11 14:22:33] 22 10.2015 ± 0.3800 -0.00202 ± 0.00528 0.03731 ± 0.00267 4.780 ± 0.174 % 91.034 ± 0.381 % [2026-06-11 14:22:35] 23 9.8238 ± 0.3555 -0.00038 ± 0.00509 0.03690 ± 0.00256 4.845 ± 0.175 % 91.032 ± 0.373 % [2026-06-11 14:22:37] 24 9.3481 ± 0.3278 0.00093 ± 0.00494 0.03705 ± 0.00249 5.137 ± 0.214 % 91.062 ± 0.365 % [2026-06-11 14:22:39] 25 9.1828 ± 0.3141 0.00209 ± 0.00480 0.03718 ± 0.00241 5.289 ± 0.219 % 91.122 ± 0.356 % [2026-06-11 14:22:41] 26 8.9320 ± 0.2970 0.00204 ± 0.00465 0.03676 ± 0.00232 5.261 ± 0.212 % 91.252 ± 0.347 % [2026-06-11 14:22:44] 27 8.7757 ± 0.2851 0.00334 ± 0.00452 0.03659 ± 0.00224 5.273 ± 0.207 % 91.300 ± 0.340 % [2026-06-11 14:22:46] 28 8.6688 ± 0.2761 0.00372 ± 0.00441 0.03634 ± 0.00216 5.241 ± 0.201 % 91.387 ± 0.332 % [2026-06-11 14:22:48] 29 8.6204 ± 0.2694 0.00315 ± 0.00431 0.03609 ± 0.00209 5.205 ± 0.196 % 91.427 ± 0.326 % [2026-06-11 14:22:50] 30 8.5967 ± 0.2639 0.00351 ± 0.00422 0.03620 ± 0.00203 5.183 ± 0.190 % 91.464 ± 0.319 % [2026-06-11 14:22:52] 31 8.5223 ± 0.2565 0.00482 ± 0.00412 0.03592 ± 0.00196 5.167 ± 0.186 % 91.474 ± 0.314 % [2026-06-11 14:22:54] 32 8.5194 ± 0.2525 0.00447 ± 0.00403 0.03597 ± 0.00191 5.188 ± 0.181 % 91.397 ± 0.310 % [2026-06-11 14:22:56] 33 8.4727 ± 0.2469 0.00434 ± 0.00395 0.03575 ± 0.00185 5.172 ± 0.177 % 91.503 ± 0.304 % [2026-06-11 14:22:58] 34 8.5448 ± 0.2458 0.00352 ± 0.00389 0.03550 ± 0.00180 5.142 ± 0.173 % 91.557 ± 0.299 % [2026-06-11 14:23:01] 35 8.6304 ± 0.2446 0.00254 ± 0.00382 0.03581 ± 0.00176 5.147 ± 0.169 % 91.518 ± 0.295 % [2026-06-11 14:23:03] 36 8.8121 ± 0.2466 0.00243 ± 0.00375 0.03635 ± 0.00176 5.149 ± 0.168 % 91.438 ± 0.292 % [2026-06-11 14:23:05] 37 8.9261 ± 0.2463 0.00258 ± 0.00369 0.03633 ± 0.00172 5.116 ± 0.165 % 91.351 ± 0.289 % [2026-06-11 14:23:07] 38 8.9413 ± 0.2434 0.00250 ± 0.00367 0.03638 ± 0.00168 5.131 ± 0.163 % 91.331 ± 0.286 % [2026-06-11 14:23:09] 39 8.9411 ± 0.2404 0.00305 ± 0.00361 0.03613 ± 0.00164 5.109 ± 0.160 % 91.393 ± 0.281 % [2026-06-11 14:23:11] 40 8.9802 ± 0.2391 0.00360 ± 0.00357 0.03647 ± 0.00167 5.173 ± 0.177 % 91.324 ± 0.279 % [2026-06-11 14:23:13] 41 9.0257 ± 0.2378 0.00334 ± 0.00352 0.03672 ± 0.00164 5.236 ± 0.183 % 91.353 ± 0.275 % [2026-06-11 14:23:15] 42 9.0932 ± 0.2368 0.00253 ± 0.00347 0.03677 ± 0.00160 5.224 ± 0.179 % 91.289 ± 0.273 % [2026-06-11 14:23:17] 43 9.1270 ± 0.2356 0.00315 ± 0.00347 0.03721 ± 0.00162 5.261 ± 0.175 % 91.281 ± 0.269 % [2026-06-11 14:23:20] 44 9.1347 ± 0.2332 0.00280 ± 0.00342 0.03719 ± 0.00158 5.253 ± 0.172 % 91.319 ± 0.266 % [2026-06-11 14:23:22] 45 9.2338 ± 0.2338 0.00298 ± 0.00337 0.03704 ± 0.00155 5.243 ± 0.170 % 91.216 ± 0.264 % [2026-06-11 14:23:24] 46 9.1779 ± 0.2294 0.00237 ± 0.00334 0.03721 ± 0.00154 5.261 ± 0.167 % 91.270 ± 0.261 % [2026-06-11 14:23:26] 47 9.3478 ± 0.2320 0.00081 ± 0.00333 0.03824 ± 0.00159 5.251 ± 0.164 % 91.114 ± 0.260 % [2026-06-11 14:23:28] 48 9.4267 ± 0.2318 0.00020 ± 0.00330 0.03815 ± 0.00155 5.225 ± 0.162 % 91.127 ± 0.257 % [2026-06-11 14:23:30] 49 9.3282 ± 0.2264 -0.00011 ± 0.00326 0.03870 ± 0.00171 5.279 ± 0.172 % 91.108 ± 0.255 % [2026-06-11 14:23:33] 50 9.3840 ± 0.2257 -0.00003 ± 0.00321 0.03858 ± 0.00168 5.272 ± 0.169 % 91.184 ± 0.251 % [2026-06-11 14:23:33] [2026-06-11 14:23:33] ====== Perplexity statistics ====== [2026-06-11 14:23:33] Mean PPL(Q) : 9.383963 ± 0.225743 [2026-06-11 14:23:33] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:23:33] Cor(ln(PPL(Q)), ln(PPL(base))): 99.12% [2026-06-11 14:23:33] Mean ln(PPL(Q)/PPL(base)) : -0.000033 ± 0.003215 [2026-06-11 14:23:33] Mean PPL(Q)/PPL(base) : 0.999967 ± 0.003215 [2026-06-11 14:23:33] Mean PPL(Q)-PPL(base) : -0.000313 ± 0.030169 [2026-06-11 14:23:33] [2026-06-11 14:23:33] ====== KL divergence statistics ====== [2026-06-11 14:23:33] Mean KLD: 0.038578 ± 0.001678 [2026-06-11 14:23:33] Maximum KLD: 11.605829 [2026-06-11 14:23:33] 99.9% KLD: 2.239250 [2026-06-11 14:23:33] 99.0% KLD: 0.270553 [2026-06-11 14:23:33] 95.0% KLD: 0.109813 [2026-06-11 14:23:33] 90.0% KLD: 0.072196 [2026-06-11 14:23:33] Median KLD: 0.018125 [2026-06-11 14:23:33] 10.0% KLD: 0.000985 [2026-06-11 14:23:33] 5.0% KLD: 0.000311 [2026-06-11 14:23:33] 1.0% KLD: 0.000033 [2026-06-11 14:23:33] 0.1% KLD: 0.000003 [2026-06-11 14:23:33] Minimum KLD: -0.000077 [2026-06-11 14:23:33] [2026-06-11 14:23:33] ====== Token probability statistics ====== [2026-06-11 14:23:33] Mean Δp: -0.452 ± 0.047 % [2026-06-11 14:23:33] Maximum Δp: 96.384% [2026-06-11 14:23:33] 99.9% Δp: 33.732% [2026-06-11 14:23:33] 99.0% Δp: 13.940% [2026-06-11 14:23:33] 95.0% Δp: 5.744% [2026-06-11 14:23:33] 90.0% Δp: 3.074% [2026-06-11 14:23:33] 75.0% Δp: 0.551% [2026-06-11 14:23:33] Median Δp: -0.007% [2026-06-11 14:23:33] 25.0% Δp: -1.302% [2026-06-11 14:23:33] 10.0% Δp: -4.743% [2026-06-11 14:23:33] 5.0% Δp: -7.729% [2026-06-11 14:23:33] 1.0% Δp: -15.960% [2026-06-11 14:23:33] 0.1% Δp: -42.260% [2026-06-11 14:23:33] Minimum Δp: -83.558% [2026-06-11 14:23:33] RMS Δp : 5.272 ± 0.169 % [2026-06-11 14:23:33] Same top p: 91.184 ± 0.251 % [2026-06-11 14:23:33] [2026-06-11 14:23:33] ✅ Finished target model 25: 1 files evaluated [2026-06-11 14:23:35] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-Q2_K/Qwen3.5_4B-MoQ-layers_12-15-Q2_K.gguf to free disk space [2026-06-11 14:23:35] ============================================================ [2026-06-11 14:23:35] TARGET MODEL 26/83: w-ahmad/test3 / MoQ-layers_12-15-Q3_K/Qwen3.5_4B-MoQ-layers_12-15-Q3_K.gguf [2026-06-11 14:23:35] ============================================================ [2026-06-11 14:23:58] [1/1] MoQ-layers_12-15-Q3_K/Qwen3.5_4B-MoQ-layers_12-15-Q3_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:23:59] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-Q3_K/Qwen3.5_4B-MoQ-layers_12-15-Q3_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:23:59] 0.00.332.961 I common_init_result: fitting params to device memory ... [2026-06-11 14:23:59] 0.00.332.971 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:24:09] 0.10.624.589 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:24:09] 0.10.673.550 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:24:16] 0.17.067.643 I [2026-06-11 14:24:16] 0.17.067.814 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:24:16] 0.17.159.660 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:24:18] 0.19.298.777 I kl_divergence: 2.14 seconds per pass - ETA 1.77 minutes [2026-06-11 14:24:18] [2026-06-11 14:24:18] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:24:18] 1 6.0550 ± 1.0342 0.00987 ± 0.00827 0.00710 ± 0.00067 2.203 ± 0.181 % 96.863 ± 1.094 % [2026-06-11 14:24:20] 2 8.9660 ± 1.1717 0.01162 ± 0.00686 0.00996 ± 0.00090 3.025 ± 0.500 % 95.686 ± 0.901 % [2026-06-11 14:24:22] 3 9.0211 ± 0.9438 -0.00132 ± 0.00614 0.01161 ± 0.00085 3.049 ± 0.364 % 95.163 ± 0.776 % [2026-06-11 14:24:25] 4 8.8638 ± 0.7707 0.00034 ± 0.00518 0.01105 ± 0.00071 3.122 ± 0.342 % 95.196 ± 0.670 % [2026-06-11 14:24:27] 5 8.9593 ± 0.6839 0.00315 ± 0.00465 0.01076 ± 0.00061 3.052 ± 0.292 % 94.902 ± 0.616 % [2026-06-11 14:24:29] 6 9.2998 ± 0.6416 0.00599 ± 0.00415 0.01053 ± 0.00054 3.064 ± 0.267 % 94.641 ± 0.576 % [2026-06-11 14:24:31] 7 9.6568 ± 0.6181 0.00926 ± 0.00379 0.01030 ± 0.00047 2.927 ± 0.240 % 94.734 ± 0.529 % [2026-06-11 14:24:33] 8 10.5261 ± 0.6483 0.00931 ± 0.00352 0.01040 ± 0.00044 2.831 ± 0.218 % 94.657 ± 0.498 % [2026-06-11 14:24:35] 9 11.1715 ± 0.6539 0.01109 ± 0.00332 0.01023 ± 0.00040 2.762 ± 0.199 % 94.597 ± 0.472 % [2026-06-11 14:24:37] 10 11.6034 ± 0.6456 0.01061 ± 0.00317 0.01019 ± 0.00037 2.704 ± 0.184 % 94.431 ± 0.454 % [2026-06-11 14:24:39] 11 11.4916 ± 0.6075 0.01006 ± 0.00298 0.01003 ± 0.00034 2.643 ± 0.171 % 94.510 ± 0.430 % [2026-06-11 14:24:41] 12 11.6229 ± 0.5903 0.00941 ± 0.00282 0.00983 ± 0.00031 2.586 ± 0.161 % 94.739 ± 0.404 % [2026-06-11 14:24:44] 13 12.3124 ± 0.6107 0.00944 ± 0.00282 0.01033 ± 0.00039 2.596 ± 0.150 % 94.661 ± 0.391 % [2026-06-11 14:24:46] 14 11.7089 ± 0.5565 0.00884 ± 0.00273 0.01118 ± 0.00092 2.665 ± 0.149 % 94.790 ± 0.372 % [2026-06-11 14:24:48] 15 11.5649 ± 0.5297 0.00607 ± 0.00286 0.01151 ± 0.00088 2.654 ± 0.141 % 94.797 ± 0.359 % [2026-06-11 14:24:50] 16 11.6773 ± 0.5217 0.00547 ± 0.00281 0.01141 ± 0.00083 2.651 ± 0.133 % 94.706 ± 0.351 % [2026-06-11 14:24:53] 17 10.8730 ± 0.4667 0.00531 ± 0.00270 0.01124 ± 0.00079 2.660 ± 0.125 % 94.740 ± 0.339 % [2026-06-11 14:24:55] 18 10.8677 ± 0.4519 0.00556 ± 0.00264 0.01138 ± 0.00075 2.731 ± 0.126 % 94.793 ± 0.328 % [2026-06-11 14:24:57] 19 10.7624 ± 0.4365 0.00513 ± 0.00261 0.01192 ± 0.00081 2.920 ± 0.208 % 94.819 ± 0.318 % [2026-06-11 14:24:59] 20 10.7914 ± 0.4268 0.00473 ± 0.00256 0.01257 ± 0.00091 3.023 ± 0.214 % 94.706 ± 0.314 % [2026-06-11 14:25:01] 21 10.4013 ± 0.3991 0.00453 ± 0.00249 0.01255 ± 0.00087 3.023 ± 0.204 % 94.790 ± 0.304 % [2026-06-11 14:25:04] 22 10.2752 ± 0.3845 0.00518 ± 0.00245 0.01269 ± 0.00085 3.117 ± 0.203 % 94.777 ± 0.297 % [2026-06-11 14:25:06] 23 9.8803 ± 0.3592 0.00535 ± 0.00238 0.01260 ± 0.00081 3.132 ± 0.195 % 94.817 ± 0.289 % [2026-06-11 14:25:08] 24 9.3916 ± 0.3310 0.00558 ± 0.00232 0.01256 ± 0.00078 3.176 ± 0.189 % 94.804 ± 0.284 % [2026-06-11 14:25:10] 25 9.2146 ± 0.3170 0.00554 ± 0.00227 0.01249 ± 0.00076 3.187 ± 0.182 % 94.918 ± 0.275 % [2026-06-11 14:25:12] 26 8.9648 ± 0.2999 0.00571 ± 0.00221 0.01232 ± 0.00073 3.162 ± 0.176 % 94.977 ± 0.268 % [2026-06-11 14:25:15] 27 8.7961 ± 0.2876 0.00566 ± 0.00216 0.01219 ± 0.00070 3.151 ± 0.170 % 95.062 ± 0.261 % [2026-06-11 14:25:17] 28 8.6867 ± 0.2783 0.00579 ± 0.00211 0.01203 ± 0.00068 3.125 ± 0.166 % 95.182 ± 0.253 % [2026-06-11 14:25:19] 29 8.6458 ± 0.2719 0.00610 ± 0.00208 0.01191 ± 0.00065 3.098 ± 0.162 % 95.308 ± 0.246 % [2026-06-11 14:25:21] 30 8.6165 ± 0.2661 0.00581 ± 0.00204 0.01186 ± 0.00063 3.075 ± 0.157 % 95.307 ± 0.242 % [2026-06-11 14:25:23] 31 8.5276 ± 0.2581 0.00544 ± 0.00200 0.01174 ± 0.00061 3.056 ± 0.153 % 95.294 ± 0.238 % [2026-06-11 14:25:25] 32 8.5239 ± 0.2540 0.00499 ± 0.00196 0.01174 ± 0.00059 3.061 ± 0.149 % 95.196 ± 0.237 % [2026-06-11 14:25:27] 33 8.4732 ± 0.2483 0.00439 ± 0.00193 0.01167 ± 0.00058 3.049 ± 0.145 % 95.140 ± 0.234 % [2026-06-11 14:25:29] 34 8.5588 ± 0.2478 0.00516 ± 0.00191 0.01160 ± 0.00056 3.031 ± 0.142 % 95.110 ± 0.232 % [2026-06-11 14:25:31] 35 8.6516 ± 0.2468 0.00499 ± 0.00188 0.01163 ± 0.00054 3.022 ± 0.139 % 95.070 ± 0.229 % [2026-06-11 14:25:34] 36 8.8380 ± 0.2490 0.00537 ± 0.00185 0.01169 ± 0.00053 2.998 ± 0.136 % 95.011 ± 0.227 % [2026-06-11 14:25:36] 37 8.9482 ± 0.2485 0.00505 ± 0.00183 0.01168 ± 0.00052 2.978 ± 0.133 % 95.019 ± 0.224 % [2026-06-11 14:25:38] 38 8.9619 ± 0.2456 0.00480 ± 0.00182 0.01168 ± 0.00050 2.966 ± 0.130 % 94.974 ± 0.222 % [2026-06-11 14:25:40] 39 8.9600 ± 0.2425 0.00517 ± 0.00179 0.01164 ± 0.00049 2.960 ± 0.127 % 94.972 ± 0.219 % [2026-06-11 14:25:42] 40 8.9961 ± 0.2412 0.00538 ± 0.00181 0.01175 ± 0.00050 3.026 ± 0.137 % 94.941 ± 0.217 % [2026-06-11 14:25:44] 41 9.0421 ± 0.2398 0.00516 ± 0.00179 0.01176 ± 0.00049 3.026 ± 0.134 % 94.959 ± 0.214 % [2026-06-11 14:25:46] 42 9.1109 ± 0.2389 0.00447 ± 0.00177 0.01178 ± 0.00047 3.020 ± 0.132 % 94.949 ± 0.212 % [2026-06-11 14:25:48] 43 9.1383 ± 0.2374 0.00439 ± 0.00176 0.01184 ± 0.00047 3.022 ± 0.129 % 94.911 ± 0.210 % [2026-06-11 14:25:50] 44 9.1469 ± 0.2350 0.00413 ± 0.00174 0.01190 ± 0.00046 3.024 ± 0.126 % 94.848 ± 0.209 % [2026-06-11 14:25:53] 45 9.2358 ± 0.2352 0.00320 ± 0.00175 0.01190 ± 0.00045 3.018 ± 0.124 % 94.789 ± 0.207 % [2026-06-11 14:25:55] 46 9.1815 ± 0.2308 0.00277 ± 0.00172 0.01189 ± 0.00044 3.036 ± 0.122 % 94.834 ± 0.204 % [2026-06-11 14:25:57] 47 9.3653 ± 0.2340 0.00268 ± 0.00172 0.01235 ± 0.00055 3.030 ± 0.121 % 94.802 ± 0.203 % [2026-06-11 14:25:59] 48 9.4468 ± 0.2339 0.00232 ± 0.00170 0.01231 ± 0.00054 3.016 ± 0.119 % 94.869 ± 0.199 % [2026-06-11 14:26:01] 49 9.3465 ± 0.2284 0.00184 ± 0.00168 0.01229 ± 0.00053 3.010 ± 0.117 % 94.790 ± 0.199 % [2026-06-11 14:26:03] 50 9.4023 ± 0.2277 0.00192 ± 0.00166 0.01226 ± 0.00052 3.003 ± 0.115 % 94.816 ± 0.196 % [2026-06-11 14:26:03] [2026-06-11 14:26:03] ====== Perplexity statistics ====== [2026-06-11 14:26:03] Mean PPL(Q) : 9.402304 ± 0.227672 [2026-06-11 14:26:03] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:26:03] Cor(ln(PPL(Q)), ln(PPL(base))): 99.77% [2026-06-11 14:26:03] Mean ln(PPL(Q)/PPL(base)) : 0.001919 ± 0.001661 [2026-06-11 14:26:03] Mean PPL(Q)/PPL(base) : 1.001921 ± 0.001664 [2026-06-11 14:26:03] Mean PPL(Q)-PPL(base) : 0.018027 ± 0.015591 [2026-06-11 14:26:03] [2026-06-11 14:26:03] ====== KL divergence statistics ====== [2026-06-11 14:26:03] Mean KLD: 0.012258 ± 0.000522 [2026-06-11 14:26:03] Maximum KLD: 3.992833 [2026-06-11 14:26:03] 99.9% KLD: 0.428619 [2026-06-11 14:26:03] 99.0% KLD: 0.086252 [2026-06-11 14:26:03] 95.0% KLD: 0.034541 [2026-06-11 14:26:03] 90.0% KLD: 0.023392 [2026-06-11 14:26:03] Median KLD: 0.006202 [2026-06-11 14:26:03] 10.0% KLD: 0.000329 [2026-06-11 14:26:03] 5.0% KLD: 0.000109 [2026-06-11 14:26:03] 1.0% KLD: 0.000017 [2026-06-11 14:26:03] 0.1% KLD: 0.000002 [2026-06-11 14:26:03] Minimum KLD: -0.000200 [2026-06-11 14:26:03] [2026-06-11 14:26:03] ====== Token probability statistics ====== [2026-06-11 14:26:03] Mean Δp: -0.165 ± 0.027 % [2026-06-11 14:26:03] Maximum Δp: 62.098% [2026-06-11 14:26:03] 99.9% Δp: 23.053% [2026-06-11 14:26:03] 99.0% Δp: 7.892% [2026-06-11 14:26:03] 95.0% Δp: 3.622% [2026-06-11 14:26:03] 90.0% Δp: 2.038% [2026-06-11 14:26:03] 75.0% Δp: 0.330% [2026-06-11 14:26:03] Median Δp: -0.012% [2026-06-11 14:26:03] 25.0% Δp: -0.724% [2026-06-11 14:26:03] 10.0% Δp: -2.564% [2026-06-11 14:26:03] 5.0% Δp: -4.154% [2026-06-11 14:26:03] 1.0% Δp: -8.819% [2026-06-11 14:26:03] 0.1% Δp: -19.483% [2026-06-11 14:26:03] Minimum Δp: -70.277% [2026-06-11 14:26:03] RMS Δp : 3.003 ± 0.115 % [2026-06-11 14:26:03] Same top p: 94.816 ± 0.196 % [2026-06-11 14:26:03] [2026-06-11 14:26:04] ✅ Finished target model 26: 1 files evaluated [2026-06-11 14:26:05] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-Q3_K/Qwen3.5_4B-MoQ-layers_12-15-Q3_K.gguf to free disk space [2026-06-11 14:26:06] ============================================================ [2026-06-11 14:26:06] TARGET MODEL 27/83: w-ahmad/test3 / MoQ-layers_12-15-Q4_K/Qwen3.5_4B-MoQ-layers_12-15-Q4_K.gguf [2026-06-11 14:26:06] ============================================================ [2026-06-11 14:26:27] [1/1] MoQ-layers_12-15-Q4_K/Qwen3.5_4B-MoQ-layers_12-15-Q4_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:26:27] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-Q4_K/Qwen3.5_4B-MoQ-layers_12-15-Q4_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:26:28] 0.00.300.482 I common_init_result: fitting params to device memory ... [2026-06-11 14:26:28] 0.00.300.493 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:26:38] 0.10.404.010 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:26:38] 0.10.452.069 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:26:38] 0.10.740.661 I [2026-06-11 14:26:38] 0.10.740.830 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:26:38] 0.10.835.644 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:26:41] 0.13.000.076 I kl_divergence: 2.16 seconds per pass - ETA 1.80 minutes [2026-06-11 14:26:41] [2026-06-11 14:26:41] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:26:41] 1 5.9629 ± 1.0101 -0.00546 ± 0.00366 0.00169 ± 0.00014 1.256 ± 0.089 % 97.255 ± 1.025 % [2026-06-11 14:26:43] 2 8.7800 ± 1.1374 -0.00933 ± 0.00363 0.00293 ± 0.00043 1.673 ± 0.245 % 97.255 ± 0.724 % [2026-06-11 14:26:45] 3 8.9120 ± 0.9259 -0.01349 ± 0.00384 0.00321 ± 0.00032 1.683 ± 0.171 % 96.863 ± 0.631 % [2026-06-11 14:26:47] 4 8.7564 ± 0.7570 -0.01185 ± 0.00320 0.00300 ± 0.00025 1.624 ± 0.135 % 96.863 ± 0.546 % [2026-06-11 14:26:49] 5 8.8522 ± 0.6719 -0.00888 ± 0.00282 0.00295 ± 0.00020 1.590 ± 0.113 % 96.941 ± 0.482 % [2026-06-11 14:26:51] 6 9.1674 ± 0.6289 -0.00834 ± 0.00246 0.00286 ± 0.00017 1.545 ± 0.098 % 96.928 ± 0.441 % [2026-06-11 14:26:54] 7 9.5008 ± 0.6039 -0.00703 ± 0.00226 0.00280 ± 0.00015 1.503 ± 0.087 % 96.919 ± 0.409 % [2026-06-11 14:26:56] 8 10.3606 ± 0.6348 -0.00654 ± 0.00214 0.00289 ± 0.00014 1.488 ± 0.080 % 96.961 ± 0.380 % [2026-06-11 14:26:58] 9 10.9867 ± 0.6392 -0.00559 ± 0.00198 0.00281 ± 0.00013 1.454 ± 0.073 % 97.168 ± 0.346 % [2026-06-11 14:27:00] 10 11.4203 ± 0.6324 -0.00530 ± 0.00188 0.00286 ± 0.00012 1.444 ± 0.068 % 97.098 ± 0.332 % [2026-06-11 14:27:02] 11 11.3228 ± 0.5958 -0.00474 ± 0.00177 0.00284 ± 0.00011 1.445 ± 0.064 % 97.184 ± 0.312 % [2026-06-11 14:27:04] 12 11.4662 ± 0.5800 -0.00416 ± 0.00168 0.00279 ± 0.00010 1.435 ± 0.060 % 97.288 ± 0.294 % [2026-06-11 14:27:07] 13 12.1427 ± 0.5995 -0.00444 ± 0.00162 0.00288 ± 0.00010 1.422 ± 0.056 % 97.104 ± 0.291 % [2026-06-11 14:27:09] 14 11.5607 ± 0.5475 -0.00390 ± 0.00163 0.00292 ± 0.00010 1.451 ± 0.056 % 97.199 ± 0.276 % [2026-06-11 14:27:11] 15 11.4407 ± 0.5230 -0.00473 ± 0.00163 0.00298 ± 0.00010 1.458 ± 0.055 % 97.150 ± 0.269 % [2026-06-11 14:27:13] 16 11.5540 ± 0.5151 -0.00515 ± 0.00160 0.00295 ± 0.00010 1.456 ± 0.053 % 97.132 ± 0.261 % [2026-06-11 14:27:15] 17 10.7618 ± 0.4613 -0.00498 ± 0.00153 0.00291 ± 0.00009 1.456 ± 0.050 % 97.255 ± 0.248 % [2026-06-11 14:27:18] 18 10.7546 ± 0.4465 -0.00490 ± 0.00147 0.00292 ± 0.00009 1.451 ± 0.048 % 97.233 ± 0.242 % [2026-06-11 14:27:20] 19 10.6553 ± 0.4318 -0.00488 ± 0.00145 0.00309 ± 0.00016 1.580 ± 0.138 % 97.255 ± 0.235 % [2026-06-11 14:27:22] 20 10.6984 ± 0.4229 -0.00393 ± 0.00146 0.00323 ± 0.00019 1.651 ± 0.146 % 97.216 ± 0.230 % [2026-06-11 14:27:24] 21 10.3214 ± 0.3959 -0.00318 ± 0.00142 0.00321 ± 0.00018 1.646 ± 0.140 % 97.255 ± 0.223 % [2026-06-11 14:27:27] 22 10.1882 ± 0.3809 -0.00332 ± 0.00140 0.00330 ± 0.00018 1.712 ± 0.135 % 97.273 ± 0.217 % [2026-06-11 14:27:29] 23 9.7980 ± 0.3558 -0.00301 ± 0.00136 0.00333 ± 0.00018 1.760 ± 0.135 % 97.306 ± 0.211 % [2026-06-11 14:27:31] 24 9.3144 ± 0.3279 -0.00268 ± 0.00131 0.00330 ± 0.00017 1.759 ± 0.130 % 97.304 ± 0.207 % [2026-06-11 14:27:33] 25 9.1428 ± 0.3141 -0.00228 ± 0.00127 0.00331 ± 0.00017 1.768 ± 0.125 % 97.333 ± 0.202 % [2026-06-11 14:27:35] 26 8.8952 ± 0.2972 -0.00209 ± 0.00124 0.00328 ± 0.00016 1.755 ± 0.121 % 97.406 ± 0.195 % [2026-06-11 14:27:37] 27 8.7321 ± 0.2851 -0.00164 ± 0.00121 0.00326 ± 0.00016 1.756 ± 0.116 % 97.400 ± 0.192 % [2026-06-11 14:27:39] 28 8.6250 ± 0.2760 -0.00134 ± 0.00118 0.00323 ± 0.00015 1.747 ± 0.113 % 97.423 ± 0.188 % [2026-06-11 14:27:42] 29 8.5870 ± 0.2698 -0.00073 ± 0.00120 0.00322 ± 0.00015 1.739 ± 0.110 % 97.485 ± 0.182 % [2026-06-11 14:27:44] 30 8.5631 ± 0.2642 -0.00041 ± 0.00117 0.00323 ± 0.00014 1.730 ± 0.107 % 97.451 ± 0.180 % [2026-06-11 14:27:46] 31 8.4809 ± 0.2566 -0.00005 ± 0.00115 0.00320 ± 0.00014 1.714 ± 0.104 % 97.432 ± 0.178 % [2026-06-11 14:27:48] 32 8.4828 ± 0.2527 0.00016 ± 0.00113 0.00326 ± 0.00014 1.726 ± 0.101 % 97.414 ± 0.176 % [2026-06-11 14:27:50] 33 8.4356 ± 0.2471 -0.00005 ± 0.00112 0.00327 ± 0.00014 1.720 ± 0.098 % 97.421 ± 0.173 % [2026-06-11 14:27:52] 34 8.5164 ± 0.2465 0.00019 ± 0.00110 0.00325 ± 0.00013 1.711 ± 0.096 % 97.405 ± 0.171 % [2026-06-11 14:27:54] 35 8.6128 ± 0.2457 0.00049 ± 0.00108 0.00327 ± 0.00013 1.703 ± 0.093 % 97.389 ± 0.169 % [2026-06-11 14:27:56] 36 8.7978 ± 0.2479 0.00081 ± 0.00106 0.00331 ± 0.00013 1.696 ± 0.091 % 97.353 ± 0.168 % [2026-06-11 14:27:58] 37 8.9096 ± 0.2475 0.00074 ± 0.00104 0.00330 ± 0.00012 1.686 ± 0.089 % 97.318 ± 0.166 % [2026-06-11 14:28:01] 38 8.9237 ± 0.2446 0.00053 ± 0.00102 0.00330 ± 0.00012 1.682 ± 0.087 % 97.276 ± 0.165 % [2026-06-11 14:28:03] 39 8.9202 ± 0.2415 0.00071 ± 0.00101 0.00330 ± 0.00012 1.677 ± 0.085 % 97.305 ± 0.162 % [2026-06-11 14:28:05] 40 8.9544 ± 0.2401 0.00073 ± 0.00108 0.00340 ± 0.00014 1.792 ± 0.113 % 97.294 ± 0.161 % [2026-06-11 14:28:07] 41 8.9994 ± 0.2388 0.00042 ± 0.00106 0.00342 ± 0.00014 1.798 ± 0.111 % 97.264 ± 0.160 % [2026-06-11 14:28:09] 42 9.0729 ± 0.2380 0.00030 ± 0.00105 0.00342 ± 0.00014 1.788 ± 0.109 % 97.264 ± 0.158 % [2026-06-11 14:28:11] 43 9.0999 ± 0.2366 0.00018 ± 0.00104 0.00340 ± 0.00013 1.778 ± 0.107 % 97.273 ± 0.156 % [2026-06-11 14:28:13] 44 9.1101 ± 0.2342 0.00010 ± 0.00102 0.00340 ± 0.00013 1.774 ± 0.105 % 97.219 ± 0.155 % [2026-06-11 14:28:15] 45 9.2071 ± 0.2347 0.00008 ± 0.00101 0.00338 ± 0.00013 1.763 ± 0.103 % 97.211 ± 0.154 % [2026-06-11 14:28:18] 46 9.1564 ± 0.2304 0.00003 ± 0.00099 0.00343 ± 0.00013 1.803 ± 0.104 % 97.212 ± 0.152 % [2026-06-11 14:28:20] 47 9.3361 ± 0.2336 -0.00044 ± 0.00102 0.00352 ± 0.00015 1.825 ± 0.104 % 97.188 ± 0.151 % [2026-06-11 14:28:22] 48 9.4220 ± 0.2336 -0.00030 ± 0.00101 0.00351 ± 0.00014 1.812 ± 0.103 % 97.222 ± 0.149 % [2026-06-11 14:28:24] 49 9.3256 ± 0.2283 -0.00040 ± 0.00100 0.00349 ± 0.00014 1.802 ± 0.101 % 97.175 ± 0.148 % [2026-06-11 14:28:26] 50 9.3792 ± 0.2275 -0.00054 ± 0.00098 0.00348 ± 0.00014 1.797 ± 0.099 % 97.192 ± 0.146 % [2026-06-11 14:28:26] [2026-06-11 14:28:26] ====== Perplexity statistics ====== [2026-06-11 14:28:26] Mean PPL(Q) : 9.379178 ± 0.227524 [2026-06-11 14:28:26] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:28:26] Cor(ln(PPL(Q)), ln(PPL(base))): 99.92% [2026-06-11 14:28:26] Mean ln(PPL(Q)/PPL(base)) : -0.000543 ± 0.000982 [2026-06-11 14:28:26] Mean PPL(Q)/PPL(base) : 0.999457 ± 0.000982 [2026-06-11 14:28:26] Mean PPL(Q)-PPL(base) : -0.005099 ± 0.009220 [2026-06-11 14:28:26] [2026-06-11 14:28:26] ====== KL divergence statistics ====== [2026-06-11 14:28:26] Mean KLD: 0.003478 ± 0.000137 [2026-06-11 14:28:26] Maximum KLD: 0.785664 [2026-06-11 14:28:26] 99.9% KLD: 0.167817 [2026-06-11 14:28:26] 99.0% KLD: 0.022647 [2026-06-11 14:28:26] 95.0% KLD: 0.009281 [2026-06-11 14:28:26] 90.0% KLD: 0.006545 [2026-06-11 14:28:26] Median KLD: 0.001948 [2026-06-11 14:28:26] 10.0% KLD: 0.000082 [2026-06-11 14:28:26] 5.0% KLD: 0.000025 [2026-06-11 14:28:26] 1.0% KLD: 0.000002 [2026-06-11 14:28:26] 0.1% KLD: -0.000008 [2026-06-11 14:28:26] Minimum KLD: -0.000045 [2026-06-11 14:28:26] [2026-06-11 14:28:26] ====== Token probability statistics ====== [2026-06-11 14:28:26] Mean Δp: -0.034 ± 0.016 % [2026-06-11 14:28:26] Maximum Δp: 46.744% [2026-06-11 14:28:26] 99.9% Δp: 10.335% [2026-06-11 14:28:26] 99.0% Δp: 4.507% [2026-06-11 14:28:26] 95.0% Δp: 2.224% [2026-06-11 14:28:26] 90.0% Δp: 1.272% [2026-06-11 14:28:26] 75.0% Δp: 0.220% [2026-06-11 14:28:26] Median Δp: -0.000% [2026-06-11 14:28:26] 25.0% Δp: -0.305% [2026-06-11 14:28:26] 10.0% Δp: -1.441% [2026-06-11 14:28:26] 5.0% Δp: -2.435% [2026-06-11 14:28:26] 1.0% Δp: -4.713% [2026-06-11 14:28:26] 0.1% Δp: -10.050% [2026-06-11 14:28:26] Minimum Δp: -35.403% [2026-06-11 14:28:26] RMS Δp : 1.797 ± 0.099 % [2026-06-11 14:28:26] Same top p: 97.192 ± 0.146 % [2026-06-11 14:28:26] [2026-06-11 14:28:27] ✅ Finished target model 27: 1 files evaluated [2026-06-11 14:28:28] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-Q4_K/Qwen3.5_4B-MoQ-layers_12-15-Q4_K.gguf to free disk space [2026-06-11 14:28:28] ============================================================ [2026-06-11 14:28:28] TARGET MODEL 28/83: w-ahmad/test3 / MoQ-layers_12-15-Q5_K/Qwen3.5_4B-MoQ-layers_12-15-Q5_K.gguf [2026-06-11 14:28:28] ============================================================ [2026-06-11 14:28:52] [1/1] MoQ-layers_12-15-Q5_K/Qwen3.5_4B-MoQ-layers_12-15-Q5_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:28:52] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-Q5_K/Qwen3.5_4B-MoQ-layers_12-15-Q5_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:28:53] 0.00.315.838 I common_init_result: fitting params to device memory ... [2026-06-11 14:28:53] 0.00.315.849 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:29:03] 0.10.480.678 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:29:03] 0.10.527.088 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:29:03] 0.10.819.303 I [2026-06-11 14:29:03] 0.10.819.513 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:29:04] 0.10.919.620 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:29:10] 0.16.936.085 I kl_divergence: 6.02 seconds per pass - ETA 5.00 minutes [2026-06-11 14:29:10] [2026-06-11 14:29:10] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:29:10] 1 5.9926 ± 1.0177 -0.00048 ± 0.00243 0.00085 ± 0.00008 0.815 ± 0.072 % 98.824 ± 0.677 % [2026-06-11 14:29:12] 2 8.8185 ± 1.1457 -0.00496 ± 0.00252 0.00140 ± 0.00031 1.198 ± 0.272 % 98.431 ± 0.551 % [2026-06-11 14:29:14] 3 8.9774 ± 0.9353 -0.00618 ± 0.00217 0.00132 ± 0.00021 1.126 ± 0.194 % 98.301 ± 0.468 % [2026-06-11 14:29:16] 4 8.8259 ± 0.7654 -0.00395 ± 0.00186 0.00130 ± 0.00016 1.121 ± 0.149 % 98.333 ± 0.401 % [2026-06-11 14:29:18] 5 8.9050 ± 0.6779 -0.00294 ± 0.00164 0.00132 ± 0.00013 1.130 ± 0.121 % 97.961 ± 0.396 % [2026-06-11 14:29:20] 6 9.2196 ± 0.6344 -0.00267 ± 0.00146 0.00130 ± 0.00011 1.116 ± 0.103 % 97.582 ± 0.393 % [2026-06-11 14:29:22] 7 9.5528 ± 0.6090 -0.00157 ± 0.00133 0.00127 ± 0.00009 1.086 ± 0.091 % 97.703 ± 0.355 % [2026-06-11 14:29:24] 8 10.4132 ± 0.6396 -0.00148 ± 0.00126 0.00129 ± 0.00008 1.086 ± 0.081 % 97.696 ± 0.332 % [2026-06-11 14:29:27] 9 11.0317 ± 0.6433 -0.00150 ± 0.00118 0.00128 ± 0.00007 1.062 ± 0.074 % 97.778 ± 0.308 % [2026-06-11 14:29:29] 10 11.4621 ± 0.6360 -0.00164 ± 0.00113 0.00129 ± 0.00007 1.048 ± 0.068 % 97.843 ± 0.288 % [2026-06-11 14:29:31] 11 11.3547 ± 0.5987 -0.00192 ± 0.00107 0.00127 ± 0.00006 1.034 ± 0.063 % 97.932 ± 0.269 % [2026-06-11 14:29:33] 12 11.4903 ± 0.5821 -0.00206 ± 0.00102 0.00127 ± 0.00006 1.032 ± 0.059 % 98.007 ± 0.253 % [2026-06-11 14:29:35] 13 12.1709 ± 0.6020 -0.00212 ± 0.00100 0.00133 ± 0.00008 1.029 ± 0.055 % 97.979 ± 0.244 % [2026-06-11 14:29:37] 14 11.5769 ± 0.5492 -0.00250 ± 0.00110 0.00135 ± 0.00008 1.037 ± 0.052 % 98.067 ± 0.230 % [2026-06-11 14:29:39] 15 11.4602 ± 0.5247 -0.00303 ± 0.00117 0.00137 ± 0.00007 1.034 ± 0.049 % 97.987 ± 0.227 % [2026-06-11 14:29:42] 16 11.5775 ± 0.5173 -0.00312 ± 0.00112 0.00136 ± 0.00007 1.023 ± 0.046 % 97.966 ± 0.221 % [2026-06-11 14:29:44] 17 10.7818 ± 0.4631 -0.00312 ± 0.00107 0.00136 ± 0.00006 1.024 ± 0.044 % 98.016 ± 0.212 % [2026-06-11 14:29:46] 18 10.7729 ± 0.4481 -0.00320 ± 0.00103 0.00138 ± 0.00006 1.045 ± 0.043 % 97.996 ± 0.207 % [2026-06-11 14:29:48] 19 10.6685 ± 0.4331 -0.00364 ± 0.00106 0.00226 ± 0.00086 1.358 ± 0.278 % 97.957 ± 0.203 % [2026-06-11 14:29:51] 20 10.6960 ± 0.4233 -0.00415 ± 0.00103 0.00224 ± 0.00082 1.369 ± 0.262 % 98.000 ± 0.196 % [2026-06-11 14:29:53] 21 10.3143 ± 0.3960 -0.00387 ± 0.00099 0.00220 ± 0.00078 1.353 ± 0.253 % 98.039 ± 0.189 % [2026-06-11 14:29:55] 22 10.1859 ± 0.3812 -0.00355 ± 0.00097 0.00218 ± 0.00074 1.369 ± 0.239 % 98.039 ± 0.185 % [2026-06-11 14:29:57] 23 9.7947 ± 0.3561 -0.00335 ± 0.00093 0.00215 ± 0.00071 1.378 ± 0.229 % 98.039 ± 0.181 % [2026-06-11 14:29:59] 24 9.3130 ± 0.3282 -0.00283 ± 0.00090 0.00211 ± 0.00068 1.367 ± 0.221 % 98.039 ± 0.177 % [2026-06-11 14:30:02] 25 9.1356 ± 0.3142 -0.00307 ± 0.00088 0.00209 ± 0.00065 1.361 ± 0.213 % 98.086 ± 0.172 % [2026-06-11 14:30:04] 26 8.8853 ± 0.2971 -0.00321 ± 0.00086 0.00205 ± 0.00063 1.347 ± 0.207 % 98.100 ± 0.168 % [2026-06-11 14:30:06] 27 8.7189 ± 0.2849 -0.00316 ± 0.00083 0.00201 ± 0.00061 1.340 ± 0.200 % 98.126 ± 0.163 % [2026-06-11 14:30:08] 28 8.6105 ± 0.2758 -0.00302 ± 0.00081 0.00197 ± 0.00058 1.329 ± 0.195 % 98.179 ± 0.158 % [2026-06-11 14:30:10] 29 8.5711 ± 0.2695 -0.00259 ± 0.00087 0.00195 ± 0.00056 1.319 ± 0.190 % 98.215 ± 0.154 % [2026-06-11 14:30:12] 30 8.5446 ± 0.2639 -0.00257 ± 0.00084 0.00193 ± 0.00054 1.307 ± 0.185 % 98.209 ± 0.152 % [2026-06-11 14:30:14] 31 8.4603 ± 0.2561 -0.00249 ± 0.00082 0.00190 ± 0.00053 1.296 ± 0.181 % 98.242 ± 0.148 % [2026-06-11 14:30:16] 32 8.4614 ± 0.2522 -0.00236 ± 0.00080 0.00189 ± 0.00051 1.292 ± 0.175 % 98.223 ± 0.146 % [2026-06-11 14:30:19] 33 8.4157 ± 0.2467 -0.00242 ± 0.00079 0.00188 ± 0.00050 1.287 ± 0.171 % 98.265 ± 0.142 % [2026-06-11 14:30:21] 34 8.4941 ± 0.2459 -0.00243 ± 0.00077 0.00186 ± 0.00048 1.280 ± 0.167 % 98.293 ± 0.139 % [2026-06-11 14:30:23] 35 8.5871 ± 0.2450 -0.00249 ± 0.00076 0.00184 ± 0.00047 1.272 ± 0.163 % 98.286 ± 0.137 % [2026-06-11 14:30:25] 36 8.7691 ± 0.2472 -0.00245 ± 0.00074 0.00184 ± 0.00045 1.269 ± 0.159 % 98.246 ± 0.137 % [2026-06-11 14:30:27] 37 8.8820 ± 0.2468 -0.00236 ± 0.00073 0.00182 ± 0.00044 1.260 ± 0.156 % 98.272 ± 0.134 % [2026-06-11 14:30:29] 38 8.8976 ± 0.2439 -0.00241 ± 0.00072 0.00183 ± 0.00043 1.268 ± 0.151 % 98.246 ± 0.133 % [2026-06-11 14:30:31] 39 8.8922 ± 0.2407 -0.00243 ± 0.00071 0.00182 ± 0.00042 1.265 ± 0.148 % 98.240 ± 0.132 % [2026-06-11 14:30:33] 40 8.9274 ± 0.2393 -0.00229 ± 0.00075 0.00181 ± 0.00041 1.258 ± 0.145 % 98.206 ± 0.131 % [2026-06-11 14:30:35] 41 8.9740 ± 0.2381 -0.00240 ± 0.00074 0.00181 ± 0.00040 1.263 ± 0.141 % 98.192 ± 0.130 % [2026-06-11 14:30:38] 42 9.0476 ± 0.2373 -0.00250 ± 0.00072 0.00181 ± 0.00039 1.259 ± 0.138 % 98.189 ± 0.129 % [2026-06-11 14:30:40] 43 9.0735 ± 0.2358 -0.00273 ± 0.00071 0.00180 ± 0.00038 1.257 ± 0.135 % 98.212 ± 0.127 % [2026-06-11 14:30:42] 44 9.0815 ± 0.2334 -0.00304 ± 0.00071 0.00180 ± 0.00037 1.261 ± 0.132 % 98.217 ± 0.125 % [2026-06-11 14:30:44] 45 9.1765 ± 0.2339 -0.00324 ± 0.00070 0.00179 ± 0.00036 1.259 ± 0.129 % 98.196 ± 0.124 % [2026-06-11 14:30:46] 46 9.1252 ± 0.2296 -0.00339 ± 0.00069 0.00182 ± 0.00036 1.292 ± 0.127 % 98.210 ± 0.122 % [2026-06-11 14:30:48] 47 9.3055 ± 0.2327 -0.00373 ± 0.00069 0.00182 ± 0.00035 1.286 ± 0.125 % 98.214 ± 0.121 % [2026-06-11 14:30:50] 48 9.3893 ± 0.2327 -0.00379 ± 0.00069 0.00182 ± 0.00034 1.281 ± 0.123 % 98.235 ± 0.119 % [2026-06-11 14:30:53] 49 9.2925 ± 0.2273 -0.00395 ± 0.00068 0.00182 ± 0.00034 1.276 ± 0.121 % 98.231 ± 0.118 % [2026-06-11 14:30:55] 50 9.3480 ± 0.2267 -0.00387 ± 0.00067 0.00181 ± 0.00033 1.271 ± 0.119 % 98.204 ± 0.118 % [2026-06-11 14:30:55] [2026-06-11 14:30:55] ====== Perplexity statistics ====== [2026-06-11 14:30:55] Mean PPL(Q) : 9.347994 ± 0.226656 [2026-06-11 14:30:55] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:30:55] Cor(ln(PPL(Q)), ln(PPL(base))): 99.96% [2026-06-11 14:30:55] Mean ln(PPL(Q)/PPL(base)) : -0.003874 ± 0.000674 [2026-06-11 14:30:55] Mean PPL(Q)/PPL(base) : 0.996134 ± 0.000671 [2026-06-11 14:30:55] Mean PPL(Q)-PPL(base) : -0.036283 ± 0.006407 [2026-06-11 14:30:55] [2026-06-11 14:30:55] ====== KL divergence statistics ====== [2026-06-11 14:30:55] Mean KLD: 0.001805 ± 0.000329 [2026-06-11 14:30:55] Maximum KLD: 4.151547 [2026-06-11 14:30:55] 99.9% KLD: 0.049985 [2026-06-11 14:30:55] 99.0% KLD: 0.009115 [2026-06-11 14:30:55] 95.0% KLD: 0.004068 [2026-06-11 14:30:55] 90.0% KLD: 0.002821 [2026-06-11 14:30:55] Median KLD: 0.000887 [2026-06-11 14:30:55] 10.0% KLD: 0.000026 [2026-06-11 14:30:55] 5.0% KLD: 0.000006 [2026-06-11 14:30:55] 1.0% KLD: -0.000002 [2026-06-11 14:30:55] 0.1% KLD: -0.000039 [2026-06-11 14:30:55] Minimum KLD: -0.000060 [2026-06-11 14:30:55] [2026-06-11 14:30:55] ====== Token probability statistics ====== [2026-06-11 14:30:55] Mean Δp: -0.011 ± 0.011 % [2026-06-11 14:30:55] Maximum Δp: 60.264% [2026-06-11 14:30:55] 99.9% Δp: 7.360% [2026-06-11 14:30:55] 99.0% Δp: 3.101% [2026-06-11 14:30:55] 95.0% Δp: 1.739% [2026-06-11 14:30:55] 90.0% Δp: 0.868% [2026-06-11 14:30:55] 75.0% Δp: 0.115% [2026-06-11 14:30:55] Median Δp: -0.000% [2026-06-11 14:30:55] 25.0% Δp: -0.160% [2026-06-11 14:30:55] 10.0% Δp: -0.924% [2026-06-11 14:30:55] 5.0% Δp: -1.757% [2026-06-11 14:30:55] 1.0% Δp: -3.275% [2026-06-11 14:30:55] 0.1% Δp: -6.226% [2026-06-11 14:30:55] Minimum Δp: -30.943% [2026-06-11 14:30:55] RMS Δp : 1.271 ± 0.119 % [2026-06-11 14:30:55] Same top p: 98.204 ± 0.118 % [2026-06-11 14:30:55] [2026-06-11 14:30:55] ✅ Finished target model 28: 1 files evaluated [2026-06-11 14:30:57] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-Q5_K/Qwen3.5_4B-MoQ-layers_12-15-Q5_K.gguf to free disk space [2026-06-11 14:30:57] ============================================================ [2026-06-11 14:30:57] TARGET MODEL 29/83: w-ahmad/test3 / MoQ-layers_12-15-Q6_K/Qwen3.5_4B-MoQ-layers_12-15-Q6_K.gguf [2026-06-11 14:30:57] ============================================================ [2026-06-11 14:31:21] [1/1] MoQ-layers_12-15-Q6_K/Qwen3.5_4B-MoQ-layers_12-15-Q6_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:31:21] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-Q6_K/Qwen3.5_4B-MoQ-layers_12-15-Q6_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:31:22] 0.00.347.216 I common_init_result: fitting params to device memory ... [2026-06-11 14:31:22] 0.00.347.225 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:31:32] 0.10.401.965 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:31:32] 0.10.451.479 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:31:32] 0.10.740.225 I [2026-06-11 14:31:32] 0.10.740.368 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:31:32] 0.10.834.282 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:31:35] 0.13.032.623 I kl_divergence: 2.20 seconds per pass - ETA 1.82 minutes [2026-06-11 14:31:35] [2026-06-11 14:31:35] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:31:35] 1 6.0129 ± 1.0209 0.00291 ± 0.00198 0.00049 ± 0.00005 0.808 ± 0.076 % 99.608 ± 0.392 % [2026-06-11 14:31:37] 2 8.8565 ± 1.1495 -0.00067 ± 0.00166 0.00059 ± 0.00004 0.818 ± 0.055 % 99.216 ± 0.391 % [2026-06-11 14:31:39] 3 9.0194 ± 0.9405 -0.00151 ± 0.00138 0.00060 ± 0.00003 0.808 ± 0.044 % 98.954 ± 0.368 % [2026-06-11 14:31:41] 4 8.8436 ± 0.7674 -0.00194 ± 0.00118 0.00060 ± 0.00002 0.797 ± 0.038 % 99.020 ± 0.309 % [2026-06-11 14:31:43] 5 8.9227 ± 0.6797 -0.00095 ± 0.00107 0.00061 ± 0.00002 0.789 ± 0.034 % 98.902 ± 0.292 % [2026-06-11 14:31:45] 6 9.2348 ± 0.6358 -0.00101 ± 0.00096 0.00061 ± 0.00002 0.776 ± 0.031 % 98.758 ± 0.283 % [2026-06-11 14:31:47] 7 9.5604 ± 0.6099 -0.00078 ± 0.00088 0.00060 ± 0.00002 0.759 ± 0.028 % 98.880 ± 0.249 % [2026-06-11 14:31:49] 8 10.4255 ± 0.6408 -0.00030 ± 0.00085 0.00063 ± 0.00002 0.787 ± 0.029 % 98.922 ± 0.229 % [2026-06-11 14:31:52] 9 11.0510 ± 0.6449 0.00024 ± 0.00080 0.00063 ± 0.00002 0.786 ± 0.028 % 98.824 ± 0.225 % [2026-06-11 14:31:54] 10 11.4833 ± 0.6379 0.00020 ± 0.00076 0.00064 ± 0.00002 0.784 ± 0.027 % 98.784 ± 0.217 % [2026-06-11 14:31:56] 11 11.3746 ± 0.6004 -0.00017 ± 0.00073 0.00064 ± 0.00002 0.782 ± 0.025 % 98.824 ± 0.204 % [2026-06-11 14:31:58] 12 11.5113 ± 0.5838 -0.00024 ± 0.00069 0.00064 ± 0.00001 0.780 ± 0.024 % 98.856 ± 0.192 % [2026-06-11 14:32:00] 13 12.1856 ± 0.6033 -0.00092 ± 0.00067 0.00064 ± 0.00001 0.770 ± 0.023 % 98.884 ± 0.182 % [2026-06-11 14:32:02] 14 11.5979 ± 0.5507 -0.00068 ± 0.00079 0.00065 ± 0.00002 0.766 ± 0.022 % 98.880 ± 0.176 % [2026-06-11 14:32:05] 15 11.4890 ± 0.5268 -0.00051 ± 0.00076 0.00066 ± 0.00002 0.769 ± 0.021 % 98.902 ± 0.169 % [2026-06-11 14:32:07] 16 11.6075 ± 0.5194 -0.00053 ± 0.00073 0.00065 ± 0.00002 0.763 ± 0.020 % 98.946 ± 0.160 % [2026-06-11 14:32:09] 17 10.8122 ± 0.4651 -0.00030 ± 0.00070 0.00065 ± 0.00001 0.765 ± 0.020 % 98.962 ± 0.154 % [2026-06-11 14:32:11] 18 10.8047 ± 0.4502 -0.00025 ± 0.00067 0.00065 ± 0.00001 0.774 ± 0.019 % 98.889 ± 0.155 % [2026-06-11 14:32:14] 19 10.7049 ± 0.4352 -0.00023 ± 0.00066 0.00065 ± 0.00001 0.773 ± 0.019 % 98.844 ± 0.154 % [2026-06-11 14:32:16] 20 10.7364 ± 0.4257 -0.00038 ± 0.00065 0.00074 ± 0.00008 0.957 ± 0.154 % 98.863 ± 0.148 % [2026-06-11 14:32:18] 21 10.3524 ± 0.3982 -0.00018 ± 0.00063 0.00073 ± 0.00007 0.955 ± 0.147 % 98.898 ± 0.143 % [2026-06-11 14:32:20] 22 10.2198 ± 0.3832 -0.00022 ± 0.00062 0.00075 ± 0.00007 0.972 ± 0.140 % 98.841 ± 0.143 % [2026-06-11 14:32:22] 23 9.8278 ± 0.3579 0.00003 ± 0.00060 0.00074 ± 0.00007 0.968 ± 0.134 % 98.892 ± 0.137 % [2026-06-11 14:32:25] 24 9.3412 ± 0.3298 0.00020 ± 0.00059 0.00074 ± 0.00007 0.962 ± 0.130 % 98.873 ± 0.135 % [2026-06-11 14:32:27] 25 9.1646 ± 0.3158 0.00011 ± 0.00057 0.00073 ± 0.00006 0.961 ± 0.125 % 98.871 ± 0.132 % [2026-06-11 14:32:29] 26 8.9142 ± 0.2987 0.00005 ± 0.00056 0.00073 ± 0.00006 0.955 ± 0.121 % 98.869 ± 0.130 % [2026-06-11 14:32:31] 27 8.7483 ± 0.2864 0.00021 ± 0.00054 0.00072 ± 0.00006 0.952 ± 0.116 % 98.867 ± 0.128 % [2026-06-11 14:32:33] 28 8.6395 ± 0.2772 0.00034 ± 0.00053 0.00072 ± 0.00006 0.946 ± 0.113 % 98.880 ± 0.125 % [2026-06-11 14:32:35] 29 8.5994 ± 0.2709 0.00071 ± 0.00062 0.00071 ± 0.00005 0.941 ± 0.110 % 98.918 ± 0.120 % [2026-06-11 14:32:38] 30 8.5719 ± 0.2651 0.00062 ± 0.00061 0.00071 ± 0.00005 0.936 ± 0.107 % 98.902 ± 0.119 % [2026-06-11 14:32:40] 31 8.4869 ± 0.2573 0.00065 ± 0.00059 0.00071 ± 0.00005 0.931 ± 0.104 % 98.925 ± 0.116 % [2026-06-11 14:32:42] 32 8.4879 ± 0.2534 0.00076 ± 0.00058 0.00071 ± 0.00005 0.931 ± 0.101 % 98.885 ± 0.116 % [2026-06-11 14:32:44] 33 8.4414 ± 0.2479 0.00063 ± 0.00056 0.00071 ± 0.00005 0.927 ± 0.098 % 98.883 ± 0.115 % [2026-06-11 14:32:46] 34 8.5195 ± 0.2471 0.00056 ± 0.00055 0.00071 ± 0.00005 0.922 ± 0.096 % 98.893 ± 0.112 % [2026-06-11 14:32:48] 35 8.6132 ± 0.2462 0.00054 ± 0.00054 0.00071 ± 0.00005 0.919 ± 0.093 % 98.902 ± 0.110 % [2026-06-11 14:32:50] 36 8.7962 ± 0.2483 0.00063 ± 0.00053 0.00071 ± 0.00004 0.914 ± 0.091 % 98.878 ± 0.110 % [2026-06-11 14:32:52] 37 8.9085 ± 0.2479 0.00061 ± 0.00052 0.00071 ± 0.00004 0.908 ± 0.089 % 98.877 ± 0.109 % [2026-06-11 14:32:54] 38 8.9244 ± 0.2451 0.00061 ± 0.00051 0.00071 ± 0.00004 0.908 ± 0.087 % 98.834 ± 0.109 % [2026-06-11 14:32:57] 39 8.9200 ± 0.2419 0.00070 ± 0.00050 0.00070 ± 0.00004 0.902 ± 0.085 % 98.834 ± 0.108 % [2026-06-11 14:32:59] 40 8.9566 ± 0.2405 0.00098 ± 0.00057 0.00070 ± 0.00004 0.899 ± 0.084 % 98.804 ± 0.108 % [2026-06-11 14:33:01] 41 9.0039 ± 0.2393 0.00093 ± 0.00055 0.00070 ± 0.00004 0.896 ± 0.082 % 98.795 ± 0.107 % [2026-06-11 14:33:03] 42 9.0785 ± 0.2386 0.00091 ± 0.00054 0.00070 ± 0.00004 0.892 ± 0.080 % 98.796 ± 0.105 % [2026-06-11 14:33:05] 43 9.1065 ± 0.2372 0.00090 ± 0.00053 0.00070 ± 0.00004 0.890 ± 0.079 % 98.796 ± 0.104 % [2026-06-11 14:33:07] 44 9.1175 ± 0.2348 0.00091 ± 0.00053 0.00070 ± 0.00004 0.888 ± 0.077 % 98.770 ± 0.104 % [2026-06-11 14:33:09] 45 9.2148 ± 0.2354 0.00093 ± 0.00052 0.00070 ± 0.00004 0.889 ± 0.075 % 98.754 ± 0.104 % [2026-06-11 14:33:12] 46 9.1648 ± 0.2311 0.00095 ± 0.00051 0.00070 ± 0.00004 0.889 ± 0.074 % 98.772 ± 0.102 % [2026-06-11 14:33:14] 47 9.3484 ± 0.2343 0.00087 ± 0.00050 0.00070 ± 0.00003 0.886 ± 0.072 % 98.798 ± 0.100 % [2026-06-11 14:33:16] 48 9.4343 ± 0.2344 0.00100 ± 0.00051 0.00071 ± 0.00003 0.883 ± 0.071 % 98.799 ± 0.098 % [2026-06-11 14:33:18] 49 9.3385 ± 0.2290 0.00098 ± 0.00050 0.00071 ± 0.00003 0.880 ± 0.070 % 98.808 ± 0.097 % [2026-06-11 14:33:20] 50 9.3934 ± 0.2283 0.00097 ± 0.00050 0.00071 ± 0.00003 0.877 ± 0.069 % 98.831 ± 0.095 % [2026-06-11 14:33:20] [2026-06-11 14:33:20] ====== Perplexity statistics ====== [2026-06-11 14:33:20] Mean PPL(Q) : 9.393414 ± 0.228297 [2026-06-11 14:33:20] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:33:20] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 14:33:20] Mean ln(PPL(Q)/PPL(base)) : 0.000973 ± 0.000497 [2026-06-11 14:33:20] Mean PPL(Q)/PPL(base) : 1.000974 ± 0.000497 [2026-06-11 14:33:20] Mean PPL(Q)-PPL(base) : 0.009137 ± 0.004680 [2026-06-11 14:33:20] [2026-06-11 14:33:20] ====== KL divergence statistics ====== [2026-06-11 14:33:20] Mean KLD: 0.000705 ± 0.000033 [2026-06-11 14:33:20] Maximum KLD: 0.390116 [2026-06-11 14:33:20] 99.9% KLD: 0.013573 [2026-06-11 14:33:20] 99.0% KLD: 0.003968 [2026-06-11 14:33:20] 95.0% KLD: 0.002019 [2026-06-11 14:33:20] 90.0% KLD: 0.001757 [2026-06-11 14:33:20] Median KLD: 0.000344 [2026-06-11 14:33:20] 10.0% KLD: 0.000007 [2026-06-11 14:33:20] 5.0% KLD: 0.000001 [2026-06-11 14:33:20] 1.0% KLD: -0.000003 [2026-06-11 14:33:20] 0.1% KLD: -0.000017 [2026-06-11 14:33:20] Minimum KLD: -0.000145 [2026-06-11 14:33:20] [2026-06-11 14:33:20] ====== Token probability statistics ====== [2026-06-11 14:33:20] Mean Δp: -0.014 ± 0.008 % [2026-06-11 14:33:20] Maximum Δp: 38.726% [2026-06-11 14:33:20] 99.9% Δp: 4.394% [2026-06-11 14:33:20] 99.0% Δp: 2.755% [2026-06-11 14:33:20] 95.0% Δp: 1.088% [2026-06-11 14:33:20] 90.0% Δp: 0.453% [2026-06-11 14:33:20] 75.0% Δp: 0.065% [2026-06-11 14:33:20] Median Δp: 0.000% [2026-06-11 14:33:20] 25.0% Δp: -0.050% [2026-06-11 14:33:20] 10.0% Δp: -0.500% [2026-06-11 14:33:20] 5.0% Δp: -1.338% [2026-06-11 14:33:20] 1.0% Δp: -2.927% [2026-06-11 14:33:20] 0.1% Δp: -4.605% [2026-06-11 14:33:20] Minimum Δp: -6.332% [2026-06-11 14:33:20] RMS Δp : 0.877 ± 0.069 % [2026-06-11 14:33:20] Same top p: 98.831 ± 0.095 % [2026-06-11 14:33:20] [2026-06-11 14:33:21] ✅ Finished target model 29: 1 files evaluated [2026-06-11 14:33:22] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-Q6_K/Qwen3.5_4B-MoQ-layers_12-15-Q6_K.gguf to free disk space [2026-06-11 14:33:22] ============================================================ [2026-06-11 14:33:22] TARGET MODEL 30/83: w-ahmad/test3 / MoQ-layers_12-15-Q8_0/Qwen3.5_4B-MoQ-layers_12-15-Q8_0.gguf [2026-06-11 14:33:22] ============================================================ [2026-06-11 14:33:44] [1/1] MoQ-layers_12-15-Q8_0/Qwen3.5_4B-MoQ-layers_12-15-Q8_0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:33:45] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_12-15-Q8_0/Qwen3.5_4B-MoQ-layers_12-15-Q8_0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:33:45] 0.00.306.193 I common_init_result: fitting params to device memory ... [2026-06-11 14:33:45] 0.00.306.206 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:33:56] 0.10.710.307 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:33:56] 0.10.756.837 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:33:56] 0.11.052.404 I [2026-06-11 14:33:56] 0.11.052.584 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:33:56] 0.11.147.771 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:33:58] 0.13.316.210 I kl_divergence: 2.17 seconds per pass - ETA 1.80 minutes [2026-06-11 14:33:58] [2026-06-11 14:33:58] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:33:58] 1 6.0048 ± 1.0199 0.00155 ± 0.00177 0.00031 ± 0.00003 0.591 ± 0.067 % 99.216 ± 0.554 % [2026-06-11 14:34:00] 2 8.8661 ± 1.1523 0.00043 ± 0.00146 0.00034 ± 0.00002 0.600 ± 0.049 % 99.020 ± 0.437 % [2026-06-11 14:34:03] 3 9.0422 ± 0.9439 0.00101 ± 0.00114 0.00036 ± 0.00002 0.577 ± 0.041 % 99.085 ± 0.344 % [2026-06-11 14:34:05] 4 8.8690 ± 0.7702 0.00092 ± 0.00098 0.00037 ± 0.00002 0.584 ± 0.036 % 98.922 ± 0.324 % [2026-06-11 14:34:07] 5 8.9446 ± 0.6820 0.00151 ± 0.00088 0.00038 ± 0.00002 0.596 ± 0.032 % 99.059 ± 0.271 % [2026-06-11 14:34:09] 6 9.2560 ± 0.6377 0.00128 ± 0.00077 0.00038 ± 0.00001 0.596 ± 0.030 % 98.824 ± 0.276 % [2026-06-11 14:34:11] 7 9.5796 ± 0.6114 0.00122 ± 0.00070 0.00038 ± 0.00001 0.585 ± 0.028 % 98.824 ± 0.255 % [2026-06-11 14:34:13] 8 10.4395 ± 0.6419 0.00104 ± 0.00066 0.00039 ± 0.00001 0.588 ± 0.026 % 98.873 ± 0.234 % [2026-06-11 14:34:15] 9 11.0638 ± 0.6459 0.00141 ± 0.00063 0.00039 ± 0.00001 0.578 ± 0.024 % 98.998 ± 0.208 % [2026-06-11 14:34:17] 10 11.5007 ± 0.6391 0.00172 ± 0.00060 0.00039 ± 0.00001 0.580 ± 0.023 % 99.020 ± 0.195 % [2026-06-11 14:34:19] 11 11.3900 ± 0.6015 0.00118 ± 0.00057 0.00039 ± 0.00001 0.588 ± 0.022 % 99.002 ± 0.188 % [2026-06-11 14:34:22] 12 11.5260 ± 0.5849 0.00104 ± 0.00055 0.00040 ± 0.00001 0.601 ± 0.021 % 99.020 ± 0.178 % [2026-06-11 14:34:24] 13 12.2053 ± 0.6047 0.00069 ± 0.00054 0.00040 ± 0.00001 0.599 ± 0.020 % 99.005 ± 0.172 % [2026-06-11 14:34:26] 14 11.6183 ± 0.5520 0.00107 ± 0.00069 0.00041 ± 0.00001 0.624 ± 0.021 % 99.048 ± 0.163 % [2026-06-11 14:34:28] 15 11.5071 ± 0.5279 0.00105 ± 0.00066 0.00041 ± 0.00001 0.632 ± 0.020 % 99.085 ± 0.154 % [2026-06-11 14:34:30] 16 11.6269 ± 0.5206 0.00114 ± 0.00063 0.00041 ± 0.00001 0.637 ± 0.020 % 99.093 ± 0.148 % [2026-06-11 14:34:33] 17 10.8273 ± 0.4660 0.00110 ± 0.00060 0.00041 ± 0.00001 0.637 ± 0.019 % 99.100 ± 0.143 % [2026-06-11 14:34:35] 18 10.8204 ± 0.4510 0.00120 ± 0.00058 0.00042 ± 0.00001 0.643 ± 0.019 % 99.107 ± 0.139 % [2026-06-11 14:34:37] 19 10.7195 ± 0.4360 0.00114 ± 0.00056 0.00041 ± 0.00001 0.639 ± 0.018 % 99.112 ± 0.135 % [2026-06-11 14:34:39] 20 10.7518 ± 0.4264 0.00105 ± 0.00054 0.00042 ± 0.00001 0.641 ± 0.018 % 99.098 ± 0.132 % [2026-06-11 14:34:42] 21 10.3641 ± 0.3988 0.00095 ± 0.00053 0.00042 ± 0.00001 0.644 ± 0.017 % 99.141 ± 0.126 % [2026-06-11 14:34:44] 22 10.2333 ± 0.3838 0.00110 ± 0.00051 0.00042 ± 0.00001 0.650 ± 0.017 % 99.109 ± 0.125 % [2026-06-11 14:34:46] 23 9.8394 ± 0.3585 0.00121 ± 0.00050 0.00042 ± 0.00001 0.655 ± 0.016 % 99.079 ± 0.125 % [2026-06-11 14:34:48] 24 9.3510 ± 0.3303 0.00125 ± 0.00048 0.00042 ± 0.00001 0.664 ± 0.017 % 99.036 ± 0.125 % [2026-06-11 14:34:50] 25 9.1744 ± 0.3162 0.00117 ± 0.00047 0.00042 ± 0.00001 0.663 ± 0.017 % 99.059 ± 0.121 % [2026-06-11 14:34:53] 26 8.9227 ± 0.2991 0.00100 ± 0.00046 0.00042 ± 0.00001 0.664 ± 0.016 % 99.050 ± 0.119 % [2026-06-11 14:34:55] 27 8.7551 ± 0.2867 0.00099 ± 0.00044 0.00042 ± 0.00001 0.658 ± 0.016 % 99.070 ± 0.116 % [2026-06-11 14:34:57] 28 8.6457 ± 0.2775 0.00106 ± 0.00043 0.00041 ± 0.00001 0.657 ± 0.015 % 99.090 ± 0.112 % [2026-06-11 14:34:59] 29 8.6053 ± 0.2711 0.00140 ± 0.00054 0.00041 ± 0.00001 0.655 ± 0.015 % 99.108 ± 0.109 % [2026-06-11 14:35:01] 30 8.5779 ± 0.2654 0.00132 ± 0.00053 0.00041 ± 0.00001 0.653 ± 0.015 % 99.098 ± 0.108 % [2026-06-11 14:35:03] 31 8.4922 ± 0.2576 0.00128 ± 0.00051 0.00041 ± 0.00001 0.647 ± 0.015 % 99.102 ± 0.106 % [2026-06-11 14:35:05] 32 8.4921 ± 0.2536 0.00125 ± 0.00050 0.00041 ± 0.00001 0.654 ± 0.014 % 99.093 ± 0.105 % [2026-06-11 14:35:07] 33 8.4460 ± 0.2481 0.00117 ± 0.00049 0.00041 ± 0.00001 0.655 ± 0.014 % 99.109 ± 0.102 % [2026-06-11 14:35:10] 34 8.5247 ± 0.2473 0.00117 ± 0.00048 0.00041 ± 0.00001 0.655 ± 0.014 % 99.112 ± 0.101 % [2026-06-11 14:35:12] 35 8.6190 ± 0.2464 0.00122 ± 0.00047 0.00041 ± 0.00001 0.653 ± 0.014 % 99.104 ± 0.100 % [2026-06-11 14:35:14] 36 8.8007 ± 0.2485 0.00113 ± 0.00046 0.00041 ± 0.00001 0.649 ± 0.013 % 99.096 ± 0.099 % [2026-06-11 14:35:16] 37 8.9138 ± 0.2482 0.00120 ± 0.00045 0.00042 ± 0.00001 0.648 ± 0.013 % 99.099 ± 0.097 % [2026-06-11 14:35:18] 38 8.9296 ± 0.2453 0.00119 ± 0.00044 0.00042 ± 0.00001 0.651 ± 0.013 % 99.082 ± 0.097 % [2026-06-11 14:35:20] 39 8.9240 ± 0.2421 0.00114 ± 0.00043 0.00042 ± 0.00001 0.653 ± 0.013 % 99.075 ± 0.096 % [2026-06-11 14:35:22] 40 8.9610 ± 0.2407 0.00147 ± 0.00051 0.00042 ± 0.00001 0.652 ± 0.013 % 99.078 ± 0.095 % [2026-06-11 14:35:24] 41 9.0084 ± 0.2395 0.00142 ± 0.00050 0.00042 ± 0.00001 0.652 ± 0.013 % 99.082 ± 0.093 % [2026-06-11 14:35:26] 42 9.0826 ± 0.2388 0.00136 ± 0.00049 0.00042 ± 0.00001 0.652 ± 0.012 % 99.076 ± 0.092 % [2026-06-11 14:35:28] 43 9.1105 ± 0.2373 0.00135 ± 0.00048 0.00042 ± 0.00001 0.653 ± 0.012 % 99.079 ± 0.091 % [2026-06-11 14:35:31] 44 9.1208 ± 0.2350 0.00127 ± 0.00047 0.00042 ± 0.00001 0.652 ± 0.012 % 99.064 ± 0.091 % [2026-06-11 14:35:33] 45 9.2174 ± 0.2355 0.00121 ± 0.00046 0.00042 ± 0.00001 0.656 ± 0.012 % 99.050 ± 0.091 % [2026-06-11 14:35:35] 46 9.1669 ± 0.2312 0.00118 ± 0.00045 0.00042 ± 0.00001 0.660 ± 0.012 % 99.054 ± 0.089 % [2026-06-11 14:35:37] 47 9.3507 ± 0.2345 0.00112 ± 0.00045 0.00042 ± 0.00001 0.661 ± 0.012 % 99.065 ± 0.088 % [2026-06-11 14:35:39] 48 9.4367 ± 0.2346 0.00125 ± 0.00046 0.00042 ± 0.00001 0.659 ± 0.012 % 99.052 ± 0.088 % [2026-06-11 14:35:41] 49 9.3405 ± 0.2291 0.00120 ± 0.00045 0.00042 ± 0.00001 0.657 ± 0.012 % 99.056 ± 0.087 % [2026-06-11 14:35:43] 50 9.3954 ± 0.2284 0.00119 ± 0.00044 0.00042 ± 0.00001 0.656 ± 0.012 % 99.075 ± 0.085 % [2026-06-11 14:35:43] [2026-06-11 14:35:43] ====== Perplexity statistics ====== [2026-06-11 14:35:43] Mean PPL(Q) : 9.395420 ± 0.228419 [2026-06-11 14:35:43] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:35:43] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 14:35:43] Mean ln(PPL(Q)/PPL(base)) : 0.001187 ± 0.000443 [2026-06-11 14:35:43] Mean PPL(Q)/PPL(base) : 1.001187 ± 0.000444 [2026-06-11 14:35:43] Mean PPL(Q)-PPL(base) : 0.011144 ± 0.004191 [2026-06-11 14:35:43] [2026-06-11 14:35:43] ====== KL divergence statistics ====== [2026-06-11 14:35:43] Mean KLD: 0.000419 ± 0.000006 [2026-06-11 14:35:43] Maximum KLD: 0.011855 [2026-06-11 14:35:43] 99.9% KLD: 0.006219 [2026-06-11 14:35:43] 99.0% KLD: 0.002358 [2026-06-11 14:35:43] 95.0% KLD: 0.001771 [2026-06-11 14:35:43] 90.0% KLD: 0.001364 [2026-06-11 14:35:43] Median KLD: 0.000158 [2026-06-11 14:35:43] 10.0% KLD: 0.000002 [2026-06-11 14:35:43] 5.0% KLD: -0.000000 [2026-06-11 14:35:43] 1.0% KLD: -0.000008 [2026-06-11 14:35:43] 0.1% KLD: -0.000020 [2026-06-11 14:35:43] Minimum KLD: -0.000075 [2026-06-11 14:35:43] [2026-06-11 14:35:43] ====== Token probability statistics ====== [2026-06-11 14:35:43] Mean Δp: -0.003 ± 0.006 % [2026-06-11 14:35:43] Maximum Δp: 5.812% [2026-06-11 14:35:43] 99.9% Δp: 3.272% [2026-06-11 14:35:43] 99.0% Δp: 2.694% [2026-06-11 14:35:43] 95.0% Δp: 0.761% [2026-06-11 14:35:43] 90.0% Δp: 0.249% [2026-06-11 14:35:43] 75.0% Δp: 0.026% [2026-06-11 14:35:43] Median Δp: -0.000% [2026-06-11 14:35:43] 25.0% Δp: -0.034% [2026-06-11 14:35:43] 10.0% Δp: -0.284% [2026-06-11 14:35:43] 5.0% Δp: -0.782% [2026-06-11 14:35:43] 1.0% Δp: -2.609% [2026-06-11 14:35:43] 0.1% Δp: -3.407% [2026-06-11 14:35:43] Minimum Δp: -6.141% [2026-06-11 14:35:43] RMS Δp : 0.656 ± 0.012 % [2026-06-11 14:35:43] Same top p: 99.075 ± 0.085 % [2026-06-11 14:35:43] [2026-06-11 14:35:44] ✅ Finished target model 30: 1 files evaluated [2026-06-11 14:35:45] 🗑️ Deleted /kaggle/working/MoQ-layers_12-15-Q8_0/Qwen3.5_4B-MoQ-layers_12-15-Q8_0.gguf to free disk space [2026-06-11 14:35:45] ============================================================ [2026-06-11 14:35:45] TARGET MODEL 31/83: w-ahmad/test3 / MoQ-layers_16-19-IQ1_M/Qwen3.5_4B-MoQ-layers_16-19-IQ1_M.gguf [2026-06-11 14:35:45] ============================================================ [2026-06-11 14:36:06] [1/1] MoQ-layers_16-19-IQ1_M/Qwen3.5_4B-MoQ-layers_16-19-IQ1_M.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:36:07] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ1_M/Qwen3.5_4B-MoQ-layers_16-19-IQ1_M.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:36:07] 0.00.294.183 I common_init_result: fitting params to device memory ... [2026-06-11 14:36:07] 0.00.294.191 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:36:17] 0.10.630.057 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:36:18] 0.10.698.248 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:36:18] 0.10.995.740 I [2026-06-11 14:36:18] 0.10.995.947 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:36:18] 0.11.094.718 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:36:20] 0.13.385.579 I kl_divergence: 2.29 seconds per pass - ETA 1.90 minutes [2026-06-11 14:36:20] [2026-06-11 14:36:20] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:36:21] 1 7.1097 ± 1.2408 0.17045 ± 0.03434 0.11852 ± 0.01103 11.513 ± 1.166 % 86.667 ± 2.133 % [2026-06-11 14:36:23] 2 10.6078 ± 1.4106 0.17977 ± 0.02729 0.14355 ± 0.00850 10.622 ± 0.758 % 82.157 ± 1.697 % [2026-06-11 14:36:25] 3 10.4097 ± 1.0953 0.14185 ± 0.02439 0.15063 ± 0.00711 11.054 ± 0.639 % 79.869 ± 1.451 % [2026-06-11 14:36:27] 4 10.0536 ± 0.8747 0.12629 ± 0.01999 0.14156 ± 0.00587 10.617 ± 0.548 % 82.255 ± 1.197 % [2026-06-11 14:36:29] 5 10.1047 ± 0.7704 0.12346 ± 0.01710 0.13892 ± 0.00493 10.329 ± 0.469 % 82.196 ± 1.072 % [2026-06-11 14:36:31] 6 10.5423 ± 0.7286 0.13140 ± 0.01500 0.13461 ± 0.00426 10.043 ± 0.415 % 82.418 ± 0.974 % [2026-06-11 14:36:33] 7 10.8054 ± 0.6912 0.12164 ± 0.01348 0.13074 ± 0.00378 9.723 ± 0.385 % 82.801 ± 0.893 % [2026-06-11 14:36:36] 8 11.7949 ± 0.7252 0.12312 ± 0.01301 0.13476 ± 0.00429 9.551 ± 0.358 % 82.892 ± 0.834 % [2026-06-11 14:36:38] 9 12.4451 ± 0.7245 0.11905 ± 0.01225 0.13283 ± 0.00394 9.368 ± 0.336 % 82.919 ± 0.786 % [2026-06-11 14:36:40] 10 12.8735 ± 0.7120 0.11448 ± 0.01159 0.13080 ± 0.00362 9.150 ± 0.312 % 82.471 ± 0.753 % [2026-06-11 14:36:42] 11 12.7370 ± 0.6700 0.11295 ± 0.01101 0.12989 ± 0.00339 9.113 ± 0.303 % 82.139 ± 0.723 % [2026-06-11 14:36:44] 12 12.9047 ± 0.6521 0.11403 ± 0.01045 0.12862 ± 0.00318 9.141 ± 0.292 % 82.288 ± 0.690 % [2026-06-11 14:36:47] 13 13.5661 ± 0.6673 0.10640 ± 0.01015 0.12873 ± 0.00298 9.064 ± 0.277 % 82.112 ± 0.666 % [2026-06-11 14:36:49] 14 12.9340 ± 0.6099 0.10835 ± 0.00978 0.13262 ± 0.00333 9.405 ± 0.291 % 82.297 ± 0.639 % [2026-06-11 14:36:51] 15 12.6752 ± 0.5748 0.09774 ± 0.01013 0.13883 ± 0.00462 9.758 ± 0.323 % 81.961 ± 0.622 % [2026-06-11 14:36:54] 16 12.8708 ± 0.5695 0.10278 ± 0.01002 0.14016 ± 0.00450 9.903 ± 0.321 % 81.863 ± 0.603 % [2026-06-11 14:36:56] 17 12.0490 ± 0.5126 0.10800 ± 0.00969 0.13984 ± 0.00429 10.051 ± 0.309 % 81.776 ± 0.586 % [2026-06-11 14:36:58] 18 12.0937 ± 0.4992 0.11245 ± 0.00948 0.14092 ± 0.00418 10.244 ± 0.312 % 81.765 ± 0.570 % [2026-06-11 14:37:00] 19 11.9929 ± 0.4835 0.11338 ± 0.00931 0.14544 ± 0.00469 10.381 ± 0.313 % 81.754 ± 0.555 % [2026-06-11 14:37:03] 20 12.0293 ± 0.4729 0.11333 ± 0.00902 0.14645 ± 0.00457 10.346 ± 0.301 % 81.706 ± 0.541 % [2026-06-11 14:37:05] 21 11.6283 ± 0.4437 0.11604 ± 0.00873 0.14540 ± 0.00438 10.367 ± 0.292 % 81.886 ± 0.526 % [2026-06-11 14:37:07] 22 11.5170 ± 0.4282 0.11928 ± 0.00852 0.14800 ± 0.00433 10.728 ± 0.300 % 81.693 ± 0.516 % [2026-06-11 14:37:09] 23 11.1194 ± 0.4017 0.12350 ± 0.00829 0.14802 ± 0.00421 10.998 ± 0.297 % 81.739 ± 0.505 % [2026-06-11 14:37:12] 24 10.5996 ± 0.3711 0.12658 ± 0.00806 0.14885 ± 0.00414 11.441 ± 0.303 % 81.912 ± 0.492 % [2026-06-11 14:37:14] 25 10.4152 ± 0.3557 0.12802 ± 0.00789 0.14963 ± 0.00404 11.632 ± 0.301 % 81.867 ± 0.483 % [2026-06-11 14:37:16] 26 10.1376 ± 0.3368 0.12865 ± 0.00770 0.14867 ± 0.00393 11.578 ± 0.293 % 82.112 ± 0.471 % [2026-06-11 14:37:18] 27 9.9597 ± 0.3235 0.12990 ± 0.00756 0.14786 ± 0.00381 11.583 ± 0.286 % 82.222 ± 0.461 % [2026-06-11 14:37:20] 28 9.8295 ± 0.3129 0.12938 ± 0.00738 0.14614 ± 0.00369 11.518 ± 0.279 % 82.395 ± 0.451 % [2026-06-11 14:37:23] 29 9.7884 ± 0.3060 0.13022 ± 0.00722 0.14599 ± 0.00360 11.558 ± 0.274 % 82.448 ± 0.442 % [2026-06-11 14:37:25] 30 9.7740 ± 0.3000 0.13186 ± 0.00709 0.14613 ± 0.00350 11.637 ± 0.270 % 82.379 ± 0.436 % [2026-06-11 14:37:27] 31 9.6802 ± 0.2914 0.13222 ± 0.00698 0.14633 ± 0.00345 11.678 ± 0.270 % 82.454 ± 0.428 % [2026-06-11 14:37:29] 32 9.6773 ± 0.2868 0.13190 ± 0.00684 0.14580 ± 0.00336 11.649 ± 0.264 % 82.353 ± 0.422 % [2026-06-11 14:37:31] 33 9.6496 ± 0.2813 0.13440 ± 0.00676 0.14677 ± 0.00332 11.767 ± 0.262 % 82.198 ± 0.417 % [2026-06-11 14:37:33] 34 9.7517 ± 0.2808 0.13564 ± 0.00669 0.14665 ± 0.00326 11.757 ± 0.259 % 82.330 ± 0.410 % [2026-06-11 14:37:35] 35 9.8671 ± 0.2803 0.13646 ± 0.00658 0.14665 ± 0.00318 11.679 ± 0.254 % 82.263 ± 0.404 % [2026-06-11 14:37:38] 36 10.0703 ± 0.2826 0.13590 ± 0.00648 0.14699 ± 0.00313 11.592 ± 0.249 % 82.309 ± 0.398 % [2026-06-11 14:37:40] 37 10.1832 ± 0.2817 0.13435 ± 0.00637 0.14669 ± 0.00305 11.513 ± 0.245 % 82.385 ± 0.392 % [2026-06-11 14:37:42] 38 10.1941 ± 0.2781 0.13363 ± 0.00631 0.14659 ± 0.00301 11.512 ± 0.242 % 82.312 ± 0.388 % [2026-06-11 14:37:44] 39 10.1798 ± 0.2742 0.13280 ± 0.00622 0.14634 ± 0.00295 11.478 ± 0.239 % 82.343 ± 0.382 % [2026-06-11 14:37:46] 40 10.2170 ± 0.2726 0.13264 ± 0.00615 0.14718 ± 0.00307 11.484 ± 0.238 % 82.255 ± 0.378 % [2026-06-11 14:37:48] 41 10.2708 ± 0.2712 0.13257 ± 0.00606 0.14687 ± 0.00301 11.443 ± 0.233 % 82.257 ± 0.374 % [2026-06-11 14:37:50] 42 10.3549 ± 0.2702 0.13246 ± 0.00599 0.14747 ± 0.00295 11.429 ± 0.230 % 82.101 ± 0.370 % [2026-06-11 14:37:53] 43 10.3912 ± 0.2688 0.13287 ± 0.00592 0.14771 ± 0.00291 11.426 ± 0.228 % 82.143 ± 0.366 % [2026-06-11 14:37:55] 44 10.3820 ± 0.2653 0.13079 ± 0.00590 0.14862 ± 0.00288 11.427 ± 0.224 % 82.086 ± 0.362 % [2026-06-11 14:37:57] 45 10.4942 ± 0.2660 0.13094 ± 0.00582 0.14812 ± 0.00282 11.387 ± 0.221 % 82.057 ± 0.358 % [2026-06-11 14:37:59] 46 10.4352 ± 0.2611 0.13076 ± 0.00574 0.14805 ± 0.00278 11.430 ± 0.219 % 82.148 ± 0.354 % [2026-06-11 14:38:02] 47 10.6193 ± 0.2639 0.12834 ± 0.00572 0.14879 ± 0.00275 11.398 ± 0.216 % 82.011 ± 0.351 % [2026-06-11 14:38:04] 48 10.7098 ± 0.2637 0.12781 ± 0.00566 0.14862 ± 0.00270 11.375 ± 0.214 % 82.059 ± 0.347 % [2026-06-11 14:38:06] 49 10.5929 ± 0.2576 0.12702 ± 0.00558 0.14844 ± 0.00275 11.350 ± 0.213 % 82.033 ± 0.343 % [2026-06-11 14:38:08] 50 10.6451 ± 0.2565 0.12606 ± 0.00550 0.14787 ± 0.00270 11.311 ± 0.210 % 82.039 ± 0.340 % [2026-06-11 14:38:08] [2026-06-11 14:38:08] ====== Perplexity statistics ====== [2026-06-11 14:38:08] Mean PPL(Q) : 10.645081 ± 0.256463 [2026-06-11 14:38:08] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:38:08] Cor(ln(PPL(Q)), ln(PPL(base))): 97.41% [2026-06-11 14:38:08] Mean ln(PPL(Q)/PPL(base)) : 0.126062 ± 0.005502 [2026-06-11 14:38:08] Mean PPL(Q)/PPL(base) : 1.134353 ± 0.006242 [2026-06-11 14:38:08] Mean PPL(Q)-PPL(base) : 1.260805 ± 0.061989 [2026-06-11 14:38:08] [2026-06-11 14:38:08] ====== KL divergence statistics ====== [2026-06-11 14:38:08] Mean KLD: 0.147865 ± 0.002701 [2026-06-11 14:38:08] Maximum KLD: 10.324143 [2026-06-11 14:38:08] 99.9% KLD: 3.933404 [2026-06-11 14:38:08] 99.0% KLD: 1.100993 [2026-06-11 14:38:08] 95.0% KLD: 0.445723 [2026-06-11 14:38:08] 90.0% KLD: 0.300252 [2026-06-11 14:38:08] Median KLD: 0.087012 [2026-06-11 14:38:08] 10.0% KLD: 0.006639 [2026-06-11 14:38:08] 5.0% KLD: 0.002289 [2026-06-11 14:38:08] 1.0% KLD: 0.000361 [2026-06-11 14:38:08] 0.1% KLD: 0.000054 [2026-06-11 14:38:08] Minimum KLD: 0.000005 [2026-06-11 14:38:08] [2026-06-11 14:38:08] ====== Token probability statistics ====== [2026-06-11 14:38:08] Mean Δp: -3.550 ± 0.095 % [2026-06-11 14:38:08] Maximum Δp: 99.589% [2026-06-11 14:38:08] 99.9% Δp: 55.998% [2026-06-11 14:38:08] 99.0% Δp: 17.761% [2026-06-11 14:38:08] 95.0% Δp: 7.174% [2026-06-11 14:38:08] 90.0% Δp: 3.380% [2026-06-11 14:38:08] 75.0% Δp: 0.115% [2026-06-11 14:38:08] Median Δp: -0.639% [2026-06-11 14:38:08] 25.0% Δp: -5.567% [2026-06-11 14:38:08] 10.0% Δp: -14.333% [2026-06-11 14:38:08] 5.0% Δp: -21.761% [2026-06-11 14:38:08] 1.0% Δp: -45.123% [2026-06-11 14:38:08] 0.1% Δp: -83.676% [2026-06-11 14:38:08] Minimum Δp: -95.489% [2026-06-11 14:38:08] RMS Δp : 11.311 ± 0.210 % [2026-06-11 14:38:08] Same top p: 82.039 ± 0.340 % [2026-06-11 14:38:08] [2026-06-11 14:38:09] ✅ Finished target model 31: 1 files evaluated [2026-06-11 14:38:10] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ1_M/Qwen3.5_4B-MoQ-layers_16-19-IQ1_M.gguf to free disk space [2026-06-11 14:38:10] ============================================================ [2026-06-11 14:38:10] TARGET MODEL 32/83: w-ahmad/test3 / MoQ-layers_16-19-IQ1_S/Qwen3.5_4B-MoQ-layers_16-19-IQ1_S.gguf [2026-06-11 14:38:10] ============================================================ [2026-06-11 14:38:48] [1/1] MoQ-layers_16-19-IQ1_S/Qwen3.5_4B-MoQ-layers_16-19-IQ1_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:38:49] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ1_S/Qwen3.5_4B-MoQ-layers_16-19-IQ1_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:38:49] 0.00.311.310 I common_init_result: fitting params to device memory ... [2026-06-11 14:38:49] 0.00.311.341 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:38:59] 0.10.096.622 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:38:59] 0.10.150.301 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:38:59] 0.10.433.243 I [2026-06-11 14:38:59] 0.10.433.443 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:38:59] 0.10.526.102 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:39:01] 0.12.705.708 I kl_divergence: 2.18 seconds per pass - ETA 1.80 minutes [2026-06-11 14:39:01] [2026-06-11 14:39:01] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:39:02] 1 7.6704 ± 1.3406 0.24636 ± 0.03914 0.16845 ± 0.01885 14.502 ± 1.672 % 84.314 ± 2.282 % [2026-06-11 14:39:04] 2 11.6114 ± 1.5672 0.27017 ± 0.03610 0.18756 ± 0.01409 13.484 ± 1.196 % 82.941 ± 1.667 % [2026-06-11 14:39:06] 3 11.2921 ± 1.2106 0.22322 ± 0.02813 0.18362 ± 0.01055 12.947 ± 0.957 % 82.092 ± 1.387 % [2026-06-11 14:39:08] 4 10.8921 ± 0.9715 0.20640 ± 0.02305 0.17172 ± 0.00824 12.196 ± 0.782 % 82.157 ± 1.199 % [2026-06-11 14:39:10] 5 10.8221 ± 0.8483 0.19204 ± 0.01986 0.16529 ± 0.00681 11.645 ± 0.665 % 81.412 ± 1.090 % [2026-06-11 14:39:12] 6 11.2234 ± 0.7984 0.19401 ± 0.01771 0.16195 ± 0.00589 11.307 ± 0.589 % 80.850 ± 1.006 % [2026-06-11 14:39:14] 7 11.5193 ± 0.7576 0.18562 ± 0.01606 0.15926 ± 0.00520 10.873 ± 0.529 % 80.784 ± 0.933 % [2026-06-11 14:39:16] 8 12.5350 ± 0.7919 0.18397 ± 0.01509 0.16209 ± 0.00564 10.528 ± 0.486 % 80.539 ± 0.877 % [2026-06-11 14:39:18] 9 13.2391 ± 0.7949 0.18090 ± 0.01423 0.15955 ± 0.00511 10.195 ± 0.449 % 80.305 ± 0.830 % [2026-06-11 14:39:21] 10 13.6930 ± 0.7803 0.17620 ± 0.01350 0.16075 ± 0.00497 9.944 ± 0.417 % 80.039 ± 0.792 % [2026-06-11 14:39:23] 11 13.5341 ± 0.7326 0.17365 ± 0.01293 0.16189 ± 0.00469 10.008 ± 0.394 % 79.608 ± 0.761 % [2026-06-11 14:39:25] 12 13.7004 ± 0.7123 0.17386 ± 0.01223 0.16030 ± 0.00438 9.937 ± 0.370 % 79.739 ± 0.727 % [2026-06-11 14:39:27] 13 14.4980 ± 0.7358 0.17283 ± 0.01213 0.16239 ± 0.00416 9.840 ± 0.349 % 79.336 ± 0.703 % [2026-06-11 14:39:29] 14 13.8237 ± 0.6728 0.17487 ± 0.01168 0.16646 ± 0.00447 10.160 ± 0.348 % 79.328 ± 0.678 % [2026-06-11 14:39:32] 15 13.5509 ± 0.6347 0.16455 ± 0.01182 0.17396 ± 0.00631 10.523 ± 0.369 % 79.373 ± 0.654 % [2026-06-11 14:39:34] 16 13.7077 ± 0.6252 0.16578 ± 0.01180 0.17745 ± 0.00619 10.693 ± 0.361 % 79.436 ± 0.633 % [2026-06-11 14:39:36] 17 12.8392 ± 0.5629 0.17152 ± 0.01142 0.17811 ± 0.00593 10.998 ± 0.355 % 79.239 ± 0.616 % [2026-06-11 14:39:38] 18 12.8703 ± 0.5475 0.17469 ± 0.01109 0.17770 ± 0.00568 11.100 ± 0.351 % 79.129 ± 0.600 % [2026-06-11 14:39:41] 19 12.7481 ± 0.5290 0.17446 ± 0.01077 0.18218 ± 0.00617 11.249 ± 0.350 % 79.092 ± 0.584 % [2026-06-11 14:39:43] 20 12.7963 ± 0.5182 0.17513 ± 0.01046 0.18342 ± 0.00596 11.243 ± 0.337 % 79.118 ± 0.569 % [2026-06-11 14:39:45] 21 12.4027 ± 0.4880 0.18051 ± 0.01024 0.18301 ± 0.00571 11.274 ± 0.325 % 79.402 ± 0.553 % [2026-06-11 14:39:47] 22 12.2591 ± 0.4705 0.18172 ± 0.00999 0.18406 ± 0.00553 11.424 ± 0.318 % 79.412 ± 0.540 % [2026-06-11 14:39:50] 23 11.7860 ± 0.4394 0.18173 ± 0.00967 0.18249 ± 0.00532 11.554 ± 0.309 % 79.540 ± 0.527 % [2026-06-11 14:39:52] 24 11.2023 ± 0.4048 0.18189 ± 0.00937 0.18218 ± 0.00518 11.897 ± 0.314 % 79.755 ± 0.514 % [2026-06-11 14:39:54] 25 11.0327 ± 0.3893 0.18562 ± 0.00920 0.18287 ± 0.00506 12.124 ± 0.309 % 79.765 ± 0.503 % [2026-06-11 14:39:56] 26 10.7324 ± 0.3684 0.18567 ± 0.00896 0.18217 ± 0.00491 12.185 ± 0.304 % 79.864 ± 0.493 % [2026-06-11 14:39:59] 27 10.5289 ± 0.3530 0.18547 ± 0.00876 0.18141 ± 0.00475 12.245 ± 0.297 % 80.015 ± 0.482 % [2026-06-11 14:40:01] 28 10.3780 ± 0.3410 0.18369 ± 0.00852 0.17970 ± 0.00460 12.194 ± 0.291 % 80.210 ± 0.472 % [2026-06-11 14:40:03] 29 10.3150 ± 0.3324 0.18262 ± 0.00832 0.17884 ± 0.00447 12.180 ± 0.286 % 80.365 ± 0.462 % [2026-06-11 14:40:05] 30 10.2915 ± 0.3254 0.18344 ± 0.00819 0.17970 ± 0.00438 12.270 ± 0.283 % 80.366 ± 0.454 % [2026-06-11 14:40:07] 31 10.1781 ± 0.3154 0.18237 ± 0.00803 0.17993 ± 0.00430 12.329 ± 0.282 % 80.392 ± 0.447 % [2026-06-11 14:40:10] 32 10.1883 ± 0.3107 0.18336 ± 0.00789 0.18035 ± 0.00421 12.365 ± 0.277 % 80.270 ± 0.441 % [2026-06-11 14:40:12] 33 10.1622 ± 0.3049 0.18616 ± 0.00775 0.18067 ± 0.00413 12.476 ± 0.275 % 80.202 ± 0.434 % [2026-06-11 14:40:14] 34 10.2565 ± 0.3038 0.18611 ± 0.00766 0.17991 ± 0.00402 12.436 ± 0.270 % 80.265 ± 0.427 % [2026-06-11 14:40:16] 35 10.3731 ± 0.3030 0.18647 ± 0.00751 0.18003 ± 0.00392 12.365 ± 0.264 % 80.202 ± 0.422 % [2026-06-11 14:40:18] 36 10.6022 ± 0.3060 0.18737 ± 0.00742 0.18059 ± 0.00385 12.286 ± 0.259 % 80.207 ± 0.416 % [2026-06-11 14:40:20] 37 10.7504 ± 0.3060 0.18855 ± 0.00731 0.18060 ± 0.00376 12.210 ± 0.255 % 80.244 ± 0.410 % [2026-06-11 14:40:23] 38 10.7583 ± 0.3021 0.18750 ± 0.00723 0.18063 ± 0.00369 12.209 ± 0.252 % 80.268 ± 0.404 % [2026-06-11 14:40:25] 39 10.7409 ± 0.2976 0.18646 ± 0.00712 0.17993 ± 0.00361 12.157 ± 0.248 % 80.382 ± 0.398 % [2026-06-11 14:40:27] 40 10.7626 ± 0.2955 0.18466 ± 0.00703 0.18027 ± 0.00365 12.158 ± 0.246 % 80.343 ± 0.394 % [2026-06-11 14:40:29] 41 10.8005 ± 0.2932 0.18286 ± 0.00695 0.18081 ± 0.00358 12.194 ± 0.243 % 80.354 ± 0.389 % [2026-06-11 14:40:31] 42 10.8921 ± 0.2924 0.18304 ± 0.00687 0.18066 ± 0.00351 12.153 ± 0.239 % 80.308 ± 0.384 % [2026-06-11 14:40:33] 43 10.9350 ± 0.2910 0.18388 ± 0.00677 0.18098 ± 0.00346 12.151 ± 0.237 % 80.155 ± 0.381 % [2026-06-11 14:40:35] 44 10.9183 ± 0.2871 0.18116 ± 0.00672 0.18070 ± 0.00339 12.109 ± 0.233 % 80.205 ± 0.376 % [2026-06-11 14:40:38] 45 11.0594 ± 0.2886 0.18339 ± 0.00663 0.18055 ± 0.00333 12.076 ± 0.230 % 80.148 ± 0.372 % [2026-06-11 14:40:40] 46 11.0020 ± 0.2834 0.18366 ± 0.00655 0.18092 ± 0.00329 12.142 ± 0.227 % 80.213 ± 0.368 % [2026-06-11 14:40:42] 47 11.1910 ± 0.2861 0.18077 ± 0.00654 0.18204 ± 0.00326 12.127 ± 0.226 % 80.092 ± 0.365 % [2026-06-11 14:40:44] 48 11.3083 ± 0.2865 0.18218 ± 0.00647 0.18208 ± 0.00321 12.117 ± 0.223 % 80.131 ± 0.361 % [2026-06-11 14:40:46] 49 11.1863 ± 0.2798 0.18153 ± 0.00638 0.18155 ± 0.00323 12.074 ± 0.222 % 80.192 ± 0.357 % [2026-06-11 14:40:48] 50 11.2467 ± 0.2787 0.18104 ± 0.00629 0.18120 ± 0.00318 12.053 ± 0.218 % 80.227 ± 0.353 % [2026-06-11 14:40:48] [2026-06-11 14:40:48] ====== Perplexity statistics ====== [2026-06-11 14:40:48] Mean PPL(Q) : 11.246675 ± 0.278686 [2026-06-11 14:40:48] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:40:48] Cor(ln(PPL(Q)), ln(PPL(base))): 96.73% [2026-06-11 14:40:48] Mean ln(PPL(Q)/PPL(base)) : 0.181037 ± 0.006293 [2026-06-11 14:40:48] Mean PPL(Q)/PPL(base) : 1.198459 ± 0.007542 [2026-06-11 14:40:48] Mean PPL(Q)-PPL(base) : 1.862398 ± 0.082110 [2026-06-11 14:40:48] [2026-06-11 14:40:48] ====== KL divergence statistics ====== [2026-06-11 14:40:48] Mean KLD: 0.181198 ± 0.003177 [2026-06-11 14:40:48] Maximum KLD: 16.439280 [2026-06-11 14:40:48] 99.9% KLD: 3.950807 [2026-06-11 14:40:48] 99.0% KLD: 1.278026 [2026-06-11 14:40:48] 95.0% KLD: 0.551793 [2026-06-11 14:40:48] 90.0% KLD: 0.383698 [2026-06-11 14:40:48] Median KLD: 0.107679 [2026-06-11 14:40:48] 10.0% KLD: 0.006843 [2026-06-11 14:40:48] 5.0% KLD: 0.002495 [2026-06-11 14:40:48] 1.0% KLD: 0.000388 [2026-06-11 14:40:48] 0.1% KLD: 0.000063 [2026-06-11 14:40:48] Minimum KLD: 0.000001 [2026-06-11 14:40:48] [2026-06-11 14:40:48] ====== Token probability statistics ====== [2026-06-11 14:40:48] Mean Δp: -3.490 ± 0.102 % [2026-06-11 14:40:48] Maximum Δp: 99.268% [2026-06-11 14:40:48] 99.9% Δp: 53.376% [2026-06-11 14:40:48] 99.0% Δp: 19.537% [2026-06-11 14:40:48] 95.0% Δp: 8.721% [2026-06-11 14:40:48] 90.0% Δp: 4.323% [2026-06-11 14:40:48] 75.0% Δp: 0.216% [2026-06-11 14:40:48] Median Δp: -0.548% [2026-06-11 14:40:48] 25.0% Δp: -5.416% [2026-06-11 14:40:48] 10.0% Δp: -15.085% [2026-06-11 14:40:48] 5.0% Δp: -23.071% [2026-06-11 14:40:48] 1.0% Δp: -49.088% [2026-06-11 14:40:48] 0.1% Δp: -86.194% [2026-06-11 14:40:48] Minimum Δp: -95.817% [2026-06-11 14:40:48] RMS Δp : 12.053 ± 0.218 % [2026-06-11 14:40:48] Same top p: 80.227 ± 0.353 % [2026-06-11 14:40:48] [2026-06-11 14:40:49] ✅ Finished target model 32: 1 files evaluated [2026-06-11 14:40:50] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ1_S/Qwen3.5_4B-MoQ-layers_16-19-IQ1_S.gguf to free disk space [2026-06-11 14:40:50] ============================================================ [2026-06-11 14:40:50] TARGET MODEL 33/83: w-ahmad/test3 / MoQ-layers_16-19-IQ2_S/Qwen3.5_4B-MoQ-layers_16-19-IQ2_S.gguf [2026-06-11 14:40:50] ============================================================ [2026-06-11 14:41:12] [1/1] MoQ-layers_16-19-IQ2_S/Qwen3.5_4B-MoQ-layers_16-19-IQ2_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:41:12] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ2_S/Qwen3.5_4B-MoQ-layers_16-19-IQ2_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:41:13] 0.00.333.267 I common_init_result: fitting params to device memory ... [2026-06-11 14:41:13] 0.00.333.277 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:41:23] 0.10.478.126 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:41:23] 0.10.528.791 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:41:23] 0.10.822.566 I [2026-06-11 14:41:23] 0.10.822.761 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:41:24] 0.10.922.520 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:41:26] 0.13.142.868 I kl_divergence: 2.22 seconds per pass - ETA 1.85 minutes [2026-06-11 14:41:26] [2026-06-11 14:41:26] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:41:26] 1 6.3967 ± 1.0759 0.06477 ± 0.02140 0.03770 ± 0.00342 5.510 ± 0.510 % 91.765 ± 1.725 % [2026-06-11 14:41:28] 2 9.5561 ± 1.2392 0.07536 ± 0.01830 0.05184 ± 0.00388 5.820 ± 0.440 % 89.412 ± 1.364 % [2026-06-11 14:41:30] 3 9.5700 ± 0.9921 0.05774 ± 0.01487 0.05265 ± 0.00285 6.058 ± 0.354 % 88.758 ± 1.143 % [2026-06-11 14:41:32] 4 9.4064 ± 0.8131 0.05975 ± 0.01221 0.05008 ± 0.00234 5.722 ± 0.289 % 88.627 ± 0.995 % [2026-06-11 14:41:35] 5 9.3809 ± 0.7104 0.04913 ± 0.01038 0.04742 ± 0.00193 5.500 ± 0.248 % 88.627 ± 0.889 % [2026-06-11 14:41:37] 6 9.6142 ± 0.6575 0.03925 ± 0.00920 0.04609 ± 0.00165 5.224 ± 0.220 % 88.889 ± 0.804 % [2026-06-11 14:41:39] 7 9.9135 ± 0.6273 0.03549 ± 0.00836 0.04505 ± 0.00145 5.101 ± 0.198 % 88.908 ± 0.744 % [2026-06-11 14:41:41] 8 10.7903 ± 0.6573 0.03409 ± 0.00793 0.04542 ± 0.00136 4.985 ± 0.181 % 89.265 ± 0.686 % [2026-06-11 14:41:43] 9 11.4084 ± 0.6592 0.03208 ± 0.00737 0.04461 ± 0.00123 4.892 ± 0.170 % 89.368 ± 0.644 % [2026-06-11 14:41:45] 10 11.8696 ± 0.6541 0.03330 ± 0.00688 0.04405 ± 0.00113 4.781 ± 0.159 % 89.373 ± 0.610 % [2026-06-11 14:41:48] 11 11.7703 ± 0.6172 0.03402 ± 0.00650 0.04418 ± 0.00106 4.780 ± 0.150 % 89.198 ± 0.586 % [2026-06-11 14:41:50] 12 11.8888 ± 0.5986 0.03203 ± 0.00616 0.04406 ± 0.00102 4.810 ± 0.155 % 89.085 ± 0.564 % [2026-06-11 14:41:52] 13 12.5707 ± 0.6171 0.03020 ± 0.00600 0.04453 ± 0.00098 4.818 ± 0.148 % 88.989 ± 0.544 % [2026-06-11 14:41:54] 14 11.9544 ± 0.5627 0.02959 ± 0.00575 0.04527 ± 0.00100 4.902 ± 0.146 % 88.964 ± 0.525 % [2026-06-11 14:41:57] 15 11.8261 ± 0.5371 0.02840 ± 0.00559 0.04542 ± 0.00096 4.914 ± 0.140 % 89.072 ± 0.505 % [2026-06-11 14:41:59] 16 11.9717 ± 0.5308 0.03037 ± 0.00549 0.04521 ± 0.00092 4.925 ± 0.135 % 89.020 ± 0.490 % [2026-06-11 14:42:01] 17 11.1670 ± 0.4761 0.03199 ± 0.00527 0.04508 ± 0.00090 5.095 ± 0.136 % 89.112 ± 0.473 % [2026-06-11 14:42:04] 18 11.1610 ± 0.4610 0.03219 ± 0.00513 0.04536 ± 0.00090 5.164 ± 0.141 % 89.041 ± 0.461 % [2026-06-11 14:42:06] 19 11.0769 ± 0.4466 0.03393 ± 0.00508 0.04657 ± 0.00099 5.266 ± 0.140 % 89.082 ± 0.448 % [2026-06-11 14:42:08] 20 11.1099 ± 0.4367 0.03382 ± 0.00495 0.04757 ± 0.00133 5.321 ± 0.146 % 89.176 ± 0.435 % [2026-06-11 14:42:10] 21 10.7116 ± 0.4085 0.03393 ± 0.00484 0.04740 ± 0.00128 5.340 ± 0.140 % 89.262 ± 0.423 % [2026-06-11 14:42:13] 22 10.5867 ± 0.3934 0.03505 ± 0.00471 0.04745 ± 0.00125 5.488 ± 0.163 % 89.180 ± 0.415 % [2026-06-11 14:42:15] 23 10.1865 ± 0.3679 0.03588 ± 0.00456 0.04717 ± 0.00123 5.601 ± 0.172 % 89.275 ± 0.404 % [2026-06-11 14:42:17] 24 9.6739 ± 0.3386 0.03519 ± 0.00442 0.04666 ± 0.00120 5.685 ± 0.172 % 89.428 ± 0.393 % [2026-06-11 14:42:19] 25 9.4887 ± 0.3240 0.03485 ± 0.00435 0.04696 ± 0.00123 5.881 ± 0.200 % 89.522 ± 0.384 % [2026-06-11 14:42:22] 26 9.2190 ± 0.3062 0.03367 ± 0.00425 0.04663 ± 0.00120 5.852 ± 0.194 % 89.593 ± 0.375 % [2026-06-11 14:42:24] 27 9.0365 ± 0.2932 0.03263 ± 0.00415 0.04626 ± 0.00116 5.845 ± 0.188 % 89.630 ± 0.367 % [2026-06-11 14:42:26] 28 8.9288 ± 0.2842 0.03328 ± 0.00407 0.04591 ± 0.00112 5.869 ± 0.184 % 89.748 ± 0.359 % [2026-06-11 14:42:28] 29 8.8877 ± 0.2778 0.03368 ± 0.00401 0.04574 ± 0.00109 5.882 ± 0.180 % 89.817 ± 0.352 % [2026-06-11 14:42:30] 30 8.8709 ± 0.2723 0.03490 ± 0.00392 0.04590 ± 0.00106 5.898 ± 0.177 % 89.856 ± 0.345 % [2026-06-11 14:42:32] 31 8.7819 ± 0.2643 0.03482 ± 0.00384 0.04563 ± 0.00103 5.869 ± 0.172 % 89.880 ± 0.339 % [2026-06-11 14:42:35] 32 8.7765 ± 0.2601 0.03419 ± 0.00378 0.04580 ± 0.00102 5.880 ± 0.168 % 89.816 ± 0.335 % [2026-06-11 14:42:37] 33 8.7357 ± 0.2548 0.03489 ± 0.00372 0.04594 ± 0.00100 5.903 ± 0.164 % 89.745 ± 0.331 % [2026-06-11 14:42:39] 34 8.8192 ± 0.2541 0.03513 ± 0.00365 0.04584 ± 0.00097 5.883 ± 0.160 % 89.746 ± 0.326 % [2026-06-11 14:42:41] 35 8.9221 ± 0.2535 0.03578 ± 0.00361 0.04597 ± 0.00095 5.862 ± 0.157 % 89.681 ± 0.322 % [2026-06-11 14:42:43] 36 9.1102 ± 0.2556 0.03570 ± 0.00355 0.04607 ± 0.00093 5.819 ± 0.154 % 89.673 ± 0.318 % [2026-06-11 14:42:45] 37 9.2307 ± 0.2555 0.03614 ± 0.00351 0.04619 ± 0.00091 5.794 ± 0.151 % 89.687 ± 0.313 % [2026-06-11 14:42:48] 38 9.2471 ± 0.2525 0.03613 ± 0.00346 0.04627 ± 0.00089 5.798 ± 0.148 % 89.701 ± 0.309 % [2026-06-11 14:42:50] 39 9.2410 ± 0.2492 0.03605 ± 0.00341 0.04614 ± 0.00087 5.790 ± 0.145 % 89.744 ± 0.304 % [2026-06-11 14:42:52] 40 9.2806 ± 0.2478 0.03651 ± 0.00338 0.04628 ± 0.00085 5.790 ± 0.142 % 89.657 ± 0.302 % [2026-06-11 14:42:54] 41 9.3317 ± 0.2466 0.03668 ± 0.00334 0.04661 ± 0.00085 5.846 ± 0.145 % 89.593 ± 0.299 % [2026-06-11 14:42:56] 42 9.4046 ± 0.2457 0.03620 ± 0.00331 0.04681 ± 0.00084 5.840 ± 0.142 % 89.514 ± 0.296 % [2026-06-11 14:42:58] 43 9.4286 ± 0.2441 0.03566 ± 0.00327 0.04702 ± 0.00082 5.836 ± 0.139 % 89.448 ± 0.293 % [2026-06-11 14:43:01] 44 9.4298 ± 0.2414 0.03459 ± 0.00326 0.04736 ± 0.00082 5.853 ± 0.137 % 89.456 ± 0.290 % [2026-06-11 14:43:03] 45 9.5302 ± 0.2419 0.03458 ± 0.00323 0.04731 ± 0.00080 5.832 ± 0.135 % 89.403 ± 0.287 % [2026-06-11 14:43:05] 46 9.4824 ± 0.2376 0.03501 ± 0.00320 0.04743 ± 0.00081 5.850 ± 0.133 % 89.420 ± 0.284 % [2026-06-11 14:43:07] 47 9.6744 ± 0.2411 0.03516 ± 0.00317 0.04813 ± 0.00087 5.841 ± 0.133 % 89.278 ± 0.283 % [2026-06-11 14:43:09] 48 9.7653 ± 0.2413 0.03548 ± 0.00314 0.04806 ± 0.00085 5.835 ± 0.131 % 89.379 ± 0.279 % [2026-06-11 14:43:12] 49 9.6633 ± 0.2356 0.03517 ± 0.00309 0.04789 ± 0.00084 5.821 ± 0.129 % 89.356 ± 0.276 % [2026-06-11 14:43:14] 50 9.7174 ± 0.2347 0.03488 ± 0.00306 0.04781 ± 0.00083 5.806 ± 0.126 % 89.365 ± 0.273 % [2026-06-11 14:43:14] [2026-06-11 14:43:14] ====== Perplexity statistics ====== [2026-06-11 14:43:14] Mean PPL(Q) : 9.717408 ± 0.234723 [2026-06-11 14:43:14] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:43:14] Cor(ln(PPL(Q)), ln(PPL(base))): 99.20% [2026-06-11 14:43:14] Mean ln(PPL(Q)/PPL(base)) : 0.034883 ± 0.003059 [2026-06-11 14:43:14] Mean PPL(Q)/PPL(base) : 1.035499 ± 0.003168 [2026-06-11 14:43:14] Mean PPL(Q)-PPL(base) : 0.333132 ± 0.030001 [2026-06-11 14:43:14] [2026-06-11 14:43:14] ====== KL divergence statistics ====== [2026-06-11 14:43:14] Mean KLD: 0.047810 ± 0.000827 [2026-06-11 14:43:14] Maximum KLD: 4.784066 [2026-06-11 14:43:14] 99.9% KLD: 1.157560 [2026-06-11 14:43:14] 99.0% KLD: 0.290429 [2026-06-11 14:43:14] 95.0% KLD: 0.143207 [2026-06-11 14:43:14] 90.0% KLD: 0.100663 [2026-06-11 14:43:14] Median KLD: 0.029907 [2026-06-11 14:43:14] 10.0% KLD: 0.001994 [2026-06-11 14:43:14] 5.0% KLD: 0.000707 [2026-06-11 14:43:14] 1.0% KLD: 0.000118 [2026-06-11 14:43:14] 0.1% KLD: 0.000018 [2026-06-11 14:43:14] Minimum KLD: 0.000002 [2026-06-11 14:43:14] [2026-06-11 14:43:14] ====== Token probability statistics ====== [2026-06-11 14:43:14] Mean Δp: -1.320 ± 0.050 % [2026-06-11 14:43:14] Maximum Δp: 57.746% [2026-06-11 14:43:14] 99.9% Δp: 32.116% [2026-06-11 14:43:14] 99.0% Δp: 11.946% [2026-06-11 14:43:14] 95.0% Δp: 5.110% [2026-06-11 14:43:14] 90.0% Δp: 2.720% [2026-06-11 14:43:14] 75.0% Δp: 0.297% [2026-06-11 14:43:14] Median Δp: -0.120% [2026-06-11 14:43:14] 25.0% Δp: -2.454% [2026-06-11 14:43:14] 10.0% Δp: -7.032% [2026-06-11 14:43:14] 5.0% Δp: -10.950% [2026-06-11 14:43:14] 1.0% Δp: -20.769% [2026-06-11 14:43:14] 0.1% Δp: -42.964% [2026-06-11 14:43:14] Minimum Δp: -90.980% [2026-06-11 14:43:14] RMS Δp : 5.806 ± 0.126 % [2026-06-11 14:43:14] Same top p: 89.365 ± 0.273 % [2026-06-11 14:43:14] [2026-06-11 14:43:14] ✅ Finished target model 33: 1 files evaluated [2026-06-11 14:43:16] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ2_S/Qwen3.5_4B-MoQ-layers_16-19-IQ2_S.gguf to free disk space [2026-06-11 14:43:16] ============================================================ [2026-06-11 14:43:16] TARGET MODEL 34/83: w-ahmad/test3 / MoQ-layers_16-19-IQ2_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XS.gguf [2026-06-11 14:43:16] ============================================================ [2026-06-11 14:43:53] [1/1] MoQ-layers_16-19-IQ2_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:43:54] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ2_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:43:54] 0.00.345.337 I common_init_result: fitting params to device memory ... [2026-06-11 14:43:54] 0.00.345.350 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:44:04] 0.10.555.485 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:44:04] 0.10.606.693 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:44:05] 0.10.903.360 I [2026-06-11 14:44:05] 0.10.903.542 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:44:05] 0.10.995.039 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:44:07] 0.13.152.250 I kl_divergence: 2.16 seconds per pass - ETA 1.78 minutes [2026-06-11 14:44:07] [2026-06-11 14:44:07] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:44:07] 1 6.5927 ± 1.1316 0.09496 ± 0.02093 0.04424 ± 0.00357 6.483 ± 0.548 % 92.549 ± 1.648 % [2026-06-11 14:44:09] 2 9.6682 ± 1.2674 0.08703 ± 0.01586 0.05301 ± 0.00277 6.678 ± 0.443 % 88.824 ± 1.397 % [2026-06-11 14:44:11] 3 9.6153 ± 1.0026 0.06246 ± 0.01352 0.05595 ± 0.00233 6.746 ± 0.359 % 88.627 ± 1.149 % [2026-06-11 14:44:14] 4 9.3646 ± 0.8107 0.05530 ± 0.01156 0.05459 ± 0.00200 6.348 ± 0.298 % 88.922 ± 0.983 % [2026-06-11 14:44:16] 5 9.3353 ± 0.7082 0.04426 ± 0.01016 0.05361 ± 0.00170 6.196 ± 0.259 % 88.627 ± 0.889 % [2026-06-11 14:44:18] 6 9.6562 ± 0.6611 0.04360 ± 0.00923 0.05419 ± 0.00152 6.038 ± 0.226 % 88.366 ± 0.820 % [2026-06-11 14:44:20] 7 9.9435 ± 0.6293 0.03851 ± 0.00842 0.05375 ± 0.00138 5.918 ± 0.208 % 88.459 ± 0.756 % [2026-06-11 14:44:22] 8 10.8055 ± 0.6571 0.03550 ± 0.00814 0.05597 ± 0.00176 5.785 ± 0.189 % 88.333 ± 0.711 % [2026-06-11 14:44:24] 9 11.4781 ± 0.6636 0.03817 ± 0.00767 0.05533 ± 0.00161 5.718 ± 0.178 % 88.322 ± 0.671 % [2026-06-11 14:44:26] 10 11.9344 ± 0.6575 0.03874 ± 0.00731 0.05508 ± 0.00148 5.678 ± 0.168 % 88.314 ± 0.636 % [2026-06-11 14:44:28] 11 11.8172 ± 0.6186 0.03799 ± 0.00698 0.05507 ± 0.00139 5.648 ± 0.163 % 88.200 ± 0.609 % [2026-06-11 14:44:31] 12 11.9784 ± 0.6038 0.03954 ± 0.00664 0.05447 ± 0.00130 5.584 ± 0.154 % 88.170 ± 0.584 % [2026-06-11 14:44:33] 13 12.6785 ± 0.6237 0.03874 ± 0.00647 0.05559 ± 0.00126 5.602 ± 0.151 % 88.054 ± 0.563 % [2026-06-11 14:44:35] 14 12.0876 ± 0.5699 0.04067 ± 0.00622 0.05685 ± 0.00127 5.864 ± 0.159 % 88.039 ± 0.543 % [2026-06-11 14:44:37] 15 11.8951 ± 0.5399 0.03422 ± 0.00708 0.06004 ± 0.00223 6.154 ± 0.224 % 87.817 ± 0.529 % [2026-06-11 14:44:40] 16 12.0598 ± 0.5340 0.03770 ± 0.00700 0.06009 ± 0.00212 6.180 ± 0.213 % 87.819 ± 0.512 % [2026-06-11 14:44:42] 17 11.2503 ± 0.4788 0.03941 ± 0.00670 0.06029 ± 0.00203 6.455 ± 0.217 % 87.797 ± 0.497 % [2026-06-11 14:44:44] 18 11.2427 ± 0.4633 0.03948 ± 0.00651 0.06100 ± 0.00196 6.513 ± 0.213 % 87.603 ± 0.486 % [2026-06-11 14:44:46] 19 11.1592 ± 0.4491 0.04134 ± 0.00638 0.06262 ± 0.00204 6.610 ± 0.210 % 87.616 ± 0.473 % [2026-06-11 14:44:49] 20 11.1794 ± 0.4381 0.04005 ± 0.00618 0.06327 ± 0.00201 6.631 ± 0.203 % 87.647 ± 0.461 % [2026-06-11 14:44:51] 21 10.7784 ± 0.4100 0.04014 ± 0.00598 0.06326 ± 0.00193 6.618 ± 0.195 % 87.731 ± 0.448 % [2026-06-11 14:44:53] 22 10.6697 ± 0.3957 0.04286 ± 0.00585 0.06384 ± 0.00188 6.816 ± 0.201 % 87.504 ± 0.442 % [2026-06-11 14:44:56] 23 10.2731 ± 0.3702 0.04434 ± 0.00569 0.06353 ± 0.00185 6.977 ± 0.207 % 87.656 ± 0.430 % [2026-06-11 14:44:58] 24 9.7691 ± 0.3411 0.04498 ± 0.00554 0.06385 ± 0.00188 7.249 ± 0.232 % 87.745 ± 0.419 % [2026-06-11 14:45:00] 25 9.5954 ± 0.3271 0.04604 ± 0.00546 0.06455 ± 0.00189 7.497 ± 0.247 % 87.812 ± 0.410 % [2026-06-11 14:45:02] 26 9.3229 ± 0.3091 0.04488 ± 0.00531 0.06369 ± 0.00183 7.417 ± 0.241 % 88.024 ± 0.399 % [2026-06-11 14:45:05] 27 9.1500 ± 0.2964 0.04511 ± 0.00517 0.06320 ± 0.00177 7.426 ± 0.234 % 88.017 ± 0.391 % [2026-06-11 14:45:07] 28 9.0412 ± 0.2874 0.04578 ± 0.00504 0.06248 ± 0.00172 7.407 ± 0.229 % 88.151 ± 0.383 % [2026-06-11 14:45:09] 29 9.0046 ± 0.2811 0.04675 ± 0.00495 0.06194 ± 0.00166 7.388 ± 0.223 % 88.141 ± 0.376 % [2026-06-11 14:45:11] 30 8.9771 ± 0.2752 0.04681 ± 0.00483 0.06207 ± 0.00161 7.400 ± 0.218 % 88.144 ± 0.370 % [2026-06-11 14:45:13] 31 8.8909 ± 0.2673 0.04716 ± 0.00471 0.06157 ± 0.00157 7.343 ± 0.213 % 88.147 ± 0.364 % [2026-06-11 14:45:16] 32 8.8897 ± 0.2633 0.04701 ± 0.00461 0.06135 ± 0.00153 7.308 ± 0.208 % 88.150 ± 0.358 % [2026-06-11 14:45:18] 33 8.8450 ± 0.2576 0.04733 ± 0.00454 0.06148 ± 0.00150 7.367 ± 0.209 % 88.081 ± 0.353 % [2026-06-11 14:45:20] 34 8.9278 ± 0.2570 0.04736 ± 0.00446 0.06126 ± 0.00146 7.342 ± 0.205 % 88.108 ± 0.348 % [2026-06-11 14:45:22] 35 9.0274 ± 0.2561 0.04752 ± 0.00438 0.06120 ± 0.00142 7.309 ± 0.200 % 88.090 ± 0.343 % [2026-06-11 14:45:24] 36 9.2208 ± 0.2583 0.04778 ± 0.00432 0.06130 ± 0.00139 7.256 ± 0.196 % 88.050 ± 0.339 % [2026-06-11 14:45:26] 37 9.3409 ± 0.2581 0.04801 ± 0.00426 0.06115 ± 0.00136 7.209 ± 0.193 % 88.045 ± 0.334 % [2026-06-11 14:45:28] 38 9.3573 ± 0.2551 0.04797 ± 0.00424 0.06110 ± 0.00133 7.182 ± 0.189 % 88.019 ± 0.330 % [2026-06-11 14:45:31] 39 9.3517 ± 0.2518 0.04796 ± 0.00416 0.06091 ± 0.00130 7.148 ± 0.185 % 88.074 ± 0.325 % [2026-06-11 14:45:33] 40 9.3823 ± 0.2502 0.04742 ± 0.00411 0.06094 ± 0.00128 7.149 ± 0.183 % 87.990 ± 0.322 % [2026-06-11 14:45:35] 41 9.4347 ± 0.2491 0.04766 ± 0.00407 0.06127 ± 0.00126 7.202 ± 0.184 % 87.967 ± 0.318 % [2026-06-11 14:45:37] 42 9.5146 ± 0.2483 0.04783 ± 0.00402 0.06139 ± 0.00124 7.182 ± 0.180 % 87.955 ± 0.315 % [2026-06-11 14:45:39] 43 9.5478 ± 0.2470 0.04822 ± 0.00398 0.06185 ± 0.00123 7.186 ± 0.177 % 87.898 ± 0.311 % [2026-06-11 14:45:41] 44 9.5518 ± 0.2442 0.04744 ± 0.00394 0.06195 ± 0.00120 7.177 ± 0.174 % 87.923 ± 0.308 % [2026-06-11 14:45:44] 45 9.6569 ± 0.2448 0.04779 ± 0.00390 0.06187 ± 0.00118 7.154 ± 0.171 % 87.869 ± 0.305 % [2026-06-11 14:45:46] 46 9.5996 ± 0.2402 0.04730 ± 0.00385 0.06187 ± 0.00117 7.153 ± 0.169 % 87.920 ± 0.301 % [2026-06-11 14:45:48] 47 9.7794 ± 0.2432 0.04595 ± 0.00383 0.06225 ± 0.00117 7.141 ± 0.166 % 87.810 ± 0.299 % [2026-06-11 14:45:50] 48 9.8609 ± 0.2430 0.04523 ± 0.00379 0.06213 ± 0.00115 7.123 ± 0.164 % 87.925 ± 0.295 % [2026-06-11 14:45:52] 49 9.7510 ± 0.2371 0.04421 ± 0.00374 0.06186 ± 0.00113 7.093 ± 0.161 % 87.931 ± 0.291 % [2026-06-11 14:45:54] 50 9.8068 ± 0.2363 0.04404 ± 0.00369 0.06165 ± 0.00111 7.056 ± 0.159 % 88.008 ± 0.288 % [2026-06-11 14:45:54] [2026-06-11 14:45:54] ====== Perplexity statistics ====== [2026-06-11 14:45:54] Mean PPL(Q) : 9.806838 ± 0.236302 [2026-06-11 14:45:54] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:45:54] Cor(ln(PPL(Q)), ln(PPL(base))): 98.84% [2026-06-11 14:45:54] Mean ln(PPL(Q)/PPL(base)) : 0.044044 ± 0.003691 [2026-06-11 14:45:54] Mean PPL(Q)/PPL(base) : 1.045029 ± 0.003858 [2026-06-11 14:45:54] Mean PPL(Q)-PPL(base) : 0.422562 ± 0.036377 [2026-06-11 14:45:54] [2026-06-11 14:45:54] ====== KL divergence statistics ====== [2026-06-11 14:45:54] Mean KLD: 0.061647 ± 0.001110 [2026-06-11 14:45:54] Maximum KLD: 6.956992 [2026-06-11 14:45:54] 99.9% KLD: 1.534798 [2026-06-11 14:45:54] 99.0% KLD: 0.430493 [2026-06-11 14:45:54] 95.0% KLD: 0.180989 [2026-06-11 14:45:54] 90.0% KLD: 0.127262 [2026-06-11 14:45:54] Median KLD: 0.037911 [2026-06-11 14:45:54] 10.0% KLD: 0.002703 [2026-06-11 14:45:54] 5.0% KLD: 0.000937 [2026-06-11 14:45:54] 1.0% KLD: 0.000161 [2026-06-11 14:45:54] 0.1% KLD: 0.000020 [2026-06-11 14:45:54] Minimum KLD: 0.000001 [2026-06-11 14:45:54] [2026-06-11 14:45:54] ====== Token probability statistics ====== [2026-06-11 14:45:54] Mean Δp: -1.794 ± 0.060 % [2026-06-11 14:45:54] Maximum Δp: 76.851% [2026-06-11 14:45:54] 99.9% Δp: 38.412% [2026-06-11 14:45:54] 99.0% Δp: 12.601% [2026-06-11 14:45:54] 95.0% Δp: 5.444% [2026-06-11 14:45:54] 90.0% Δp: 2.675% [2026-06-11 14:45:54] 75.0% Δp: 0.237% [2026-06-11 14:45:54] Median Δp: -0.210% [2026-06-11 14:45:54] 25.0% Δp: -3.003% [2026-06-11 14:45:54] 10.0% Δp: -8.529% [2026-06-11 14:45:54] 5.0% Δp: -13.010% [2026-06-11 14:45:54] 1.0% Δp: -24.843% [2026-06-11 14:45:54] 0.1% Δp: -56.350% [2026-06-11 14:45:54] Minimum Δp: -91.995% [2026-06-11 14:45:54] RMS Δp : 7.056 ± 0.159 % [2026-06-11 14:45:54] Same top p: 88.008 ± 0.288 % [2026-06-11 14:45:54] [2026-06-11 14:45:55] ✅ Finished target model 34: 1 files evaluated [2026-06-11 14:45:56] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ2_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XS.gguf to free disk space [2026-06-11 14:45:56] ============================================================ [2026-06-11 14:45:56] TARGET MODEL 35/83: w-ahmad/test3 / MoQ-layers_16-19-IQ2_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XXS.gguf [2026-06-11 14:45:56] ============================================================ [2026-06-11 14:46:21] [1/1] MoQ-layers_16-19-IQ2_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:46:22] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ2_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:46:22] 0.00.347.638 I common_init_result: fitting params to device memory ... [2026-06-11 14:46:22] 0.00.347.648 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:46:32] 0.10.313.560 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:46:32] 0.10.367.252 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:46:32] 0.10.674.608 I [2026-06-11 14:46:32] 0.10.674.749 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:46:33] 0.10.774.248 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:46:35] 0.13.032.311 I kl_divergence: 2.26 seconds per pass - ETA 1.87 minutes [2026-06-11 14:46:35] [2026-06-11 14:46:35] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:46:35] 1 6.5690 ± 1.1301 0.09136 ± 0.02330 0.05789 ± 0.00480 7.414 ± 0.729 % 90.196 ± 1.866 % [2026-06-11 14:46:37] 2 9.7237 ± 1.2729 0.09275 ± 0.02111 0.07510 ± 0.00502 7.660 ± 0.564 % 86.863 ± 1.497 % [2026-06-11 14:46:39] 3 9.9731 ± 1.0439 0.09900 ± 0.01675 0.07955 ± 0.00418 8.087 ± 0.618 % 86.275 ± 1.245 % [2026-06-11 14:46:41] 4 9.6670 ± 0.8403 0.08708 ± 0.01391 0.07538 ± 0.00336 7.646 ± 0.498 % 86.373 ± 1.075 % [2026-06-11 14:46:44] 5 9.5382 ± 0.7233 0.06576 ± 0.01237 0.07357 ± 0.00281 7.422 ± 0.429 % 86.353 ± 0.962 % [2026-06-11 14:46:46] 6 9.8467 ± 0.6745 0.06314 ± 0.01111 0.07432 ± 0.00247 7.244 ± 0.373 % 86.078 ± 0.885 % [2026-06-11 14:46:48] 7 10.1481 ± 0.6437 0.05887 ± 0.01015 0.07368 ± 0.00219 7.058 ± 0.334 % 86.275 ± 0.815 % [2026-06-11 14:46:50] 8 11.0491 ± 0.6743 0.05780 ± 0.00979 0.07471 ± 0.00221 6.852 ± 0.305 % 86.618 ± 0.754 % [2026-06-11 14:46:52] 9 11.7241 ± 0.6799 0.05937 ± 0.00935 0.07396 ± 0.00205 6.695 ± 0.281 % 86.667 ± 0.710 % [2026-06-11 14:46:54] 10 12.2003 ± 0.6744 0.06077 ± 0.00882 0.07318 ± 0.00192 6.525 ± 0.261 % 86.706 ± 0.672 % [2026-06-11 14:46:57] 11 12.0581 ± 0.6341 0.05818 ± 0.00836 0.07301 ± 0.00180 6.490 ± 0.245 % 86.560 ± 0.644 % [2026-06-11 14:46:59] 12 12.2109 ± 0.6170 0.05876 ± 0.00793 0.07276 ± 0.00170 6.535 ± 0.235 % 86.699 ± 0.614 % [2026-06-11 14:47:01] 13 12.8835 ± 0.6340 0.05477 ± 0.00763 0.07363 ± 0.00163 6.510 ± 0.224 % 86.546 ± 0.593 % [2026-06-11 14:47:03] 14 12.2548 ± 0.5781 0.05441 ± 0.00739 0.07502 ± 0.00171 6.719 ± 0.217 % 86.555 ± 0.571 % [2026-06-11 14:47:06] 15 12.0549 ± 0.5473 0.04757 ± 0.00812 0.08114 ± 0.00331 7.393 ± 0.347 % 86.275 ± 0.556 % [2026-06-11 14:47:08] 16 12.2323 ± 0.5422 0.05190 ± 0.00790 0.08084 ± 0.00313 7.375 ± 0.328 % 86.299 ± 0.538 % [2026-06-11 14:47:10] 17 11.4184 ± 0.4870 0.05425 ± 0.00762 0.08042 ± 0.00299 7.558 ± 0.325 % 86.321 ± 0.522 % [2026-06-11 14:47:12] 18 11.4095 ± 0.4713 0.05421 ± 0.00742 0.08126 ± 0.00289 7.623 ± 0.311 % 86.362 ± 0.507 % [2026-06-11 14:47:15] 19 11.3216 ± 0.4564 0.05579 ± 0.00730 0.08552 ± 0.00379 7.822 ± 0.321 % 86.336 ± 0.493 % [2026-06-11 14:47:17] 20 11.3351 ± 0.4454 0.05388 ± 0.00707 0.08669 ± 0.00372 7.828 ± 0.309 % 86.216 ± 0.483 % [2026-06-11 14:47:19] 21 10.9521 ± 0.4179 0.05613 ± 0.00687 0.08631 ± 0.00356 7.830 ± 0.296 % 86.387 ± 0.469 % [2026-06-11 14:47:21] 22 10.8548 ± 0.4039 0.06006 ± 0.00675 0.08753 ± 0.00344 8.064 ± 0.293 % 86.185 ± 0.461 % [2026-06-11 14:47:24] 23 10.4535 ± 0.3780 0.06175 ± 0.00652 0.08658 ± 0.00331 8.142 ± 0.286 % 86.360 ± 0.448 % [2026-06-11 14:47:26] 24 9.9330 ± 0.3483 0.06163 ± 0.00634 0.08642 ± 0.00322 8.326 ± 0.285 % 86.536 ± 0.436 % [2026-06-11 14:47:28] 25 9.7701 ± 0.3346 0.06408 ± 0.00620 0.08664 ± 0.00311 8.466 ± 0.280 % 86.604 ± 0.427 % [2026-06-11 14:47:30] 26 9.5036 ± 0.3165 0.06406 ± 0.00605 0.08574 ± 0.00300 8.424 ± 0.272 % 86.802 ± 0.416 % [2026-06-11 14:47:32] 27 9.3274 ± 0.3035 0.06431 ± 0.00591 0.08510 ± 0.00290 8.420 ± 0.263 % 86.870 ± 0.407 % [2026-06-11 14:47:35] 28 9.2103 ± 0.2940 0.06432 ± 0.00577 0.08447 ± 0.00280 8.392 ± 0.257 % 87.017 ± 0.398 % [2026-06-11 14:47:37] 29 9.1759 ± 0.2877 0.06560 ± 0.00565 0.08451 ± 0.00274 8.447 ± 0.252 % 87.032 ± 0.391 % [2026-06-11 14:47:39] 30 9.1635 ± 0.2821 0.06735 ± 0.00556 0.08524 ± 0.00268 8.590 ± 0.251 % 87.020 ± 0.384 % [2026-06-11 14:47:41] 31 9.0757 ± 0.2739 0.06773 ± 0.00544 0.08479 ± 0.00260 8.569 ± 0.246 % 87.034 ± 0.378 % [2026-06-11 14:47:43] 32 9.0775 ± 0.2699 0.06792 ± 0.00532 0.08451 ± 0.00253 8.550 ± 0.240 % 87.059 ± 0.372 % [2026-06-11 14:47:45] 33 9.0343 ± 0.2642 0.06851 ± 0.00523 0.08470 ± 0.00246 8.589 ± 0.236 % 86.928 ± 0.367 % [2026-06-11 14:47:48] 34 9.1274 ± 0.2638 0.06947 ± 0.00515 0.08457 ± 0.00240 8.563 ± 0.230 % 86.967 ± 0.362 % [2026-06-11 14:47:50] 35 9.2267 ± 0.2629 0.06935 ± 0.00506 0.08488 ± 0.00233 8.546 ± 0.225 % 86.812 ± 0.358 % [2026-06-11 14:47:52] 36 9.4200 ± 0.2650 0.06914 ± 0.00498 0.08485 ± 0.00227 8.480 ± 0.221 % 86.732 ± 0.354 % [2026-06-11 14:47:54] 37 9.5601 ± 0.2654 0.07120 ± 0.00491 0.08475 ± 0.00222 8.449 ± 0.217 % 86.677 ± 0.350 % [2026-06-11 14:47:56] 38 9.5760 ± 0.2624 0.07108 ± 0.00489 0.08503 ± 0.00221 8.471 ± 0.219 % 86.605 ± 0.346 % [2026-06-11 14:47:58] 39 9.5672 ± 0.2589 0.07074 ± 0.00482 0.08480 ± 0.00216 8.437 ± 0.214 % 86.637 ± 0.341 % [2026-06-11 14:48:00] 40 9.6058 ± 0.2574 0.07095 ± 0.00475 0.08496 ± 0.00214 8.450 ± 0.212 % 86.520 ± 0.338 % [2026-06-11 14:48:02] 41 9.6526 ± 0.2560 0.07050 ± 0.00470 0.08525 ± 0.00210 8.492 ± 0.209 % 86.428 ± 0.335 % [2026-06-11 14:48:05] 42 9.7405 ± 0.2555 0.07129 ± 0.00465 0.08549 ± 0.00206 8.474 ± 0.205 % 86.424 ± 0.331 % [2026-06-11 14:48:07] 43 9.7770 ± 0.2543 0.07194 ± 0.00460 0.08594 ± 0.00203 8.504 ± 0.202 % 86.329 ± 0.328 % [2026-06-11 14:48:09] 44 9.7716 ± 0.2510 0.07020 ± 0.00458 0.08615 ± 0.00200 8.479 ± 0.199 % 86.364 ± 0.324 % [2026-06-11 14:48:11] 45 9.8811 ± 0.2517 0.07073 ± 0.00455 0.08614 ± 0.00196 8.471 ± 0.196 % 86.336 ± 0.321 % [2026-06-11 14:48:13] 46 9.8206 ± 0.2468 0.07006 ± 0.00451 0.08621 ± 0.00193 8.497 ± 0.193 % 86.368 ± 0.317 % [2026-06-11 14:48:15] 47 9.9998 ± 0.2495 0.06824 ± 0.00454 0.08690 ± 0.00192 8.464 ± 0.190 % 86.266 ± 0.314 % [2026-06-11 14:48:18] 48 10.0860 ± 0.2494 0.06780 ± 0.00450 0.08690 ± 0.00188 8.458 ± 0.187 % 86.324 ± 0.311 % [2026-06-11 14:48:20] 49 9.9770 ± 0.2434 0.06712 ± 0.00445 0.08712 ± 0.00196 8.463 ± 0.189 % 86.331 ± 0.307 % [2026-06-11 14:48:22] 50 10.0277 ± 0.2424 0.06632 ± 0.00440 0.08696 ± 0.00192 8.443 ± 0.186 % 86.353 ± 0.304 % [2026-06-11 14:48:22] [2026-06-11 14:48:22] ====== Perplexity statistics ====== [2026-06-11 14:48:22] Mean PPL(Q) : 10.027750 ± 0.242388 [2026-06-11 14:48:22] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:48:22] Cor(ln(PPL(Q)), ln(PPL(base))): 98.35% [2026-06-11 14:48:22] Mean ln(PPL(Q)/PPL(base)) : 0.066321 ± 0.004400 [2026-06-11 14:48:22] Mean PPL(Q)/PPL(base) : 1.068569 ± 0.004702 [2026-06-11 14:48:22] Mean PPL(Q)-PPL(base) : 0.643473 ± 0.045097 [2026-06-11 14:48:22] [2026-06-11 14:48:22] ====== KL divergence statistics ====== [2026-06-11 14:48:22] Mean KLD: 0.086962 ± 0.001921 [2026-06-11 14:48:22] Maximum KLD: 11.268559 [2026-06-11 14:48:22] 99.9% KLD: 2.231853 [2026-06-11 14:48:22] 99.0% KLD: 0.575998 [2026-06-11 14:48:22] 95.0% KLD: 0.250428 [2026-06-11 14:48:22] 90.0% KLD: 0.178296 [2026-06-11 14:48:22] Median KLD: 0.052187 [2026-06-11 14:48:22] 10.0% KLD: 0.003641 [2026-06-11 14:48:22] 5.0% KLD: 0.001179 [2026-06-11 14:48:22] 1.0% KLD: 0.000195 [2026-06-11 14:48:22] 0.1% KLD: 0.000036 [2026-06-11 14:48:22] Minimum KLD: 0.000011 [2026-06-11 14:48:22] [2026-06-11 14:48:22] ====== Token probability statistics ====== [2026-06-11 14:48:22] Mean Δp: -2.073 ± 0.072 % [2026-06-11 14:48:22] Maximum Δp: 99.261% [2026-06-11 14:48:22] 99.9% Δp: 49.287% [2026-06-11 14:48:22] 99.0% Δp: 15.580% [2026-06-11 14:48:22] 95.0% Δp: 6.409% [2026-06-11 14:48:22] 90.0% Δp: 3.322% [2026-06-11 14:48:22] 75.0% Δp: 0.274% [2026-06-11 14:48:22] Median Δp: -0.241% [2026-06-11 14:48:22] 25.0% Δp: -3.499% [2026-06-11 14:48:22] 10.0% Δp: -9.977% [2026-06-11 14:48:22] 5.0% Δp: -15.661% [2026-06-11 14:48:22] 1.0% Δp: -30.795% [2026-06-11 14:48:22] 0.1% Δp: -65.086% [2026-06-11 14:48:22] Minimum Δp: -81.601% [2026-06-11 14:48:22] RMS Δp : 8.443 ± 0.186 % [2026-06-11 14:48:22] Same top p: 86.353 ± 0.304 % [2026-06-11 14:48:22] [2026-06-11 14:48:23] ✅ Finished target model 35: 1 files evaluated [2026-06-11 14:48:24] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ2_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ2_XXS.gguf to free disk space [2026-06-11 14:48:24] ============================================================ [2026-06-11 14:48:24] TARGET MODEL 36/83: w-ahmad/test3 / MoQ-layers_16-19-IQ3_S/Qwen3.5_4B-MoQ-layers_16-19-IQ3_S.gguf [2026-06-11 14:48:24] ============================================================ [2026-06-11 14:48:45] [1/1] MoQ-layers_16-19-IQ3_S/Qwen3.5_4B-MoQ-layers_16-19-IQ3_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:48:46] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ3_S/Qwen3.5_4B-MoQ-layers_16-19-IQ3_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:48:46] 0.00.344.891 I common_init_result: fitting params to device memory ... [2026-06-11 14:48:46] 0.00.344.900 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:48:56] 0.10.277.169 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:48:56] 0.10.326.531 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:48:56] 0.10.627.608 I [2026-06-11 14:48:56] 0.10.627.800 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:48:56] 0.10.723.588 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:48:59] 0.12.918.924 I kl_divergence: 2.20 seconds per pass - ETA 1.82 minutes [2026-06-11 14:48:59] [2026-06-11 14:48:59] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:48:59] 1 6.1091 ± 1.0422 0.01878 ± 0.00999 0.00959 ± 0.00093 2.336 ± 0.184 % 94.902 ± 1.380 % [2026-06-11 14:49:01] 2 9.2399 ± 1.2114 0.04172 ± 0.00882 0.01250 ± 0.00090 2.777 ± 0.282 % 93.529 ± 1.090 % [2026-06-11 14:49:03] 3 9.3908 ± 0.9868 0.03884 ± 0.00777 0.01410 ± 0.00075 3.182 ± 0.249 % 93.203 ± 0.911 % [2026-06-11 14:49:05] 4 9.1992 ± 0.8027 0.03747 ± 0.00641 0.01323 ± 0.00065 3.004 ± 0.201 % 93.627 ± 0.765 % [2026-06-11 14:49:07] 5 9.2534 ± 0.7092 0.03545 ± 0.00545 0.01279 ± 0.00054 2.888 ± 0.170 % 93.569 ± 0.687 % [2026-06-11 14:49:10] 6 9.5459 ± 0.6609 0.03212 ± 0.00487 0.01258 ± 0.00046 2.841 ± 0.151 % 93.922 ± 0.611 % [2026-06-11 14:49:12] 7 9.8562 ± 0.6320 0.02969 ± 0.00444 0.01243 ± 0.00041 2.768 ± 0.135 % 93.950 ± 0.564 % [2026-06-11 14:49:14] 8 10.7407 ± 0.6637 0.02949 ± 0.00417 0.01275 ± 0.00039 2.753 ± 0.129 % 94.020 ± 0.525 % [2026-06-11 14:49:16] 9 11.3764 ± 0.6677 0.02926 ± 0.00385 0.01259 ± 0.00036 2.713 ± 0.119 % 94.031 ± 0.495 % [2026-06-11 14:49:18] 10 11.8376 ± 0.6618 0.03059 ± 0.00365 0.01261 ± 0.00033 2.707 ± 0.111 % 93.804 ± 0.478 % [2026-06-11 14:49:20] 11 11.7062 ± 0.6214 0.02856 ± 0.00344 0.01247 ± 0.00031 2.683 ± 0.103 % 93.868 ± 0.453 % [2026-06-11 14:49:23] 12 11.8446 ± 0.6041 0.02831 ± 0.00326 0.01252 ± 0.00029 2.709 ± 0.101 % 93.824 ± 0.435 % [2026-06-11 14:49:25] 13 12.5842 ± 0.6273 0.03127 ± 0.00317 0.01279 ± 0.00029 2.729 ± 0.102 % 93.967 ± 0.414 % [2026-06-11 14:49:27] 14 11.9791 ± 0.5725 0.03165 ± 0.00314 0.01314 ± 0.00035 2.927 ± 0.152 % 93.866 ± 0.402 % [2026-06-11 14:49:29] 15 11.8740 ± 0.5481 0.03244 ± 0.00311 0.01346 ± 0.00035 2.950 ± 0.142 % 93.621 ± 0.395 % [2026-06-11 14:49:32] 16 12.0206 ± 0.5421 0.03444 ± 0.00307 0.01377 ± 0.00034 2.983 ± 0.134 % 93.431 ± 0.388 % [2026-06-11 14:49:34] 17 11.1764 ± 0.4844 0.03282 ± 0.00294 0.01356 ± 0.00033 2.967 ± 0.128 % 93.587 ± 0.372 % [2026-06-11 14:49:36] 18 11.1720 ± 0.4690 0.03318 ± 0.00287 0.01375 ± 0.00034 3.006 ± 0.125 % 93.747 ± 0.357 % [2026-06-11 14:49:39] 19 11.0613 ± 0.4530 0.03252 ± 0.00281 0.01492 ± 0.00083 3.333 ± 0.201 % 93.725 ± 0.348 % [2026-06-11 14:49:41] 20 11.1067 ± 0.4435 0.03353 ± 0.00278 0.01575 ± 0.00096 3.528 ± 0.221 % 93.706 ± 0.340 % [2026-06-11 14:49:43] 21 10.6969 ± 0.4142 0.03255 ± 0.00271 0.01565 ± 0.00091 3.516 ± 0.211 % 93.744 ± 0.331 % [2026-06-11 14:49:45] 22 10.5508 ± 0.3980 0.03165 ± 0.00269 0.01593 ± 0.00088 3.627 ± 0.202 % 93.690 ± 0.325 % [2026-06-11 14:49:48] 23 10.1333 ± 0.3712 0.03064 ± 0.00259 0.01572 ± 0.00084 3.610 ± 0.195 % 93.794 ± 0.315 % [2026-06-11 14:49:50] 24 9.6284 ± 0.3419 0.03048 ± 0.00251 0.01559 ± 0.00081 3.635 ± 0.187 % 93.938 ± 0.305 % [2026-06-11 14:49:52] 25 9.4438 ± 0.3272 0.03012 ± 0.00248 0.01566 ± 0.00079 3.663 ± 0.179 % 94.055 ± 0.296 % [2026-06-11 14:49:54] 26 9.1736 ± 0.3090 0.02873 ± 0.00242 0.01550 ± 0.00076 3.636 ± 0.174 % 94.072 ± 0.290 % [2026-06-11 14:49:56] 27 8.9953 ± 0.2961 0.02806 ± 0.00236 0.01534 ± 0.00073 3.630 ± 0.168 % 94.147 ± 0.283 % [2026-06-11 14:49:58] 28 8.8774 ± 0.2864 0.02751 ± 0.00230 0.01520 ± 0.00071 3.625 ± 0.164 % 94.216 ± 0.276 % [2026-06-11 14:50:01] 29 8.8295 ± 0.2795 0.02712 ± 0.00228 0.01503 ± 0.00068 3.590 ± 0.160 % 94.307 ± 0.269 % [2026-06-11 14:50:03] 30 8.8009 ± 0.2735 0.02699 ± 0.00224 0.01512 ± 0.00067 3.636 ± 0.159 % 94.248 ± 0.266 % [2026-06-11 14:50:05] 31 8.7125 ± 0.2654 0.02689 ± 0.00219 0.01497 ± 0.00065 3.609 ± 0.155 % 94.295 ± 0.261 % [2026-06-11 14:50:07] 32 8.7012 ± 0.2610 0.02558 ± 0.00216 0.01511 ± 0.00064 3.666 ± 0.156 % 94.240 ± 0.258 % [2026-06-11 14:50:09] 33 8.6620 ± 0.2555 0.02642 ± 0.00212 0.01504 ± 0.00062 3.647 ± 0.153 % 94.213 ± 0.255 % [2026-06-11 14:50:11] 34 8.7423 ± 0.2548 0.02637 ± 0.00209 0.01497 ± 0.00060 3.630 ± 0.149 % 94.245 ± 0.250 % [2026-06-11 14:50:14] 35 8.8389 ± 0.2538 0.02642 ± 0.00206 0.01497 ± 0.00059 3.611 ± 0.146 % 94.252 ± 0.246 % [2026-06-11 14:50:16] 36 9.0282 ± 0.2561 0.02666 ± 0.00203 0.01491 ± 0.00057 3.588 ± 0.143 % 94.205 ± 0.244 % [2026-06-11 14:50:18] 37 9.1437 ± 0.2557 0.02668 ± 0.00201 0.01489 ± 0.00056 3.563 ± 0.140 % 94.181 ± 0.241 % [2026-06-11 14:50:20] 38 9.1611 ± 0.2527 0.02678 ± 0.00200 0.01492 ± 0.00055 3.599 ± 0.143 % 94.149 ± 0.238 % [2026-06-11 14:50:22] 39 9.1539 ± 0.2494 0.02657 ± 0.00197 0.01495 ± 0.00054 3.633 ± 0.145 % 94.198 ± 0.234 % [2026-06-11 14:50:24] 40 9.1912 ± 0.2479 0.02684 ± 0.00197 0.01494 ± 0.00053 3.620 ± 0.143 % 94.176 ± 0.232 % [2026-06-11 14:50:26] 41 9.2468 ± 0.2469 0.02755 ± 0.00196 0.01506 ± 0.00053 3.671 ± 0.151 % 94.146 ± 0.230 % [2026-06-11 14:50:29] 42 9.3253 ± 0.2462 0.02774 ± 0.00193 0.01506 ± 0.00052 3.654 ± 0.148 % 94.146 ± 0.227 % [2026-06-11 14:50:31] 43 9.3578 ± 0.2448 0.02812 ± 0.00191 0.01505 ± 0.00051 3.640 ± 0.146 % 94.145 ± 0.224 % [2026-06-11 14:50:33] 44 9.3682 ± 0.2424 0.02803 ± 0.00189 0.01505 ± 0.00050 3.650 ± 0.143 % 94.162 ± 0.221 % [2026-06-11 14:50:35] 45 9.4655 ± 0.2428 0.02777 ± 0.00186 0.01497 ± 0.00049 3.629 ± 0.141 % 94.161 ± 0.219 % [2026-06-11 14:50:37] 46 9.4099 ± 0.2382 0.02734 ± 0.00184 0.01493 ± 0.00048 3.622 ± 0.138 % 94.220 ± 0.215 % [2026-06-11 14:50:40] 47 9.6037 ± 0.2418 0.02782 ± 0.00183 0.01502 ± 0.00047 3.608 ± 0.136 % 94.151 ± 0.214 % [2026-06-11 14:50:42] 48 9.6916 ± 0.2419 0.02791 ± 0.00181 0.01498 ± 0.00046 3.596 ± 0.134 % 94.216 ± 0.211 % [2026-06-11 14:50:44] 49 9.5946 ± 0.2364 0.02804 ± 0.00178 0.01490 ± 0.00045 3.576 ± 0.132 % 94.254 ± 0.208 % [2026-06-11 14:50:46] 50 9.6487 ± 0.2356 0.02779 ± 0.00176 0.01483 ± 0.00044 3.561 ± 0.130 % 94.220 ± 0.207 % [2026-06-11 14:50:46] [2026-06-11 14:50:46] ====== Perplexity statistics ====== [2026-06-11 14:50:46] Mean PPL(Q) : 9.648742 ± 0.235612 [2026-06-11 14:50:46] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:50:46] Cor(ln(PPL(Q)), ln(PPL(base))): 99.74% [2026-06-11 14:50:46] Mean ln(PPL(Q)/PPL(base)) : 0.027792 ± 0.001764 [2026-06-11 14:50:46] Mean PPL(Q)/PPL(base) : 1.028182 ± 0.001814 [2026-06-11 14:50:46] Mean PPL(Q)-PPL(base) : 0.264465 ± 0.018463 [2026-06-11 14:50:46] [2026-06-11 14:50:46] ====== KL divergence statistics ====== [2026-06-11 14:50:46] Mean KLD: 0.014830 ± 0.000442 [2026-06-11 14:50:46] Maximum KLD: 3.543078 [2026-06-11 14:50:46] 99.9% KLD: 0.466939 [2026-06-11 14:50:46] 99.0% KLD: 0.102235 [2026-06-11 14:50:46] 95.0% KLD: 0.041212 [2026-06-11 14:50:46] 90.0% KLD: 0.029622 [2026-06-11 14:50:46] Median KLD: 0.008476 [2026-06-11 14:50:46] 10.0% KLD: 0.000501 [2026-06-11 14:50:46] 5.0% KLD: 0.000164 [2026-06-11 14:50:46] 1.0% KLD: 0.000024 [2026-06-11 14:50:46] 0.1% KLD: 0.000001 [2026-06-11 14:50:46] Minimum KLD: -0.000056 [2026-06-11 14:50:46] [2026-06-11 14:50:46] ====== Token probability statistics ====== [2026-06-11 14:50:46] Mean Δp: -0.544 ± 0.031 % [2026-06-11 14:50:46] Maximum Δp: 59.840% [2026-06-11 14:50:46] 99.9% Δp: 18.726% [2026-06-11 14:50:46] 99.0% Δp: 7.293% [2026-06-11 14:50:46] 95.0% Δp: 3.241% [2026-06-11 14:50:46] 90.0% Δp: 1.818% [2026-06-11 14:50:46] 75.0% Δp: 0.236% [2026-06-11 14:50:46] Median Δp: -0.040% [2026-06-11 14:50:46] 25.0% Δp: -1.012% [2026-06-11 14:50:46] 10.0% Δp: -3.445% [2026-06-11 14:50:46] 5.0% Δp: -5.476% [2026-06-11 14:50:46] 1.0% Δp: -11.417% [2026-06-11 14:50:46] 0.1% Δp: -31.698% [2026-06-11 14:50:46] Minimum Δp: -69.785% [2026-06-11 14:50:46] RMS Δp : 3.561 ± 0.130 % [2026-06-11 14:50:46] Same top p: 94.220 ± 0.207 % [2026-06-11 14:50:46] [2026-06-11 14:50:47] ✅ Finished target model 36: 1 files evaluated [2026-06-11 14:50:48] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ3_S/Qwen3.5_4B-MoQ-layers_16-19-IQ3_S.gguf to free disk space [2026-06-11 14:50:48] ============================================================ [2026-06-11 14:50:48] TARGET MODEL 37/83: w-ahmad/test3 / MoQ-layers_16-19-IQ3_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ3_XXS.gguf [2026-06-11 14:50:48] ============================================================ [2026-06-11 14:51:19] [1/1] MoQ-layers_16-19-IQ3_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ3_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:51:20] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ3_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ3_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:51:20] 0.00.342.023 I common_init_result: fitting params to device memory ... [2026-06-11 14:51:20] 0.00.342.032 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:51:30] 0.10.380.497 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:51:30] 0.10.429.932 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:51:30] 0.10.723.530 I [2026-06-11 14:51:30] 0.10.723.713 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:51:31] 0.10.816.332 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:51:33] 0.13.013.051 I kl_divergence: 2.20 seconds per pass - ETA 1.82 minutes [2026-06-11 14:51:33] [2026-06-11 14:51:33] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:51:33] 1 6.2597 ± 1.0792 0.04313 ± 0.01229 0.01328 ± 0.00139 2.951 ± 0.306 % 94.510 ± 1.429 % [2026-06-11 14:51:35] 2 9.2537 ± 1.2090 0.04321 ± 0.00916 0.01840 ± 0.00182 4.319 ± 0.784 % 92.549 ± 1.164 % [2026-06-11 14:51:37] 3 9.4313 ± 0.9995 0.04314 ± 0.01028 0.02008 ± 0.00150 4.548 ± 0.567 % 92.418 ± 0.958 % [2026-06-11 14:51:39] 4 9.1736 ± 0.8079 0.03469 ± 0.00830 0.01863 ± 0.00117 4.223 ± 0.466 % 92.647 ± 0.818 % [2026-06-11 14:51:41] 5 9.2335 ± 0.7130 0.03329 ± 0.00711 0.01897 ± 0.00107 4.277 ± 0.420 % 92.471 ± 0.739 % [2026-06-11 14:51:44] 6 9.5217 ± 0.6635 0.02958 ± 0.00622 0.01866 ± 0.00090 4.074 ± 0.368 % 92.614 ± 0.669 % [2026-06-11 14:51:46] 7 9.8543 ± 0.6350 0.02950 ± 0.00561 0.01836 ± 0.00079 3.944 ± 0.328 % 92.941 ± 0.606 % [2026-06-11 14:51:48] 8 10.7454 ± 0.6666 0.02993 ± 0.00527 0.01869 ± 0.00074 3.815 ± 0.298 % 92.843 ± 0.571 % [2026-06-11 14:51:50] 9 11.3944 ± 0.6712 0.03085 ± 0.00491 0.01852 ± 0.00067 3.703 ± 0.274 % 92.723 ± 0.542 % [2026-06-11 14:51:52] 10 11.8520 ± 0.6649 0.03181 ± 0.00463 0.01863 ± 0.00067 3.606 ± 0.254 % 92.745 ± 0.514 % [2026-06-11 14:51:54] 11 11.7262 ± 0.6244 0.03027 ± 0.00438 0.01849 ± 0.00061 3.556 ± 0.236 % 92.620 ± 0.494 % [2026-06-11 14:51:57] 12 11.8641 ± 0.6068 0.02995 ± 0.00413 0.01841 ± 0.00057 3.519 ± 0.220 % 92.549 ± 0.475 % [2026-06-11 14:51:59] 13 12.5927 ± 0.6288 0.03194 ± 0.00399 0.01865 ± 0.00054 3.487 ± 0.207 % 92.428 ± 0.460 % [2026-06-11 14:52:01] 14 12.0050 ± 0.5746 0.03382 ± 0.00390 0.01945 ± 0.00066 3.789 ± 0.259 % 92.493 ± 0.441 % [2026-06-11 14:52:03] 15 11.8956 ± 0.5494 0.03426 ± 0.00387 0.02012 ± 0.00068 3.824 ± 0.243 % 92.366 ± 0.429 % [2026-06-11 14:52:05] 16 12.0649 ± 0.5445 0.03812 ± 0.00379 0.02019 ± 0.00065 3.832 ± 0.229 % 92.206 ± 0.420 % [2026-06-11 14:52:08] 17 11.2251 ± 0.4868 0.03717 ± 0.00364 0.01993 ± 0.00062 3.821 ± 0.217 % 92.341 ± 0.404 % [2026-06-11 14:52:10] 18 11.2378 ± 0.4721 0.03904 ± 0.00375 0.02107 ± 0.00103 3.896 ± 0.208 % 92.418 ± 0.391 % [2026-06-11 14:52:12] 19 11.1445 ± 0.4570 0.04001 ± 0.00365 0.02241 ± 0.00134 4.148 ± 0.274 % 92.384 ± 0.381 % [2026-06-11 14:52:15] 20 11.1866 ± 0.4474 0.04070 ± 0.00363 0.02313 ± 0.00137 4.316 ± 0.276 % 92.373 ± 0.372 % [2026-06-11 14:52:17] 21 10.7780 ± 0.4182 0.04010 ± 0.00353 0.02290 ± 0.00131 4.271 ± 0.266 % 92.512 ± 0.360 % [2026-06-11 14:52:19] 22 10.6334 ± 0.4020 0.03945 ± 0.00345 0.02324 ± 0.00127 4.391 ± 0.257 % 92.424 ± 0.353 % [2026-06-11 14:52:21] 23 10.2243 ± 0.3754 0.03958 ± 0.00337 0.02341 ± 0.00127 4.539 ± 0.263 % 92.583 ± 0.342 % [2026-06-11 14:52:24] 24 9.7048 ± 0.3454 0.03839 ± 0.00327 0.02315 ± 0.00122 4.552 ± 0.253 % 92.696 ± 0.333 % [2026-06-11 14:52:26] 25 9.5147 ± 0.3304 0.03759 ± 0.00318 0.02312 ± 0.00118 4.580 ± 0.243 % 92.753 ± 0.325 % [2026-06-11 14:52:28] 26 9.2450 ± 0.3122 0.03648 ± 0.00310 0.02279 ± 0.00113 4.532 ± 0.236 % 92.881 ± 0.316 % [2026-06-11 14:52:30] 27 9.0658 ± 0.2991 0.03586 ± 0.00302 0.02260 ± 0.00110 4.534 ± 0.231 % 92.912 ± 0.309 % [2026-06-11 14:52:32] 28 8.9471 ± 0.2892 0.03532 ± 0.00294 0.02246 ± 0.00106 4.559 ± 0.226 % 93.039 ± 0.301 % [2026-06-11 14:52:35] 29 8.8970 ± 0.2822 0.03473 ± 0.00289 0.02219 ± 0.00103 4.517 ± 0.220 % 93.171 ± 0.293 % [2026-06-11 14:52:37] 30 8.8683 ± 0.2763 0.03461 ± 0.00283 0.02210 ± 0.00099 4.498 ± 0.214 % 93.268 ± 0.287 % [2026-06-11 14:52:39] 31 8.7683 ± 0.2676 0.03327 ± 0.00276 0.02188 ± 0.00096 4.460 ± 0.209 % 93.295 ± 0.281 % [2026-06-11 14:52:41] 32 8.7673 ± 0.2635 0.03315 ± 0.00272 0.02192 ± 0.00094 4.480 ± 0.203 % 93.235 ± 0.278 % [2026-06-11 14:52:43] 33 8.7228 ± 0.2578 0.03342 ± 0.00266 0.02183 ± 0.00091 4.447 ± 0.198 % 93.167 ± 0.275 % [2026-06-11 14:52:45] 34 8.8022 ± 0.2570 0.03320 ± 0.00262 0.02172 ± 0.00088 4.421 ± 0.194 % 93.241 ± 0.270 % [2026-06-11 14:52:48] 35 8.8947 ± 0.2558 0.03271 ± 0.00258 0.02181 ± 0.00086 4.419 ± 0.189 % 93.120 ± 0.268 % [2026-06-11 14:52:50] 36 9.0814 ± 0.2579 0.03254 ± 0.00254 0.02178 ± 0.00084 4.381 ± 0.186 % 93.094 ± 0.265 % [2026-06-11 14:52:52] 37 9.1968 ± 0.2575 0.03247 ± 0.00250 0.02176 ± 0.00082 4.347 ± 0.182 % 93.143 ± 0.260 % [2026-06-11 14:52:54] 38 9.2124 ± 0.2544 0.03237 ± 0.00246 0.02164 ± 0.00080 4.324 ± 0.179 % 93.044 ± 0.258 % [2026-06-11 14:52:56] 39 9.2049 ± 0.2510 0.03214 ± 0.00244 0.02158 ± 0.00078 4.317 ± 0.175 % 93.112 ± 0.254 % [2026-06-11 14:52:58] 40 9.2415 ± 0.2496 0.03229 ± 0.00244 0.02149 ± 0.00076 4.297 ± 0.172 % 93.069 ± 0.251 % [2026-06-11 14:53:00] 41 9.2954 ± 0.2485 0.03279 ± 0.00241 0.02147 ± 0.00074 4.293 ± 0.168 % 93.056 ± 0.249 % [2026-06-11 14:53:03] 42 9.3785 ± 0.2480 0.03343 ± 0.00238 0.02154 ± 0.00073 4.274 ± 0.165 % 93.025 ± 0.246 % [2026-06-11 14:53:05] 43 9.4155 ± 0.2467 0.03427 ± 0.00236 0.02167 ± 0.00072 4.273 ± 0.161 % 93.014 ± 0.243 % [2026-06-11 14:53:07] 44 9.4239 ± 0.2442 0.03396 ± 0.00233 0.02167 ± 0.00070 4.266 ± 0.158 % 93.012 ± 0.241 % [2026-06-11 14:53:09] 45 9.5222 ± 0.2447 0.03374 ± 0.00230 0.02157 ± 0.00069 4.254 ± 0.156 % 92.959 ± 0.239 % [2026-06-11 14:53:11] 46 9.4746 ± 0.2403 0.03419 ± 0.00227 0.02159 ± 0.00068 4.285 ± 0.158 % 92.967 ± 0.236 % [2026-06-11 14:53:13] 47 9.6672 ± 0.2438 0.03441 ± 0.00227 0.02170 ± 0.00067 4.261 ± 0.155 % 92.924 ± 0.234 % [2026-06-11 14:53:16] 48 9.7522 ± 0.2437 0.03414 ± 0.00224 0.02162 ± 0.00065 4.241 ± 0.153 % 92.949 ± 0.231 % [2026-06-11 14:53:18] 49 9.6550 ± 0.2382 0.03432 ± 0.00221 0.02151 ± 0.00064 4.225 ± 0.150 % 92.925 ± 0.229 % [2026-06-11 14:53:20] 50 9.7082 ± 0.2374 0.03393 ± 0.00219 0.02143 ± 0.00063 4.210 ± 0.148 % 92.957 ± 0.227 % [2026-06-11 14:53:20] [2026-06-11 14:53:20] ====== Perplexity statistics ====== [2026-06-11 14:53:20] Mean PPL(Q) : 9.708191 ± 0.237357 [2026-06-11 14:53:20] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:53:20] Cor(ln(PPL(Q)), ln(PPL(base))): 99.60% [2026-06-11 14:53:20] Mean ln(PPL(Q)/PPL(base)) : 0.033934 ± 0.002193 [2026-06-11 14:53:20] Mean PPL(Q)/PPL(base) : 1.034517 ± 0.002269 [2026-06-11 14:53:20] Mean PPL(Q)-PPL(base) : 0.323914 ± 0.022948 [2026-06-11 14:53:20] [2026-06-11 14:53:20] ====== KL divergence statistics ====== [2026-06-11 14:53:20] Mean KLD: 0.021430 ± 0.000628 [2026-06-11 14:53:20] Maximum KLD: 3.923121 [2026-06-11 14:53:20] 99.9% KLD: 0.721786 [2026-06-11 14:53:20] 99.0% KLD: 0.150661 [2026-06-11 14:53:20] 95.0% KLD: 0.059598 [2026-06-11 14:53:20] 90.0% KLD: 0.041353 [2026-06-11 14:53:20] Median KLD: 0.012146 [2026-06-11 14:53:20] 10.0% KLD: 0.000823 [2026-06-11 14:53:20] 5.0% KLD: 0.000273 [2026-06-11 14:53:20] 1.0% KLD: 0.000049 [2026-06-11 14:53:20] 0.1% KLD: 0.000006 [2026-06-11 14:53:20] Minimum KLD: 0.000001 [2026-06-11 14:53:20] [2026-06-11 14:53:20] ====== Token probability statistics ====== [2026-06-11 14:53:20] Mean Δp: -0.622 ± 0.037 % [2026-06-11 14:53:20] Maximum Δp: 60.043% [2026-06-11 14:53:20] 99.9% Δp: 19.992% [2026-06-11 14:53:20] 99.0% Δp: 8.546% [2026-06-11 14:53:20] 95.0% Δp: 4.132% [2026-06-11 14:53:20] 90.0% Δp: 2.340% [2026-06-11 14:53:20] 75.0% Δp: 0.285% [2026-06-11 14:53:20] Median Δp: -0.054% [2026-06-11 14:53:20] 25.0% Δp: -1.198% [2026-06-11 14:53:20] 10.0% Δp: -3.984% [2026-06-11 14:53:20] 5.0% Δp: -6.363% [2026-06-11 14:53:20] 1.0% Δp: -14.363% [2026-06-11 14:53:20] 0.1% Δp: -38.597% [2026-06-11 14:53:20] Minimum Δp: -85.338% [2026-06-11 14:53:20] RMS Δp : 4.210 ± 0.148 % [2026-06-11 14:53:20] Same top p: 92.957 ± 0.227 % [2026-06-11 14:53:20] [2026-06-11 14:53:21] ✅ Finished target model 37: 1 files evaluated [2026-06-11 14:53:22] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ3_XXS/Qwen3.5_4B-MoQ-layers_16-19-IQ3_XXS.gguf to free disk space [2026-06-11 14:53:22] ============================================================ [2026-06-11 14:53:22] TARGET MODEL 38/83: w-ahmad/test3 / MoQ-layers_16-19-IQ4_NL/Qwen3.5_4B-MoQ-layers_16-19-IQ4_NL.gguf [2026-06-11 14:53:22] ============================================================ [2026-06-11 14:53:55] [1/1] MoQ-layers_16-19-IQ4_NL/Qwen3.5_4B-MoQ-layers_16-19-IQ4_NL.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:53:56] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ4_NL/Qwen3.5_4B-MoQ-layers_16-19-IQ4_NL.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:53:56] 0.00.337.548 I common_init_result: fitting params to device memory ... [2026-06-11 14:53:56] 0.00.337.559 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:54:06] 0.10.243.575 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:54:06] 0.10.294.496 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:54:06] 0.10.589.552 I [2026-06-11 14:54:06] 0.10.589.764 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:54:06] 0.10.687.412 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:54:09] 0.12.911.368 I kl_divergence: 2.22 seconds per pass - ETA 1.85 minutes [2026-06-11 14:54:09] [2026-06-11 14:54:09] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:54:09] 1 6.0104 ± 1.0173 0.00248 ± 0.00471 0.00307 ± 0.00043 2.051 ± 0.410 % 99.216 ± 0.554 % [2026-06-11 14:54:11] 2 8.8445 ± 1.1460 -0.00202 ± 0.00426 0.00367 ± 0.00030 1.916 ± 0.251 % 98.039 ± 0.615 % [2026-06-11 14:54:13] 3 9.0149 ± 0.9400 -0.00201 ± 0.00366 0.00397 ± 0.00024 1.828 ± 0.184 % 97.647 ± 0.548 % [2026-06-11 14:54:15] 4 8.8501 ± 0.7686 -0.00120 ± 0.00305 0.00375 ± 0.00019 1.748 ± 0.147 % 97.451 ± 0.494 % [2026-06-11 14:54:17] 5 8.9274 ± 0.6804 -0.00042 ± 0.00269 0.00373 ± 0.00016 1.718 ± 0.122 % 96.863 ± 0.488 % [2026-06-11 14:54:19] 6 9.2594 ± 0.6385 0.00165 ± 0.00241 0.00375 ± 0.00013 1.705 ± 0.105 % 96.797 ± 0.450 % [2026-06-11 14:54:22] 7 9.5801 ± 0.6115 0.00128 ± 0.00228 0.00375 ± 0.00012 1.675 ± 0.093 % 96.863 ± 0.413 % [2026-06-11 14:54:24] 8 10.4374 ± 0.6420 0.00085 ± 0.00213 0.00378 ± 0.00011 1.628 ± 0.084 % 96.765 ± 0.392 % [2026-06-11 14:54:26] 9 11.0815 ± 0.6478 0.00300 ± 0.00200 0.00377 ± 0.00010 1.580 ± 0.077 % 96.776 ± 0.369 % [2026-06-11 14:54:28] 10 11.5131 ± 0.6404 0.00280 ± 0.00190 0.00378 ± 0.00010 1.570 ± 0.071 % 96.706 ± 0.354 % [2026-06-11 14:54:30] 11 11.4036 ± 0.6030 0.00237 ± 0.00180 0.00377 ± 0.00009 1.551 ± 0.066 % 96.720 ± 0.336 % [2026-06-11 14:54:32] 12 11.5388 ± 0.5860 0.00215 ± 0.00171 0.00379 ± 0.00009 1.585 ± 0.067 % 96.797 ± 0.318 % [2026-06-11 14:54:35] 13 12.2222 ± 0.6060 0.00208 ± 0.00167 0.00382 ± 0.00009 1.580 ± 0.063 % 96.742 ± 0.308 % [2026-06-11 14:54:37] 14 11.6293 ± 0.5527 0.00202 ± 0.00163 0.00383 ± 0.00008 1.590 ± 0.063 % 96.751 ± 0.297 % [2026-06-11 14:54:39] 15 11.5164 ± 0.5285 0.00187 ± 0.00158 0.00387 ± 0.00008 1.593 ± 0.060 % 96.706 ± 0.289 % [2026-06-11 14:54:41] 16 11.6377 ± 0.5212 0.00207 ± 0.00154 0.00387 ± 0.00008 1.587 ± 0.057 % 96.520 ± 0.287 % [2026-06-11 14:54:43] 17 10.8386 ± 0.4666 0.00214 ± 0.00148 0.00385 ± 0.00008 1.603 ± 0.055 % 96.494 ± 0.279 % [2026-06-11 14:54:46] 18 10.8325 ± 0.4516 0.00232 ± 0.00145 0.00387 ± 0.00008 1.610 ± 0.053 % 96.427 ± 0.274 % [2026-06-11 14:54:48] 19 10.7310 ± 0.4366 0.00221 ± 0.00141 0.00470 ± 0.00083 1.826 ± 0.209 % 96.429 ± 0.267 % [2026-06-11 14:54:50] 20 10.7632 ± 0.4271 0.00211 ± 0.00141 0.00506 ± 0.00085 2.012 ± 0.231 % 96.451 ± 0.259 % [2026-06-11 14:54:52] 21 10.3802 ± 0.3996 0.00250 ± 0.00138 0.00502 ± 0.00081 2.002 ± 0.222 % 96.508 ± 0.251 % [2026-06-11 14:54:55] 22 10.2528 ± 0.3848 0.00300 ± 0.00137 0.00508 ± 0.00078 2.030 ± 0.210 % 96.506 ± 0.245 % [2026-06-11 14:54:57] 23 9.8594 ± 0.3594 0.00324 ± 0.00136 0.00516 ± 0.00076 2.152 ± 0.228 % 96.573 ± 0.238 % [2026-06-11 14:54:59] 24 9.3724 ± 0.3312 0.00354 ± 0.00132 0.00508 ± 0.00072 2.153 ± 0.219 % 96.618 ± 0.231 % [2026-06-11 14:55:02] 25 9.1948 ± 0.3171 0.00339 ± 0.00130 0.00506 ± 0.00070 2.161 ± 0.210 % 96.690 ± 0.224 % [2026-06-11 14:55:04] 26 8.9411 ± 0.2998 0.00306 ± 0.00127 0.00499 ± 0.00067 2.144 ± 0.203 % 96.742 ± 0.218 % [2026-06-11 14:55:06] 27 8.7709 ± 0.2875 0.00279 ± 0.00125 0.00497 ± 0.00064 2.150 ± 0.196 % 96.790 ± 0.212 % [2026-06-11 14:55:08] 28 8.6589 ± 0.2781 0.00259 ± 0.00123 0.00491 ± 0.00062 2.138 ± 0.190 % 96.863 ± 0.206 % [2026-06-11 14:55:10] 29 8.6186 ± 0.2717 0.00295 ± 0.00125 0.00486 ± 0.00060 2.118 ± 0.185 % 96.930 ± 0.201 % [2026-06-11 14:55:13] 30 8.5926 ± 0.2660 0.00302 ± 0.00124 0.00485 ± 0.00058 2.105 ± 0.180 % 96.915 ± 0.198 % [2026-06-11 14:55:15] 31 8.5082 ± 0.2582 0.00317 ± 0.00121 0.00481 ± 0.00056 2.097 ± 0.175 % 96.926 ± 0.194 % [2026-06-11 14:55:17] 32 8.5133 ± 0.2545 0.00375 ± 0.00119 0.00480 ± 0.00054 2.098 ± 0.170 % 96.900 ± 0.192 % [2026-06-11 14:55:19] 33 8.4663 ± 0.2489 0.00357 ± 0.00117 0.00477 ± 0.00053 2.087 ± 0.166 % 96.910 ± 0.189 % [2026-06-11 14:55:21] 34 8.5470 ± 0.2482 0.00378 ± 0.00115 0.00474 ± 0.00051 2.074 ± 0.162 % 96.920 ± 0.186 % [2026-06-11 14:55:23] 35 8.6438 ± 0.2474 0.00409 ± 0.00113 0.00473 ± 0.00050 2.058 ± 0.159 % 96.874 ± 0.184 % [2026-06-11 14:55:26] 36 8.8264 ± 0.2495 0.00405 ± 0.00112 0.00473 ± 0.00048 2.043 ± 0.155 % 96.808 ± 0.183 % [2026-06-11 14:55:28] 37 8.9361 ± 0.2490 0.00371 ± 0.00110 0.00472 ± 0.00047 2.027 ± 0.152 % 96.746 ± 0.183 % [2026-06-11 14:55:30] 38 8.9504 ± 0.2460 0.00351 ± 0.00109 0.00469 ± 0.00046 2.017 ± 0.149 % 96.760 ± 0.180 % [2026-06-11 14:55:32] 39 8.9453 ± 0.2428 0.00353 ± 0.00107 0.00467 ± 0.00045 2.008 ± 0.146 % 96.802 ± 0.176 % [2026-06-11 14:55:34] 40 8.9792 ± 0.2414 0.00350 ± 0.00109 0.00465 ± 0.00044 2.011 ± 0.143 % 96.765 ± 0.175 % [2026-06-11 14:55:36] 41 9.0299 ± 0.2403 0.00381 ± 0.00108 0.00465 ± 0.00043 2.008 ± 0.140 % 96.767 ± 0.173 % [2026-06-11 14:55:38] 42 9.1048 ± 0.2395 0.00380 ± 0.00106 0.00464 ± 0.00042 2.002 ± 0.137 % 96.723 ± 0.172 % [2026-06-11 14:55:41] 43 9.1310 ± 0.2381 0.00359 ± 0.00106 0.00464 ± 0.00041 1.996 ± 0.134 % 96.735 ± 0.170 % [2026-06-11 14:55:43] 44 9.1418 ± 0.2357 0.00358 ± 0.00104 0.00464 ± 0.00040 1.994 ± 0.131 % 96.720 ± 0.168 % [2026-06-11 14:55:45] 45 9.2398 ± 0.2363 0.00363 ± 0.00103 0.00462 ± 0.00039 1.986 ± 0.129 % 96.688 ± 0.167 % [2026-06-11 14:55:47] 46 9.1896 ± 0.2320 0.00365 ± 0.00102 0.00463 ± 0.00038 2.008 ± 0.126 % 96.726 ± 0.164 % [2026-06-11 14:55:49] 47 9.3713 ± 0.2351 0.00332 ± 0.00101 0.00466 ± 0.00037 2.001 ± 0.124 % 96.654 ± 0.164 % [2026-06-11 14:55:51] 48 9.4580 ± 0.2352 0.00351 ± 0.00101 0.00464 ± 0.00037 1.990 ± 0.122 % 96.691 ± 0.162 % [2026-06-11 14:55:54] 49 9.3601 ± 0.2298 0.00330 ± 0.00099 0.00462 ± 0.00036 1.982 ± 0.120 % 96.615 ± 0.162 % [2026-06-11 14:55:56] 50 9.4174 ± 0.2291 0.00352 ± 0.00098 0.00461 ± 0.00035 1.977 ± 0.118 % 96.627 ± 0.160 % [2026-06-11 14:55:56] [2026-06-11 14:55:56] ====== Perplexity statistics ====== [2026-06-11 14:55:56] Mean PPL(Q) : 9.417390 ± 0.229134 [2026-06-11 14:55:56] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:55:56] Cor(ln(PPL(Q)), ln(PPL(base))): 99.92% [2026-06-11 14:55:56] Mean ln(PPL(Q)/PPL(base)) : 0.003522 ± 0.000983 [2026-06-11 14:55:56] Mean PPL(Q)/PPL(base) : 1.003529 ± 0.000987 [2026-06-11 14:55:56] Mean PPL(Q)-PPL(base) : 0.033113 ± 0.009324 [2026-06-11 14:55:56] [2026-06-11 14:55:56] ====== KL divergence statistics ====== [2026-06-11 14:55:56] Mean KLD: 0.004609 ± 0.000351 [2026-06-11 14:55:56] Maximum KLD: 3.984134 [2026-06-11 14:55:56] 99.9% KLD: 0.089568 [2026-06-11 14:55:56] 99.0% KLD: 0.027334 [2026-06-11 14:55:56] 95.0% KLD: 0.011790 [2026-06-11 14:55:56] 90.0% KLD: 0.008442 [2026-06-11 14:55:56] Median KLD: 0.002681 [2026-06-11 14:55:56] 10.0% KLD: 0.000116 [2026-06-11 14:55:56] 5.0% KLD: 0.000038 [2026-06-11 14:55:56] 1.0% KLD: 0.000004 [2026-06-11 14:55:56] 0.1% KLD: -0.000011 [2026-06-11 14:55:56] Minimum KLD: -0.000086 [2026-06-11 14:55:56] [2026-06-11 14:55:56] ====== Token probability statistics ====== [2026-06-11 14:55:56] Mean Δp: -0.008 ± 0.018 % [2026-06-11 14:55:56] Maximum Δp: 60.137% [2026-06-11 14:55:56] 99.9% Δp: 11.460% [2026-06-11 14:55:56] 99.0% Δp: 5.213% [2026-06-11 14:55:56] 95.0% Δp: 2.614% [2026-06-11 14:55:56] 90.0% Δp: 1.587% [2026-06-11 14:55:56] 75.0% Δp: 0.293% [2026-06-11 14:55:56] Median Δp: -0.000% [2026-06-11 14:55:56] 25.0% Δp: -0.319% [2026-06-11 14:55:56] 10.0% Δp: -1.619% [2026-06-11 14:55:56] 5.0% Δp: -2.607% [2026-06-11 14:55:56] 1.0% Δp: -5.272% [2026-06-11 14:55:56] 0.1% Δp: -12.378% [2026-06-11 14:55:56] Minimum Δp: -56.701% [2026-06-11 14:55:56] RMS Δp : 1.977 ± 0.118 % [2026-06-11 14:55:56] Same top p: 96.627 ± 0.160 % [2026-06-11 14:55:56] [2026-06-11 14:55:56] ✅ Finished target model 38: 1 files evaluated [2026-06-11 14:55:58] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ4_NL/Qwen3.5_4B-MoQ-layers_16-19-IQ4_NL.gguf to free disk space [2026-06-11 14:55:58] ============================================================ [2026-06-11 14:55:58] TARGET MODEL 39/83: w-ahmad/test3 / MoQ-layers_16-19-IQ4_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ4_XS.gguf [2026-06-11 14:55:58] ============================================================ [2026-06-11 14:56:22] [1/1] MoQ-layers_16-19-IQ4_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ4_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:56:23] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-IQ4_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ4_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:56:24] 0.00.345.527 I common_init_result: fitting params to device memory ... [2026-06-11 14:56:24] 0.00.345.536 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:56:34] 0.10.475.045 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:56:34] 0.10.521.508 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:56:34] 0.10.804.453 I [2026-06-11 14:56:34] 0.10.804.632 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:56:34] 0.10.900.473 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:56:37] 0.13.240.853 I kl_divergence: 2.34 seconds per pass - ETA 1.95 minutes [2026-06-11 14:56:37] [2026-06-11 14:56:37] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:56:37] 1 5.9885 ± 1.0150 -0.00117 ± 0.00482 0.00307 ± 0.00037 1.893 ± 0.321 % 98.431 ± 0.780 % [2026-06-11 14:56:39] 2 8.8412 ± 1.1472 -0.00239 ± 0.00441 0.00373 ± 0.00027 1.814 ± 0.201 % 97.843 ± 0.644 % [2026-06-11 14:56:41] 3 9.0147 ± 0.9407 -0.00204 ± 0.00373 0.00400 ± 0.00022 1.778 ± 0.142 % 97.386 ± 0.577 % [2026-06-11 14:56:43] 4 8.8491 ± 0.7689 -0.00133 ± 0.00316 0.00379 ± 0.00017 1.718 ± 0.114 % 97.353 ± 0.503 % [2026-06-11 14:56:45] 5 8.9208 ± 0.6801 -0.00116 ± 0.00280 0.00376 ± 0.00014 1.686 ± 0.095 % 96.863 ± 0.488 % [2026-06-11 14:56:47] 6 9.2503 ± 0.6379 0.00066 ± 0.00251 0.00377 ± 0.00012 1.652 ± 0.083 % 96.536 ± 0.468 % [2026-06-11 14:56:50] 7 9.5727 ± 0.6111 0.00050 ± 0.00234 0.00377 ± 0.00011 1.641 ± 0.073 % 96.639 ± 0.427 % [2026-06-11 14:56:52] 8 10.4335 ± 0.6419 0.00047 ± 0.00219 0.00381 ± 0.00010 1.604 ± 0.067 % 96.569 ± 0.403 % [2026-06-11 14:56:54] 9 11.0793 ± 0.6478 0.00280 ± 0.00206 0.00380 ± 0.00010 1.565 ± 0.062 % 96.427 ± 0.388 % [2026-06-11 14:56:56] 10 11.5171 ± 0.6409 0.00315 ± 0.00195 0.00380 ± 0.00009 1.541 ± 0.058 % 96.431 ± 0.367 % [2026-06-11 14:56:58] 11 11.4060 ± 0.6032 0.00259 ± 0.00184 0.00379 ± 0.00009 1.536 ± 0.054 % 96.399 ± 0.352 % [2026-06-11 14:57:00] 12 11.5450 ± 0.5865 0.00269 ± 0.00175 0.00383 ± 0.00009 1.577 ± 0.061 % 96.503 ± 0.332 % [2026-06-11 14:57:03] 13 12.2307 ± 0.6066 0.00278 ± 0.00170 0.00387 ± 0.00009 1.580 ± 0.057 % 96.471 ± 0.321 % [2026-06-11 14:57:05] 14 11.6367 ± 0.5532 0.00265 ± 0.00165 0.00386 ± 0.00008 1.584 ± 0.054 % 96.583 ± 0.304 % [2026-06-11 14:57:07] 15 11.5258 ± 0.5292 0.00268 ± 0.00161 0.00394 ± 0.00010 1.616 ± 0.064 % 96.549 ± 0.295 % [2026-06-11 14:57:10] 16 11.6428 ± 0.5216 0.00251 ± 0.00156 0.00391 ± 0.00009 1.602 ± 0.061 % 96.275 ± 0.297 % [2026-06-11 14:57:12] 17 10.8403 ± 0.4668 0.00230 ± 0.00151 0.00389 ± 0.00009 1.609 ± 0.059 % 96.332 ± 0.286 % [2026-06-11 14:57:14] 18 10.8324 ± 0.4517 0.00231 ± 0.00148 0.00390 ± 0.00008 1.608 ± 0.056 % 96.275 ± 0.280 % [2026-06-11 14:57:16] 19 10.7299 ± 0.4366 0.00210 ± 0.00144 0.00486 ± 0.00096 1.822 ± 0.211 % 96.347 ± 0.270 % [2026-06-11 14:57:19] 20 10.7629 ± 0.4271 0.00208 ± 0.00142 0.00511 ± 0.00094 1.996 ± 0.224 % 96.333 ± 0.263 % [2026-06-11 14:57:21] 21 10.3795 ± 0.3996 0.00243 ± 0.00140 0.00508 ± 0.00090 1.989 ± 0.215 % 96.377 ± 0.255 % [2026-06-11 14:57:23] 22 10.2518 ± 0.3848 0.00290 ± 0.00139 0.00511 ± 0.00086 2.007 ± 0.204 % 96.381 ± 0.249 % [2026-06-11 14:57:25] 23 9.8568 ± 0.3593 0.00297 ± 0.00136 0.00514 ± 0.00083 2.113 ± 0.217 % 96.385 ± 0.244 % [2026-06-11 14:57:28] 24 9.3699 ± 0.3312 0.00326 ± 0.00132 0.00506 ± 0.00080 2.112 ± 0.209 % 96.422 ± 0.237 % [2026-06-11 14:57:30] 25 9.1925 ± 0.3171 0.00315 ± 0.00131 0.00503 ± 0.00076 2.109 ± 0.201 % 96.502 ± 0.230 % [2026-06-11 14:57:32] 26 8.9380 ± 0.2998 0.00271 ± 0.00128 0.00497 ± 0.00073 2.094 ± 0.195 % 96.546 ± 0.224 % [2026-06-11 14:57:34] 27 8.7665 ± 0.2873 0.00229 ± 0.00126 0.00493 ± 0.00071 2.090 ± 0.188 % 96.587 ± 0.219 % [2026-06-11 14:57:36] 28 8.6545 ± 0.2780 0.00208 ± 0.00123 0.00487 ± 0.00068 2.077 ± 0.183 % 96.653 ± 0.213 % [2026-06-11 14:57:39] 29 8.6141 ± 0.2716 0.00242 ± 0.00125 0.00483 ± 0.00066 2.063 ± 0.178 % 96.728 ± 0.207 % [2026-06-11 14:57:41] 30 8.5876 ± 0.2659 0.00245 ± 0.00124 0.00481 ± 0.00064 2.050 ± 0.173 % 96.745 ± 0.203 % [2026-06-11 14:57:43] 31 8.5043 ± 0.2581 0.00270 ± 0.00121 0.00477 ± 0.00062 2.035 ± 0.168 % 96.774 ± 0.199 % [2026-06-11 14:57:45] 32 8.5085 ± 0.2543 0.00318 ± 0.00119 0.00478 ± 0.00060 2.045 ± 0.163 % 96.752 ± 0.196 % [2026-06-11 14:57:47] 33 8.4626 ± 0.2488 0.00314 ± 0.00117 0.00474 ± 0.00058 2.028 ± 0.159 % 96.803 ± 0.192 % [2026-06-11 14:57:49] 34 8.5429 ± 0.2481 0.00330 ± 0.00115 0.00471 ± 0.00056 2.016 ± 0.155 % 96.817 ± 0.189 % [2026-06-11 14:57:51] 35 8.6396 ± 0.2473 0.00360 ± 0.00113 0.00470 ± 0.00055 2.003 ± 0.152 % 96.796 ± 0.186 % [2026-06-11 14:57:54] 36 8.8217 ± 0.2494 0.00352 ± 0.00112 0.00471 ± 0.00053 1.992 ± 0.149 % 96.754 ± 0.185 % [2026-06-11 14:57:56] 37 8.9317 ± 0.2489 0.00321 ± 0.00110 0.00471 ± 0.00052 1.981 ± 0.146 % 96.714 ± 0.184 % [2026-06-11 14:57:58] 38 8.9460 ± 0.2459 0.00302 ± 0.00109 0.00469 ± 0.00050 1.972 ± 0.142 % 96.718 ± 0.181 % [2026-06-11 14:58:00] 39 8.9408 ± 0.2427 0.00302 ± 0.00107 0.00466 ± 0.00049 1.966 ± 0.139 % 96.772 ± 0.177 % [2026-06-11 14:58:02] 40 8.9754 ± 0.2413 0.00307 ± 0.00109 0.00463 ± 0.00048 1.956 ± 0.136 % 96.755 ± 0.175 % [2026-06-11 14:58:04] 41 9.0243 ± 0.2401 0.00318 ± 0.00108 0.00463 ± 0.00047 1.951 ± 0.134 % 96.719 ± 0.174 % [2026-06-11 14:58:06] 42 9.0971 ± 0.2393 0.00295 ± 0.00106 0.00463 ± 0.00046 1.945 ± 0.131 % 96.657 ± 0.174 % [2026-06-11 14:58:09] 43 9.1234 ± 0.2378 0.00276 ± 0.00106 0.00463 ± 0.00045 1.942 ± 0.128 % 96.671 ± 0.171 % [2026-06-11 14:58:11] 44 9.1327 ± 0.2355 0.00258 ± 0.00104 0.00463 ± 0.00044 1.937 ± 0.125 % 96.667 ± 0.169 % [2026-06-11 14:58:13] 45 9.2294 ± 0.2360 0.00250 ± 0.00103 0.00461 ± 0.00043 1.928 ± 0.123 % 96.619 ± 0.169 % [2026-06-11 14:58:15] 46 9.1787 ± 0.2317 0.00247 ± 0.00102 0.00461 ± 0.00042 1.947 ± 0.121 % 96.641 ± 0.166 % [2026-06-11 14:58:17] 47 9.3605 ± 0.2348 0.00217 ± 0.00101 0.00465 ± 0.00041 1.945 ± 0.118 % 96.621 ± 0.165 % [2026-06-11 14:58:20] 48 9.4471 ± 0.2349 0.00236 ± 0.00101 0.00463 ± 0.00040 1.935 ± 0.116 % 96.650 ± 0.163 % [2026-06-11 14:58:22] 49 9.3498 ± 0.2295 0.00219 ± 0.00099 0.00461 ± 0.00039 1.929 ± 0.114 % 96.583 ± 0.163 % [2026-06-11 14:58:24] 50 9.4074 ± 0.2289 0.00246 ± 0.00098 0.00461 ± 0.00038 1.925 ± 0.112 % 96.565 ± 0.161 % [2026-06-11 14:58:24] [2026-06-11 14:58:24] ====== Perplexity statistics ====== [2026-06-11 14:58:24] Mean PPL(Q) : 9.407358 ± 0.228867 [2026-06-11 14:58:24] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 14:58:24] Cor(ln(PPL(Q)), ln(PPL(base))): 99.92% [2026-06-11 14:58:24] Mean ln(PPL(Q)/PPL(base)) : 0.002457 ± 0.000983 [2026-06-11 14:58:24] Mean PPL(Q)/PPL(base) : 1.002460 ± 0.000985 [2026-06-11 14:58:24] Mean PPL(Q)-PPL(base) : 0.023081 ± 0.009280 [2026-06-11 14:58:24] [2026-06-11 14:58:24] ====== KL divergence statistics ====== [2026-06-11 14:58:24] Mean KLD: 0.004607 ± 0.000384 [2026-06-11 14:58:24] Maximum KLD: 4.660686 [2026-06-11 14:58:24] 99.9% KLD: 0.092813 [2026-06-11 14:58:24] 99.0% KLD: 0.025961 [2026-06-11 14:58:24] 95.0% KLD: 0.011907 [2026-06-11 14:58:24] 90.0% KLD: 0.008505 [2026-06-11 14:58:24] Median KLD: 0.002693 [2026-06-11 14:58:24] 10.0% KLD: 0.000125 [2026-06-11 14:58:24] 5.0% KLD: 0.000038 [2026-06-11 14:58:24] 1.0% KLD: 0.000004 [2026-06-11 14:58:24] 0.1% KLD: -0.000005 [2026-06-11 14:58:24] Minimum KLD: -0.000028 [2026-06-11 14:58:24] [2026-06-11 14:58:24] ====== Token probability statistics ====== [2026-06-11 14:58:24] Mean Δp: -0.002 ± 0.017 % [2026-06-11 14:58:24] Maximum Δp: 60.253% [2026-06-11 14:58:24] 99.9% Δp: 9.944% [2026-06-11 14:58:24] 99.0% Δp: 5.140% [2026-06-11 14:58:24] 95.0% Δp: 2.666% [2026-06-11 14:58:24] 90.0% Δp: 1.583% [2026-06-11 14:58:24] 75.0% Δp: 0.295% [2026-06-11 14:58:24] Median Δp: 0.000% [2026-06-11 14:58:24] 25.0% Δp: -0.313% [2026-06-11 14:58:24] 10.0% Δp: -1.583% [2026-06-11 14:58:24] 5.0% Δp: -2.563% [2026-06-11 14:58:24] 1.0% Δp: -5.266% [2026-06-11 14:58:24] 0.1% Δp: -11.022% [2026-06-11 14:58:24] Minimum Δp: -53.112% [2026-06-11 14:58:24] RMS Δp : 1.925 ± 0.112 % [2026-06-11 14:58:24] Same top p: 96.565 ± 0.161 % [2026-06-11 14:58:24] [2026-06-11 14:58:24] ✅ Finished target model 39: 1 files evaluated [2026-06-11 14:58:26] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-IQ4_XS/Qwen3.5_4B-MoQ-layers_16-19-IQ4_XS.gguf to free disk space [2026-06-11 14:58:26] ============================================================ [2026-06-11 14:58:26] TARGET MODEL 40/83: w-ahmad/test3 / MoQ-layers_16-19-Q2_K/Qwen3.5_4B-MoQ-layers_16-19-Q2_K.gguf [2026-06-11 14:58:26] ============================================================ [2026-06-11 14:58:47] [1/1] MoQ-layers_16-19-Q2_K/Qwen3.5_4B-MoQ-layers_16-19-Q2_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 14:58:48] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-Q2_K/Qwen3.5_4B-MoQ-layers_16-19-Q2_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 14:58:48] 0.00.296.383 I common_init_result: fitting params to device memory ... [2026-06-11 14:58:48] 0.00.296.392 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 14:58:59] 0.10.478.629 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 14:58:59] 0.10.537.130 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 14:58:59] 0.10.840.519 I [2026-06-11 14:58:59] 0.10.840.699 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 14:58:59] 0.10.938.226 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 14:59:01] 0.13.186.329 I kl_divergence: 2.25 seconds per pass - ETA 1.87 minutes [2026-06-11 14:59:01] [2026-06-11 14:59:01] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 14:59:02] 1 6.3229 ± 1.0788 0.05317 ± 0.01970 0.03030 ± 0.00297 4.531 ± 0.484 % 92.157 ± 1.687 % [2026-06-11 14:59:04] 2 9.3619 ± 1.2216 0.05483 ± 0.01687 0.04363 ± 0.00329 5.262 ± 0.429 % 88.824 ± 1.397 % [2026-06-11 14:59:06] 3 9.5387 ± 1.0043 0.05446 ± 0.01386 0.04441 ± 0.00253 5.293 ± 0.350 % 88.235 ± 1.166 % [2026-06-11 14:59:08] 4 9.3114 ± 0.8145 0.04960 ± 0.01150 0.04272 ± 0.00215 5.343 ± 0.375 % 88.824 ± 0.987 % [2026-06-11 14:59:10] 5 9.3106 ± 0.7138 0.04160 ± 0.00998 0.04114 ± 0.00179 5.134 ± 0.317 % 89.176 ± 0.870 % [2026-06-11 14:59:12] 6 9.6225 ± 0.6669 0.04011 ± 0.00896 0.04022 ± 0.00152 5.019 ± 0.275 % 88.627 ± 0.812 % [2026-06-11 14:59:15] 7 9.9314 ± 0.6364 0.03729 ± 0.00818 0.03915 ± 0.00135 4.863 ± 0.247 % 89.132 ± 0.737 % [2026-06-11 14:59:17] 8 10.8221 ± 0.6681 0.03704 ± 0.00763 0.04112 ± 0.00191 4.861 ± 0.230 % 89.363 ± 0.683 % [2026-06-11 14:59:19] 9 11.4383 ± 0.6699 0.03469 ± 0.00711 0.04111 ± 0.00180 4.741 ± 0.211 % 89.237 ± 0.647 % [2026-06-11 14:59:21] 10 11.8757 ± 0.6612 0.03381 ± 0.00671 0.04076 ± 0.00164 4.718 ± 0.196 % 89.216 ± 0.614 % [2026-06-11 14:59:23] 11 11.7348 ± 0.6207 0.03100 ± 0.00629 0.04077 ± 0.00151 4.737 ± 0.192 % 89.340 ± 0.583 % [2026-06-11 14:59:26] 12 11.8709 ± 0.6030 0.03053 ± 0.00596 0.04017 ± 0.00140 4.717 ± 0.180 % 89.412 ± 0.556 % [2026-06-11 14:59:28] 13 12.5147 ± 0.6196 0.02573 ± 0.00585 0.04091 ± 0.00132 4.695 ± 0.169 % 89.382 ± 0.535 % [2026-06-11 14:59:30] 14 11.9115 ± 0.5658 0.02599 ± 0.00567 0.04167 ± 0.00127 4.912 ± 0.171 % 89.328 ± 0.517 % [2026-06-11 14:59:32] 15 11.7871 ± 0.5402 0.02510 ± 0.00549 0.04182 ± 0.00121 4.929 ± 0.163 % 89.072 ± 0.505 % [2026-06-11 14:59:35] 16 11.8907 ± 0.5310 0.02358 ± 0.00533 0.04168 ± 0.00115 4.932 ± 0.156 % 88.946 ± 0.491 % [2026-06-11 14:59:37] 17 11.0729 ± 0.4753 0.02352 ± 0.00513 0.04137 ± 0.00110 4.982 ± 0.151 % 88.950 ± 0.476 % [2026-06-11 14:59:39] 18 11.0723 ± 0.4605 0.02421 ± 0.00503 0.04177 ± 0.00108 5.068 ± 0.151 % 89.020 ± 0.462 % [2026-06-11 14:59:42] 19 10.9836 ± 0.4460 0.02547 ± 0.00487 0.04336 ± 0.00170 5.138 ± 0.162 % 88.978 ± 0.450 % [2026-06-11 14:59:44] 20 11.0240 ± 0.4367 0.02606 ± 0.00476 0.04442 ± 0.00181 5.252 ± 0.168 % 88.941 ± 0.439 % [2026-06-11 14:59:46] 21 10.6506 ± 0.4097 0.02821 ± 0.00468 0.04432 ± 0.00173 5.305 ± 0.162 % 89.038 ± 0.427 % [2026-06-11 14:59:49] 22 10.5175 ± 0.3943 0.02849 ± 0.00461 0.04496 ± 0.00167 5.390 ± 0.157 % 89.020 ± 0.417 % [2026-06-11 14:59:51] 23 10.1217 ± 0.3686 0.02950 ± 0.00449 0.04486 ± 0.00163 5.565 ± 0.174 % 89.156 ± 0.406 % [2026-06-11 14:59:53] 24 9.6316 ± 0.3399 0.03082 ± 0.00439 0.04551 ± 0.00163 5.914 ± 0.209 % 89.167 ± 0.397 % [2026-06-11 14:59:55] 25 9.4664 ± 0.3260 0.03251 ± 0.00431 0.04590 ± 0.00159 6.103 ± 0.209 % 89.271 ± 0.388 % [2026-06-11 14:59:57] 26 9.2146 ± 0.3086 0.03319 ± 0.00423 0.04556 ± 0.00154 6.077 ± 0.203 % 89.457 ± 0.377 % [2026-06-11 15:00:00] 27 9.0455 ± 0.2960 0.03362 ± 0.00414 0.04539 ± 0.00150 6.126 ± 0.207 % 89.470 ± 0.370 % [2026-06-11 15:00:02] 28 8.9277 ± 0.2863 0.03316 ± 0.00404 0.04488 ± 0.00145 6.074 ± 0.202 % 89.650 ± 0.361 % [2026-06-11 15:00:04] 29 8.8823 ± 0.2796 0.03309 ± 0.00396 0.04452 ± 0.00140 6.058 ± 0.196 % 89.763 ± 0.353 % [2026-06-11 15:00:06] 30 8.8610 ± 0.2742 0.03379 ± 0.00389 0.04455 ± 0.00136 6.043 ± 0.191 % 89.778 ± 0.346 % [2026-06-11 15:00:08] 31 8.7682 ± 0.2659 0.03326 ± 0.00381 0.04442 ± 0.00133 6.052 ± 0.190 % 89.842 ± 0.340 % [2026-06-11 15:00:11] 32 8.7721 ± 0.2619 0.03369 ± 0.00376 0.04454 ± 0.00130 6.070 ± 0.186 % 89.755 ± 0.336 % [2026-06-11 15:00:13] 33 8.7318 ± 0.2564 0.03445 ± 0.00369 0.04471 ± 0.00128 6.083 ± 0.182 % 89.685 ± 0.332 % [2026-06-11 15:00:15] 34 8.8241 ± 0.2560 0.03569 ± 0.00363 0.04446 ± 0.00124 6.055 ± 0.178 % 89.769 ± 0.325 % [2026-06-11 15:00:17] 35 8.9197 ± 0.2551 0.03551 ± 0.00357 0.04452 ± 0.00121 6.029 ± 0.174 % 89.714 ± 0.322 % [2026-06-11 15:00:19] 36 9.1142 ± 0.2575 0.03614 ± 0.00353 0.04462 ± 0.00118 5.995 ± 0.170 % 89.728 ± 0.317 % [2026-06-11 15:00:21] 37 9.2386 ± 0.2574 0.03699 ± 0.00348 0.04453 ± 0.00115 5.966 ± 0.167 % 89.719 ± 0.313 % [2026-06-11 15:00:23] 38 9.2573 ± 0.2544 0.03722 ± 0.00344 0.04434 ± 0.00112 5.946 ± 0.163 % 89.690 ± 0.309 % [2026-06-11 15:00:26] 39 9.2487 ± 0.2509 0.03688 ± 0.00338 0.04415 ± 0.00110 5.931 ± 0.160 % 89.723 ± 0.305 % [2026-06-11 15:00:28] 40 9.2773 ± 0.2494 0.03616 ± 0.00337 0.04485 ± 0.00124 6.025 ± 0.177 % 89.676 ± 0.301 % [2026-06-11 15:00:30] 41 9.3227 ± 0.2480 0.03572 ± 0.00332 0.04474 ± 0.00121 6.004 ± 0.174 % 89.660 ± 0.298 % [2026-06-11 15:00:32] 42 9.3975 ± 0.2471 0.03545 ± 0.00329 0.04477 ± 0.00118 5.995 ± 0.171 % 89.599 ± 0.295 % [2026-06-11 15:00:34] 43 9.4263 ± 0.2456 0.03541 ± 0.00326 0.04499 ± 0.00116 6.009 ± 0.167 % 89.567 ± 0.292 % [2026-06-11 15:00:36] 44 9.4278 ± 0.2428 0.03438 ± 0.00327 0.04502 ± 0.00114 5.983 ± 0.164 % 89.590 ± 0.288 % [2026-06-11 15:00:39] 45 9.5302 ± 0.2434 0.03458 ± 0.00323 0.04480 ± 0.00112 5.953 ± 0.162 % 89.551 ± 0.286 % [2026-06-11 15:00:41] 46 9.4747 ± 0.2388 0.03421 ± 0.00319 0.04468 ± 0.00110 5.950 ± 0.159 % 89.608 ± 0.282 % [2026-06-11 15:00:43] 47 9.6551 ± 0.2418 0.03315 ± 0.00319 0.04501 ± 0.00108 5.938 ± 0.157 % 89.479 ± 0.280 % [2026-06-11 15:00:45] 48 9.7373 ± 0.2416 0.03261 ± 0.00316 0.04482 ± 0.00106 5.905 ± 0.154 % 89.534 ± 0.277 % [2026-06-11 15:00:48] 49 9.6357 ± 0.2360 0.03232 ± 0.00311 0.04458 ± 0.00104 5.885 ± 0.152 % 89.508 ± 0.274 % [2026-06-11 15:00:50] 50 9.6903 ± 0.2352 0.03209 ± 0.00307 0.04448 ± 0.00102 5.883 ± 0.149 % 89.545 ± 0.271 % [2026-06-11 15:00:50] [2026-06-11 15:00:50] ====== Perplexity statistics ====== [2026-06-11 15:00:50] Mean PPL(Q) : 9.690286 ± 0.235221 [2026-06-11 15:00:50] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:00:50] Cor(ln(PPL(Q)), ln(PPL(base))): 99.20% [2026-06-11 15:00:50] Mean ln(PPL(Q)/PPL(base)) : 0.032088 ± 0.003074 [2026-06-11 15:00:50] Mean PPL(Q)/PPL(base) : 1.032609 ± 0.003175 [2026-06-11 15:00:50] Mean PPL(Q)-PPL(base) : 0.306009 ± 0.030241 [2026-06-11 15:00:50] [2026-06-11 15:00:50] ====== KL divergence statistics ====== [2026-06-11 15:00:50] Mean KLD: 0.044484 ± 0.001022 [2026-06-11 15:00:50] Maximum KLD: 6.435751 [2026-06-11 15:00:50] 99.9% KLD: 1.008941 [2026-06-11 15:00:50] 99.0% KLD: 0.312621 [2026-06-11 15:00:50] 95.0% KLD: 0.132014 [2026-06-11 15:00:50] 90.0% KLD: 0.091350 [2026-06-11 15:00:50] Median KLD: 0.026262 [2026-06-11 15:00:50] 10.0% KLD: 0.001463 [2026-06-11 15:00:50] 5.0% KLD: 0.000464 [2026-06-11 15:00:50] 1.0% KLD: 0.000077 [2026-06-11 15:00:50] 0.1% KLD: 0.000011 [2026-06-11 15:00:50] Minimum KLD: 0.000001 [2026-06-11 15:00:50] [2026-06-11 15:00:50] ====== Token probability statistics ====== [2026-06-11 15:00:50] Mean Δp: -0.974 ± 0.051 % [2026-06-11 15:00:50] Maximum Δp: 96.127% [2026-06-11 15:00:50] 99.9% Δp: 30.984% [2026-06-11 15:00:50] 99.0% Δp: 13.051% [2026-06-11 15:00:50] 95.0% Δp: 5.614% [2026-06-11 15:00:50] 90.0% Δp: 2.955% [2026-06-11 15:00:50] 75.0% Δp: 0.453% [2026-06-11 15:00:50] Median Δp: -0.038% [2026-06-11 15:00:50] 25.0% Δp: -1.874% [2026-06-11 15:00:50] 10.0% Δp: -6.220% [2026-06-11 15:00:50] 5.0% Δp: -9.490% [2026-06-11 15:00:50] 1.0% Δp: -21.871% [2026-06-11 15:00:50] 0.1% Δp: -43.525% [2026-06-11 15:00:50] Minimum Δp: -80.266% [2026-06-11 15:00:50] RMS Δp : 5.883 ± 0.149 % [2026-06-11 15:00:50] Same top p: 89.545 ± 0.271 % [2026-06-11 15:00:50] [2026-06-11 15:00:50] ✅ Finished target model 40: 1 files evaluated [2026-06-11 15:00:52] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-Q2_K/Qwen3.5_4B-MoQ-layers_16-19-Q2_K.gguf to free disk space [2026-06-11 15:00:52] ============================================================ [2026-06-11 15:00:52] TARGET MODEL 41/83: w-ahmad/test3 / MoQ-layers_16-19-Q3_K/Qwen3.5_4B-MoQ-layers_16-19-Q3_K.gguf [2026-06-11 15:00:52] ============================================================ [2026-06-11 15:01:12] [1/1] MoQ-layers_16-19-Q3_K/Qwen3.5_4B-MoQ-layers_16-19-Q3_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:01:13] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-Q3_K/Qwen3.5_4B-MoQ-layers_16-19-Q3_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:01:14] 0.00.338.362 I common_init_result: fitting params to device memory ... [2026-06-11 15:01:14] 0.00.338.414 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:01:24] 0.10.594.720 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:01:24] 0.10.645.772 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:01:25] 0.10.944.685 I [2026-06-11 15:01:25] 0.10.944.908 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:01:25] 0.11.040.224 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:01:27] 0.13.275.250 I kl_divergence: 2.23 seconds per pass - ETA 1.85 minutes [2026-06-11 15:01:27] [2026-06-11 15:01:27] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:01:27] 1 6.0483 ± 1.0270 0.00877 ± 0.00935 0.00982 ± 0.00084 2.527 ± 0.186 % 95.686 ± 1.275 % [2026-06-11 15:01:29] 2 9.1064 ± 1.1836 0.02717 ± 0.00976 0.01444 ± 0.00089 3.134 ± 0.219 % 95.686 ± 0.901 % [2026-06-11 15:01:31] 3 9.2047 ± 0.9605 0.01882 ± 0.00890 0.01776 ± 0.00320 3.679 ± 0.671 % 95.425 ± 0.756 % [2026-06-11 15:01:34] 4 9.0297 ± 0.7843 0.01888 ± 0.00718 0.01595 ± 0.00241 3.472 ± 0.537 % 95.294 ± 0.663 % [2026-06-11 15:01:36] 5 9.0964 ± 0.6938 0.01833 ± 0.00608 0.01511 ± 0.00193 3.356 ± 0.446 % 94.745 ± 0.625 % [2026-06-11 15:01:38] 6 9.4164 ± 0.6496 0.01846 ± 0.00540 0.01476 ± 0.00162 3.252 ± 0.386 % 94.510 ± 0.583 % [2026-06-11 15:01:40] 7 9.7672 ± 0.6257 0.02062 ± 0.00492 0.01436 ± 0.00139 3.137 ± 0.344 % 94.230 ± 0.552 % [2026-06-11 15:01:42] 8 10.6468 ± 0.6565 0.02071 ± 0.00461 0.01467 ± 0.00125 3.073 ± 0.308 % 94.069 ± 0.523 % [2026-06-11 15:01:44] 9 11.2788 ± 0.6601 0.02065 ± 0.00430 0.01433 ± 0.00112 2.980 ± 0.283 % 93.943 ± 0.498 % [2026-06-11 15:01:47] 10 11.7083 ± 0.6517 0.01961 ± 0.00400 0.01427 ± 0.00101 2.920 ± 0.260 % 93.922 ± 0.473 % [2026-06-11 15:01:49] 11 11.5974 ± 0.6134 0.01922 ± 0.00376 0.01412 ± 0.00092 2.880 ± 0.241 % 93.868 ± 0.453 % [2026-06-11 15:01:51] 12 11.7243 ± 0.5956 0.01810 ± 0.00357 0.01399 ± 0.00085 2.870 ± 0.224 % 94.052 ± 0.428 % [2026-06-11 15:01:53] 13 12.4281 ± 0.6161 0.01879 ± 0.00346 0.01433 ± 0.00079 2.912 ± 0.208 % 94.027 ± 0.412 % [2026-06-11 15:01:56] 14 11.8245 ± 0.5621 0.01866 ± 0.00332 0.01440 ± 0.00074 2.942 ± 0.195 % 94.146 ± 0.393 % [2026-06-11 15:01:58] 15 11.6434 ± 0.5331 0.01283 ± 0.00414 0.01461 ± 0.00071 2.931 ± 0.183 % 93.882 ± 0.388 % [2026-06-11 15:02:00] 16 11.7685 ± 0.5257 0.01325 ± 0.00400 0.01452 ± 0.00067 2.912 ± 0.173 % 93.799 ± 0.378 % [2026-06-11 15:02:02] 17 10.9551 ± 0.4703 0.01283 ± 0.00382 0.01428 ± 0.00063 2.912 ± 0.165 % 94.072 ± 0.359 % [2026-06-11 15:02:05] 18 10.9496 ± 0.4553 0.01307 ± 0.00367 0.01436 ± 0.00061 2.960 ± 0.161 % 94.161 ± 0.346 % [2026-06-11 15:02:07] 19 10.8366 ± 0.4397 0.01200 ± 0.00363 0.01595 ± 0.00144 3.161 ± 0.216 % 94.159 ± 0.337 % [2026-06-11 15:02:09] 20 10.8666 ± 0.4298 0.01167 ± 0.00350 0.01648 ± 0.00145 3.272 ± 0.223 % 94.176 ± 0.328 % [2026-06-11 15:02:12] 21 10.4757 ± 0.4021 0.01165 ± 0.00339 0.01630 ± 0.00138 3.277 ± 0.213 % 94.230 ± 0.319 % [2026-06-11 15:02:14] 22 10.3476 ± 0.3871 0.01221 ± 0.00330 0.01647 ± 0.00132 3.380 ± 0.210 % 94.278 ± 0.310 % [2026-06-11 15:02:16] 23 9.9577 ± 0.3619 0.01316 ± 0.00322 0.01644 ± 0.00128 3.474 ± 0.219 % 94.288 ± 0.303 % [2026-06-11 15:02:18] 24 9.4640 ± 0.3335 0.01326 ± 0.00311 0.01619 ± 0.00123 3.467 ± 0.210 % 94.379 ± 0.294 % [2026-06-11 15:02:20] 25 9.2877 ± 0.3195 0.01344 ± 0.00305 0.01620 ± 0.00119 3.540 ± 0.206 % 94.416 ± 0.288 % [2026-06-11 15:02:23] 26 9.0365 ± 0.3024 0.01367 ± 0.00295 0.01595 ± 0.00114 3.503 ± 0.201 % 94.525 ± 0.279 % [2026-06-11 15:02:25] 27 8.8661 ± 0.2899 0.01359 ± 0.00288 0.01578 ± 0.00110 3.498 ± 0.194 % 94.553 ± 0.274 % [2026-06-11 15:02:27] 28 8.7493 ± 0.2804 0.01297 ± 0.00280 0.01563 ± 0.00106 3.495 ± 0.188 % 94.650 ± 0.266 % [2026-06-11 15:02:29] 29 8.7055 ± 0.2738 0.01297 ± 0.00274 0.01548 ± 0.00103 3.473 ± 0.183 % 94.753 ± 0.259 % [2026-06-11 15:02:31] 30 8.6819 ± 0.2682 0.01337 ± 0.00269 0.01561 ± 0.00100 3.515 ± 0.181 % 94.719 ± 0.256 % [2026-06-11 15:02:33] 31 8.5899 ± 0.2600 0.01272 ± 0.00262 0.01547 ± 0.00096 3.492 ± 0.176 % 94.788 ± 0.250 % [2026-06-11 15:02:36] 32 8.5926 ± 0.2561 0.01302 ± 0.00257 0.01551 ± 0.00094 3.516 ± 0.171 % 94.694 ± 0.248 % [2026-06-11 15:02:38] 33 8.5463 ± 0.2505 0.01298 ± 0.00252 0.01545 ± 0.00091 3.511 ± 0.166 % 94.617 ± 0.246 % [2026-06-11 15:02:40] 34 8.6278 ± 0.2498 0.01319 ± 0.00247 0.01540 ± 0.00088 3.484 ± 0.163 % 94.637 ± 0.242 % [2026-06-11 15:02:42] 35 8.7215 ± 0.2489 0.01304 ± 0.00242 0.01541 ± 0.00086 3.469 ± 0.159 % 94.622 ± 0.239 % [2026-06-11 15:02:44] 36 8.9081 ± 0.2511 0.01327 ± 0.00239 0.01544 ± 0.00083 3.451 ± 0.155 % 94.553 ± 0.237 % [2026-06-11 15:02:46] 37 9.0229 ± 0.2507 0.01338 ± 0.00235 0.01548 ± 0.00081 3.430 ± 0.152 % 94.510 ± 0.235 % [2026-06-11 15:02:48] 38 9.0424 ± 0.2479 0.01374 ± 0.00230 0.01545 ± 0.00079 3.417 ± 0.149 % 94.489 ± 0.232 % [2026-06-11 15:02:51] 39 9.0365 ± 0.2446 0.01367 ± 0.00226 0.01534 ± 0.00077 3.406 ± 0.146 % 94.490 ± 0.229 % [2026-06-11 15:02:53] 40 9.0700 ± 0.2431 0.01356 ± 0.00224 0.01530 ± 0.00075 3.396 ± 0.143 % 94.471 ± 0.226 % [2026-06-11 15:02:55] 41 9.1159 ± 0.2418 0.01328 ± 0.00221 0.01531 ± 0.00074 3.403 ± 0.140 % 94.443 ± 0.224 % [2026-06-11 15:02:57] 42 9.1871 ± 0.2409 0.01281 ± 0.00218 0.01536 ± 0.00072 3.406 ± 0.137 % 94.370 ± 0.223 % [2026-06-11 15:02:59] 43 9.2185 ± 0.2394 0.01313 ± 0.00216 0.01549 ± 0.00071 3.438 ± 0.135 % 94.327 ± 0.221 % [2026-06-11 15:03:02] 44 9.2253 ± 0.2369 0.01266 ± 0.00213 0.01553 ± 0.00069 3.438 ± 0.133 % 94.349 ± 0.218 % [2026-06-11 15:03:04] 45 9.3278 ± 0.2376 0.01311 ± 0.00210 0.01548 ± 0.00068 3.426 ± 0.130 % 94.309 ± 0.216 % [2026-06-11 15:03:06] 46 9.2767 ± 0.2333 0.01309 ± 0.00207 0.01551 ± 0.00067 3.461 ± 0.130 % 94.322 ± 0.214 % [2026-06-11 15:03:08] 47 9.4594 ± 0.2364 0.01267 ± 0.00205 0.01555 ± 0.00065 3.445 ± 0.128 % 94.285 ± 0.212 % [2026-06-11 15:03:10] 48 9.5458 ± 0.2365 0.01275 ± 0.00202 0.01550 ± 0.00064 3.431 ± 0.126 % 94.306 ± 0.209 % [2026-06-11 15:03:12] 49 9.4466 ± 0.2310 0.01249 ± 0.00199 0.01543 ± 0.00063 3.427 ± 0.124 % 94.310 ± 0.207 % [2026-06-11 15:03:15] 50 9.5011 ± 0.2303 0.01237 ± 0.00196 0.01538 ± 0.00061 3.414 ± 0.122 % 94.290 ± 0.205 % [2026-06-11 15:03:15] [2026-06-11 15:03:15] ====== Perplexity statistics ====== [2026-06-11 15:03:15] Mean PPL(Q) : 9.501125 ± 0.230263 [2026-06-11 15:03:15] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:03:15] Cor(ln(PPL(Q)), ln(PPL(base))): 99.67% [2026-06-11 15:03:15] Mean ln(PPL(Q)/PPL(base)) : 0.012375 ± 0.001965 [2026-06-11 15:03:15] Mean PPL(Q)/PPL(base) : 1.012452 ± 0.001989 [2026-06-11 15:03:15] Mean PPL(Q)-PPL(base) : 0.116849 ± 0.018709 [2026-06-11 15:03:15] [2026-06-11 15:03:15] ====== KL divergence statistics ====== [2026-06-11 15:03:15] Mean KLD: 0.015376 ± 0.000615 [2026-06-11 15:03:15] Maximum KLD: 6.069236 [2026-06-11 15:03:15] 99.9% KLD: 0.436948 [2026-06-11 15:03:15] 99.0% KLD: 0.093719 [2026-06-11 15:03:15] 95.0% KLD: 0.041805 [2026-06-11 15:03:15] 90.0% KLD: 0.029989 [2026-06-11 15:03:15] Median KLD: 0.008961 [2026-06-11 15:03:15] 10.0% KLD: 0.000593 [2026-06-11 15:03:15] 5.0% KLD: 0.000226 [2026-06-11 15:03:15] 1.0% KLD: 0.000038 [2026-06-11 15:03:15] 0.1% KLD: 0.000006 [2026-06-11 15:03:15] Minimum KLD: -0.000077 [2026-06-11 15:03:15] [2026-06-11 15:03:15] ====== Token probability statistics ====== [2026-06-11 15:03:15] Mean Δp: -0.444 ± 0.030 % [2026-06-11 15:03:15] Maximum Δp: 59.955% [2026-06-11 15:03:15] 99.9% Δp: 21.192% [2026-06-11 15:03:15] 99.0% Δp: 8.032% [2026-06-11 15:03:15] 95.0% Δp: 3.523% [2026-06-11 15:03:15] 90.0% Δp: 1.996% [2026-06-11 15:03:15] 75.0% Δp: 0.253% [2026-06-11 15:03:15] Median Δp: -0.049% [2026-06-11 15:03:15] 25.0% Δp: -1.015% [2026-06-11 15:03:15] 10.0% Δp: -3.347% [2026-06-11 15:03:15] 5.0% Δp: -5.214% [2026-06-11 15:03:15] 1.0% Δp: -10.428% [2026-06-11 15:03:15] 0.1% Δp: -26.776% [2026-06-11 15:03:15] Minimum Δp: -63.211% [2026-06-11 15:03:15] RMS Δp : 3.414 ± 0.122 % [2026-06-11 15:03:15] Same top p: 94.290 ± 0.205 % [2026-06-11 15:03:15] [2026-06-11 15:03:15] ✅ Finished target model 41: 1 files evaluated [2026-06-11 15:03:17] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-Q3_K/Qwen3.5_4B-MoQ-layers_16-19-Q3_K.gguf to free disk space [2026-06-11 15:03:17] ============================================================ [2026-06-11 15:03:17] TARGET MODEL 42/83: w-ahmad/test3 / MoQ-layers_16-19-Q4_K/Qwen3.5_4B-MoQ-layers_16-19-Q4_K.gguf [2026-06-11 15:03:17] ============================================================ [2026-06-11 15:03:38] [1/1] MoQ-layers_16-19-Q4_K/Qwen3.5_4B-MoQ-layers_16-19-Q4_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:03:39] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-Q4_K/Qwen3.5_4B-MoQ-layers_16-19-Q4_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:03:39] 0.00.320.273 I common_init_result: fitting params to device memory ... [2026-06-11 15:03:39] 0.00.320.311 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:03:50] 0.10.690.030 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:03:50] 0.10.739.587 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:03:50] 0.11.037.592 I [2026-06-11 15:03:50] 0.11.037.804 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:03:50] 0.11.136.549 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:03:53] 0.13.395.030 I kl_divergence: 2.26 seconds per pass - ETA 1.87 minutes [2026-06-11 15:03:53] [2026-06-11 15:03:53] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:03:53] 1 6.0453 ± 1.0289 0.00828 ± 0.00453 0.00224 ± 0.00021 1.172 ± 0.081 % 97.647 ± 0.951 % [2026-06-11 15:03:55] 2 8.9390 ± 1.1622 0.00861 ± 0.00378 0.00295 ± 0.00018 1.406 ± 0.099 % 97.059 ± 0.749 % [2026-06-11 15:03:57] 3 9.0483 ± 0.9438 0.00169 ± 0.00362 0.00332 ± 0.00015 1.510 ± 0.089 % 96.732 ± 0.643 % [2026-06-11 15:03:59] 4 8.8705 ± 0.7704 0.00109 ± 0.00309 0.00318 ± 0.00012 1.442 ± 0.072 % 96.667 ± 0.562 % [2026-06-11 15:04:01] 5 8.9497 ± 0.6823 0.00207 ± 0.00274 0.00328 ± 0.00011 1.496 ± 0.073 % 96.157 ± 0.539 % [2026-06-11 15:04:03] 6 9.2681 ± 0.6389 0.00258 ± 0.00243 0.00322 ± 0.00009 1.460 ± 0.064 % 95.948 ± 0.504 % [2026-06-11 15:04:06] 7 9.5863 ± 0.6118 0.00192 ± 0.00223 0.00319 ± 0.00008 1.419 ± 0.057 % 95.854 ± 0.472 % [2026-06-11 15:04:08] 8 10.4432 ± 0.6420 0.00140 ± 0.00215 0.00327 ± 0.00008 1.410 ± 0.052 % 96.029 ± 0.432 % [2026-06-11 15:04:10] 9 11.0635 ± 0.6456 0.00138 ± 0.00202 0.00327 ± 0.00008 1.407 ± 0.050 % 95.991 ± 0.410 % [2026-06-11 15:04:12] 10 11.5084 ± 0.6393 0.00239 ± 0.00193 0.00332 ± 0.00007 1.416 ± 0.048 % 96.000 ± 0.388 % [2026-06-11 15:04:14] 11 11.4005 ± 0.6020 0.00210 ± 0.00183 0.00333 ± 0.00007 1.430 ± 0.046 % 96.078 ± 0.367 % [2026-06-11 15:04:17] 12 11.5510 ± 0.5861 0.00321 ± 0.00175 0.00336 ± 0.00007 1.468 ± 0.050 % 96.275 ± 0.342 % [2026-06-11 15:04:19] 13 12.2358 ± 0.6062 0.00319 ± 0.00170 0.00346 ± 0.00007 1.493 ± 0.055 % 96.380 ± 0.324 % [2026-06-11 15:04:21] 14 11.6400 ± 0.5530 0.00294 ± 0.00167 0.00352 ± 0.00008 1.564 ± 0.067 % 96.499 ± 0.308 % [2026-06-11 15:04:23] 15 11.5219 ± 0.5280 0.00234 ± 0.00176 0.00358 ± 0.00008 1.574 ± 0.063 % 96.497 ± 0.297 % [2026-06-11 15:04:26] 16 11.6331 ± 0.5202 0.00168 ± 0.00170 0.00358 ± 0.00008 1.581 ± 0.061 % 96.446 ± 0.290 % [2026-06-11 15:04:28] 17 10.8369 ± 0.4658 0.00198 ± 0.00164 0.00353 ± 0.00008 1.575 ± 0.058 % 96.540 ± 0.278 % [2026-06-11 15:04:30] 18 10.8241 ± 0.4505 0.00154 ± 0.00159 0.00355 ± 0.00008 1.569 ± 0.056 % 96.558 ± 0.269 % [2026-06-11 15:04:32] 19 10.7184 ± 0.4353 0.00103 ± 0.00162 0.00366 ± 0.00011 1.634 ± 0.085 % 96.574 ± 0.261 % [2026-06-11 15:04:35] 20 10.7476 ± 0.4256 0.00066 ± 0.00159 0.00370 ± 0.00011 1.663 ± 0.081 % 96.647 ± 0.252 % [2026-06-11 15:04:37] 21 10.3617 ± 0.3981 0.00072 ± 0.00154 0.00368 ± 0.00011 1.660 ± 0.078 % 96.751 ± 0.242 % [2026-06-11 15:04:39] 22 10.2278 ± 0.3831 0.00056 ± 0.00151 0.00381 ± 0.00014 1.761 ± 0.114 % 96.774 ± 0.236 % [2026-06-11 15:04:41] 23 9.8387 ± 0.3580 0.00114 ± 0.00150 0.00398 ± 0.00025 1.943 ± 0.202 % 96.846 ± 0.228 % [2026-06-11 15:04:44] 24 9.3554 ± 0.3300 0.00171 ± 0.00145 0.00405 ± 0.00027 1.952 ± 0.193 % 96.863 ± 0.223 % [2026-06-11 15:04:46] 25 9.1819 ± 0.3162 0.00199 ± 0.00142 0.00407 ± 0.00026 1.958 ± 0.185 % 96.894 ± 0.217 % [2026-06-11 15:04:48] 26 8.9291 ± 0.2990 0.00172 ± 0.00138 0.00402 ± 0.00025 1.946 ± 0.179 % 96.908 ± 0.213 % [2026-06-11 15:04:50] 27 8.7589 ± 0.2866 0.00143 ± 0.00134 0.00399 ± 0.00024 1.943 ± 0.173 % 96.979 ± 0.206 % [2026-06-11 15:04:52] 28 8.6500 ± 0.2774 0.00155 ± 0.00130 0.00395 ± 0.00023 1.933 ± 0.168 % 97.059 ± 0.200 % [2026-06-11 15:04:55] 29 8.6124 ± 0.2712 0.00223 ± 0.00132 0.00392 ± 0.00022 1.922 ± 0.163 % 97.106 ± 0.195 % [2026-06-11 15:04:57] 30 8.5868 ± 0.2655 0.00235 ± 0.00129 0.00394 ± 0.00021 1.936 ± 0.158 % 97.111 ± 0.192 % [2026-06-11 15:04:59] 31 8.5038 ± 0.2578 0.00265 ± 0.00126 0.00392 ± 0.00021 1.936 ± 0.153 % 97.141 ± 0.187 % [2026-06-11 15:05:01] 32 8.5066 ± 0.2539 0.00296 ± 0.00125 0.00394 ± 0.00020 1.953 ± 0.148 % 97.120 ± 0.185 % [2026-06-11 15:05:03] 33 8.4611 ± 0.2483 0.00296 ± 0.00124 0.00397 ± 0.00020 1.949 ± 0.144 % 97.136 ± 0.182 % [2026-06-11 15:05:05] 34 8.5433 ± 0.2477 0.00335 ± 0.00122 0.00395 ± 0.00019 1.935 ± 0.141 % 97.174 ± 0.178 % [2026-06-11 15:05:08] 35 8.6380 ± 0.2468 0.00342 ± 0.00119 0.00394 ± 0.00019 1.925 ± 0.138 % 97.132 ± 0.177 % [2026-06-11 15:05:10] 36 8.8221 ± 0.2490 0.00357 ± 0.00117 0.00395 ± 0.00018 1.917 ± 0.134 % 97.070 ± 0.176 % [2026-06-11 15:05:12] 37 8.9327 ± 0.2486 0.00333 ± 0.00115 0.00393 ± 0.00018 1.905 ± 0.132 % 97.043 ± 0.174 % [2026-06-11 15:05:14] 38 8.9481 ± 0.2457 0.00325 ± 0.00113 0.00394 ± 0.00017 1.920 ± 0.130 % 97.028 ± 0.173 % [2026-06-11 15:05:16] 39 8.9421 ± 0.2424 0.00317 ± 0.00111 0.00393 ± 0.00017 1.913 ± 0.127 % 97.014 ± 0.171 % [2026-06-11 15:05:18] 40 8.9756 ± 0.2410 0.00309 ± 0.00113 0.00397 ± 0.00017 1.928 ± 0.125 % 96.941 ± 0.171 % [2026-06-11 15:05:20] 41 9.0206 ± 0.2396 0.00278 ± 0.00112 0.00396 ± 0.00017 1.917 ± 0.123 % 96.958 ± 0.168 % [2026-06-11 15:05:23] 42 9.0924 ± 0.2388 0.00244 ± 0.00110 0.00395 ± 0.00017 1.906 ± 0.121 % 96.937 ± 0.166 % [2026-06-11 15:05:25] 43 9.1185 ± 0.2373 0.00222 ± 0.00109 0.00397 ± 0.00016 1.903 ± 0.118 % 96.917 ± 0.165 % [2026-06-11 15:05:27] 44 9.1281 ± 0.2349 0.00207 ± 0.00107 0.00397 ± 0.00016 1.897 ± 0.116 % 96.907 ± 0.163 % [2026-06-11 15:05:29] 45 9.2237 ± 0.2354 0.00189 ± 0.00106 0.00397 ± 0.00016 1.895 ± 0.113 % 96.863 ± 0.163 % [2026-06-11 15:05:31] 46 9.1738 ± 0.2311 0.00194 ± 0.00105 0.00396 ± 0.00015 1.901 ± 0.112 % 96.888 ± 0.160 % [2026-06-11 15:05:33] 47 9.3541 ± 0.2343 0.00149 ± 0.00107 0.00398 ± 0.00015 1.889 ± 0.110 % 96.904 ± 0.158 % [2026-06-11 15:05:36] 48 9.4386 ± 0.2343 0.00145 ± 0.00106 0.00396 ± 0.00015 1.876 ± 0.108 % 96.928 ± 0.156 % [2026-06-11 15:05:38] 49 9.3419 ± 0.2289 0.00135 ± 0.00104 0.00395 ± 0.00014 1.869 ± 0.107 % 96.935 ± 0.154 % [2026-06-11 15:05:40] 50 9.3970 ± 0.2282 0.00135 ± 0.00103 0.00394 ± 0.00014 1.867 ± 0.105 % 96.925 ± 0.153 % [2026-06-11 15:05:40] [2026-06-11 15:05:40] ====== Perplexity statistics ====== [2026-06-11 15:05:40] Mean PPL(Q) : 9.396991 ± 0.228175 [2026-06-11 15:05:40] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:05:40] Cor(ln(PPL(Q)), ln(PPL(base))): 99.91% [2026-06-11 15:05:40] Mean ln(PPL(Q)/PPL(base)) : 0.001354 ± 0.001031 [2026-06-11 15:05:40] Mean PPL(Q)/PPL(base) : 1.001355 ± 0.001032 [2026-06-11 15:05:40] Mean PPL(Q)-PPL(base) : 0.012715 ± 0.009690 [2026-06-11 15:05:40] [2026-06-11 15:05:40] ====== KL divergence statistics ====== [2026-06-11 15:05:40] Mean KLD: 0.003943 ± 0.000141 [2026-06-11 15:05:40] Maximum KLD: 1.250667 [2026-06-11 15:05:40] 99.9% KLD: 0.107919 [2026-06-11 15:05:40] 99.0% KLD: 0.024260 [2026-06-11 15:05:40] 95.0% KLD: 0.010635 [2026-06-11 15:05:40] 90.0% KLD: 0.007539 [2026-06-11 15:05:40] Median KLD: 0.002410 [2026-06-11 15:05:40] 10.0% KLD: 0.000115 [2026-06-11 15:05:40] 5.0% KLD: 0.000033 [2026-06-11 15:05:40] 1.0% KLD: 0.000002 [2026-06-11 15:05:40] 0.1% KLD: -0.000028 [2026-06-11 15:05:40] Minimum KLD: -0.000119 [2026-06-11 15:05:40] [2026-06-11 15:05:40] ====== Token probability statistics ====== [2026-06-11 15:05:40] Mean Δp: -0.058 ± 0.017 % [2026-06-11 15:05:40] Maximum Δp: 41.907% [2026-06-11 15:05:40] 99.9% Δp: 9.427% [2026-06-11 15:05:40] 99.0% Δp: 4.658% [2026-06-11 15:05:40] 95.0% Δp: 2.439% [2026-06-11 15:05:40] 90.0% Δp: 1.414% [2026-06-11 15:05:40] 75.0% Δp: 0.262% [2026-06-11 15:05:40] Median Δp: -0.000% [2026-06-11 15:05:40] 25.0% Δp: -0.325% [2026-06-11 15:05:40] 10.0% Δp: -1.559% [2026-06-11 15:05:40] 5.0% Δp: -2.600% [2026-06-11 15:05:40] 1.0% Δp: -5.461% [2026-06-11 15:05:40] 0.1% Δp: -12.772% [2026-06-11 15:05:40] Minimum Δp: -63.420% [2026-06-11 15:05:40] RMS Δp : 1.867 ± 0.105 % [2026-06-11 15:05:40] Same top p: 96.925 ± 0.153 % [2026-06-11 15:05:40] [2026-06-11 15:05:41] ✅ Finished target model 42: 1 files evaluated [2026-06-11 15:05:42] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-Q4_K/Qwen3.5_4B-MoQ-layers_16-19-Q4_K.gguf to free disk space [2026-06-11 15:05:42] ============================================================ [2026-06-11 15:05:42] TARGET MODEL 43/83: w-ahmad/test3 / MoQ-layers_16-19-Q5_K/Qwen3.5_4B-MoQ-layers_16-19-Q5_K.gguf [2026-06-11 15:05:42] ============================================================ [2026-06-11 15:06:04] [1/1] MoQ-layers_16-19-Q5_K/Qwen3.5_4B-MoQ-layers_16-19-Q5_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:06:05] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-Q5_K/Qwen3.5_4B-MoQ-layers_16-19-Q5_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:06:06] 0.00.281.424 I common_init_result: fitting params to device memory ... [2026-06-11 15:06:06] 0.00.281.436 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:06:34] 0.28.433.127 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:06:34] 0.28.481.021 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:06:34] 0.28.760.746 I [2026-06-11 15:06:34] 0.28.760.905 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:06:34] 0.28.851.310 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:06:36] 0.30.995.521 I kl_divergence: 2.14 seconds per pass - ETA 1.78 minutes [2026-06-11 15:06:38] [2026-06-11 15:06:38] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:06:38] 1 5.9820 ± 1.0115 -0.00226 ± 0.00332 0.00100 ± 0.00008 0.956 ± 0.077 % 98.431 ± 0.780 % [2026-06-11 15:06:39] 2 8.8663 ± 1.1523 0.00044 ± 0.00284 0.00134 ± 0.00011 1.109 ± 0.127 % 98.431 ± 0.551 % [2026-06-11 15:06:41] 3 9.0511 ± 0.9458 0.00200 ± 0.00235 0.00140 ± 0.00008 1.116 ± 0.092 % 98.039 ± 0.502 % [2026-06-11 15:06:43] 4 8.8752 ± 0.7714 0.00162 ± 0.00192 0.00138 ± 0.00007 1.086 ± 0.072 % 97.843 ± 0.455 % [2026-06-11 15:06:45] 5 8.9611 ± 0.6837 0.00334 ± 0.00170 0.00141 ± 0.00006 1.097 ± 0.063 % 97.882 ± 0.403 % [2026-06-11 15:06:47] 6 9.2708 ± 0.6392 0.00288 ± 0.00151 0.00139 ± 0.00005 1.068 ± 0.055 % 97.843 ± 0.372 % [2026-06-11 15:06:49] 7 9.5892 ± 0.6117 0.00223 ± 0.00142 0.00137 ± 0.00004 1.048 ± 0.049 % 98.039 ± 0.328 % [2026-06-11 15:06:51] 8 10.4453 ± 0.6416 0.00160 ± 0.00135 0.00141 ± 0.00004 1.051 ± 0.044 % 97.941 ± 0.314 % [2026-06-11 15:06:53] 9 11.0646 ± 0.6453 0.00147 ± 0.00125 0.00139 ± 0.00004 1.029 ± 0.040 % 97.996 ± 0.293 % [2026-06-11 15:06:56] 10 11.4970 ± 0.6383 0.00140 ± 0.00118 0.00138 ± 0.00003 1.008 ± 0.038 % 98.039 ± 0.275 % [2026-06-11 15:06:58] 11 11.3907 ± 0.6010 0.00124 ± 0.00112 0.00139 ± 0.00003 1.005 ± 0.035 % 98.111 ± 0.257 % [2026-06-11 15:07:00] 12 11.5297 ± 0.5846 0.00136 ± 0.00107 0.00138 ± 0.00003 1.017 ± 0.034 % 98.235 ± 0.238 % [2026-06-11 15:07:02] 13 12.2157 ± 0.6048 0.00155 ± 0.00103 0.00140 ± 0.00003 1.010 ± 0.032 % 98.160 ± 0.233 % [2026-06-11 15:07:04] 14 11.6330 ± 0.5524 0.00234 ± 0.00106 0.00140 ± 0.00003 1.029 ± 0.032 % 98.207 ± 0.222 % [2026-06-11 15:07:07] 15 11.5194 ± 0.5279 0.00212 ± 0.00105 0.00141 ± 0.00003 1.043 ± 0.032 % 98.222 ± 0.214 % [2026-06-11 15:07:09] 16 11.6380 ± 0.5207 0.00210 ± 0.00101 0.00141 ± 0.00003 1.038 ± 0.031 % 98.137 ± 0.212 % [2026-06-11 15:07:11] 17 10.8412 ± 0.4662 0.00237 ± 0.00098 0.00140 ± 0.00003 1.035 ± 0.029 % 98.178 ± 0.203 % [2026-06-11 15:07:13] 18 10.8308 ± 0.4511 0.00216 ± 0.00094 0.00141 ± 0.00003 1.032 ± 0.028 % 98.083 ± 0.202 % [2026-06-11 15:07:15] 19 10.7303 ± 0.4361 0.00214 ± 0.00092 0.00143 ± 0.00003 1.043 ± 0.032 % 98.060 ± 0.198 % [2026-06-11 15:07:18] 20 10.7593 ± 0.4263 0.00175 ± 0.00090 0.00149 ± 0.00005 1.131 ± 0.068 % 98.039 ± 0.194 % [2026-06-11 15:07:20] 21 10.3729 ± 0.3988 0.00179 ± 0.00087 0.00149 ± 0.00004 1.125 ± 0.065 % 98.114 ± 0.186 % [2026-06-11 15:07:22] 22 10.2431 ± 0.3839 0.00205 ± 0.00085 0.00150 ± 0.00004 1.143 ± 0.062 % 98.111 ± 0.182 % [2026-06-11 15:07:24] 23 9.8510 ± 0.3586 0.00239 ± 0.00083 0.00152 ± 0.00005 1.205 ± 0.075 % 98.159 ± 0.176 % [2026-06-11 15:07:27] 24 9.3608 ± 0.3303 0.00229 ± 0.00081 0.00151 ± 0.00005 1.216 ± 0.072 % 98.170 ± 0.171 % [2026-06-11 15:07:29] 25 9.1835 ± 0.3163 0.00216 ± 0.00079 0.00151 ± 0.00005 1.210 ± 0.069 % 98.196 ± 0.167 % [2026-06-11 15:07:31] 26 8.9296 ± 0.2991 0.00177 ± 0.00077 0.00149 ± 0.00005 1.204 ± 0.067 % 98.205 ± 0.163 % [2026-06-11 15:07:34] 27 8.7621 ± 0.2868 0.00179 ± 0.00075 0.00148 ± 0.00004 1.202 ± 0.065 % 98.257 ± 0.158 % [2026-06-11 15:07:36] 28 8.6538 ± 0.2776 0.00199 ± 0.00074 0.00147 ± 0.00004 1.196 ± 0.063 % 98.263 ± 0.155 % [2026-06-11 15:07:38] 29 8.6118 ± 0.2712 0.00216 ± 0.00080 0.00146 ± 0.00004 1.188 ± 0.061 % 98.296 ± 0.151 % [2026-06-11 15:07:40] 30 8.5854 ± 0.2655 0.00219 ± 0.00078 0.00147 ± 0.00004 1.189 ± 0.059 % 98.288 ± 0.148 % [2026-06-11 15:07:42] 31 8.5012 ± 0.2577 0.00234 ± 0.00076 0.00147 ± 0.00004 1.193 ± 0.058 % 98.292 ± 0.146 % [2026-06-11 15:07:45] 32 8.5031 ± 0.2538 0.00255 ± 0.00076 0.00149 ± 0.00004 1.228 ± 0.059 % 98.284 ± 0.144 % [2026-06-11 15:07:47] 33 8.4576 ± 0.2482 0.00254 ± 0.00074 0.00149 ± 0.00004 1.222 ± 0.058 % 98.313 ± 0.140 % [2026-06-11 15:07:49] 34 8.5353 ± 0.2474 0.00241 ± 0.00073 0.00149 ± 0.00004 1.219 ± 0.056 % 98.304 ± 0.139 % [2026-06-11 15:07:51] 35 8.6304 ± 0.2466 0.00254 ± 0.00072 0.00149 ± 0.00004 1.216 ± 0.055 % 98.297 ± 0.137 % [2026-06-11 15:07:53] 36 8.8132 ± 0.2487 0.00256 ± 0.00071 0.00150 ± 0.00004 1.218 ± 0.054 % 98.246 ± 0.137 % [2026-06-11 15:07:55] 37 8.9250 ± 0.2483 0.00246 ± 0.00069 0.00150 ± 0.00004 1.213 ± 0.053 % 98.241 ± 0.135 % [2026-06-11 15:07:58] 38 8.9400 ± 0.2454 0.00235 ± 0.00068 0.00150 ± 0.00004 1.207 ± 0.052 % 98.215 ± 0.135 % [2026-06-11 15:08:00] 39 8.9342 ± 0.2422 0.00229 ± 0.00067 0.00149 ± 0.00004 1.203 ± 0.051 % 98.200 ± 0.133 % [2026-06-11 15:08:02] 40 8.9702 ± 0.2408 0.00249 ± 0.00072 0.00151 ± 0.00004 1.234 ± 0.060 % 98.206 ± 0.131 % [2026-06-11 15:08:04] 41 9.0178 ± 0.2396 0.00246 ± 0.00071 0.00151 ± 0.00004 1.231 ± 0.059 % 98.192 ± 0.130 % [2026-06-11 15:08:06] 42 9.0922 ± 0.2388 0.00242 ± 0.00070 0.00152 ± 0.00004 1.225 ± 0.058 % 98.207 ± 0.128 % [2026-06-11 15:08:08] 43 9.1203 ± 0.2374 0.00241 ± 0.00069 0.00152 ± 0.00004 1.221 ± 0.057 % 98.212 ± 0.127 % [2026-06-11 15:08:10] 44 9.1300 ± 0.2350 0.00229 ± 0.00068 0.00152 ± 0.00004 1.218 ± 0.056 % 98.209 ± 0.125 % [2026-06-11 15:08:13] 45 9.2264 ± 0.2356 0.00218 ± 0.00067 0.00151 ± 0.00004 1.214 ± 0.055 % 98.161 ± 0.125 % [2026-06-11 15:08:15] 46 9.1749 ± 0.2312 0.00205 ± 0.00066 0.00151 ± 0.00004 1.209 ± 0.054 % 98.167 ± 0.124 % [2026-06-11 15:08:17] 47 9.3562 ± 0.2344 0.00171 ± 0.00066 0.00152 ± 0.00004 1.206 ± 0.053 % 98.181 ± 0.122 % [2026-06-11 15:08:19] 48 9.4398 ± 0.2344 0.00158 ± 0.00066 0.00153 ± 0.00004 1.202 ± 0.052 % 98.194 ± 0.120 % [2026-06-11 15:08:21] 49 9.3428 ± 0.2290 0.00145 ± 0.00065 0.00152 ± 0.00003 1.198 ± 0.051 % 98.199 ± 0.119 % [2026-06-11 15:08:23] 50 9.3982 ± 0.2283 0.00148 ± 0.00064 0.00152 ± 0.00003 1.195 ± 0.050 % 98.204 ± 0.118 % [2026-06-11 15:08:23] [2026-06-11 15:08:23] ====== Perplexity statistics ====== [2026-06-11 15:08:23] Mean PPL(Q) : 9.398176 ± 0.228259 [2026-06-11 15:08:23] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:08:23] Cor(ln(PPL(Q)), ln(PPL(base))): 99.96% [2026-06-11 15:08:23] Mean ln(PPL(Q)/PPL(base)) : 0.001480 ± 0.000643 [2026-06-11 15:08:23] Mean PPL(Q)/PPL(base) : 1.001481 ± 0.000644 [2026-06-11 15:08:23] Mean PPL(Q)-PPL(base) : 0.013900 ± 0.006051 [2026-06-11 15:08:23] [2026-06-11 15:08:23] ====== KL divergence statistics ====== [2026-06-11 15:08:23] Mean KLD: 0.001520 ± 0.000034 [2026-06-11 15:08:23] Maximum KLD: 0.231725 [2026-06-11 15:08:23] 99.9% KLD: 0.031708 [2026-06-11 15:08:23] 99.0% KLD: 0.007907 [2026-06-11 15:08:23] 95.0% KLD: 0.003992 [2026-06-11 15:08:23] 90.0% KLD: 0.002923 [2026-06-11 15:08:23] Median KLD: 0.001101 [2026-06-11 15:08:23] 10.0% KLD: 0.000040 [2026-06-11 15:08:23] 5.0% KLD: 0.000012 [2026-06-11 15:08:23] 1.0% KLD: 0.000000 [2026-06-11 15:08:23] 0.1% KLD: -0.000011 [2026-06-11 15:08:23] Minimum KLD: -0.000056 [2026-06-11 15:08:23] [2026-06-11 15:08:23] ====== Token probability statistics ====== [2026-06-11 15:08:23] Mean Δp: -0.046 ± 0.011 % [2026-06-11 15:08:23] Maximum Δp: 29.985% [2026-06-11 15:08:23] 99.9% Δp: 5.955% [2026-06-11 15:08:23] 99.0% Δp: 3.053% [2026-06-11 15:08:23] 95.0% Δp: 1.614% [2026-06-11 15:08:23] 90.0% Δp: 0.852% [2026-06-11 15:08:23] 75.0% Δp: 0.149% [2026-06-11 15:08:23] Median Δp: -0.000% [2026-06-11 15:08:23] 25.0% Δp: -0.173% [2026-06-11 15:08:23] 10.0% Δp: -1.079% [2026-06-11 15:08:23] 5.0% Δp: -1.976% [2026-06-11 15:08:23] 1.0% Δp: -3.226% [2026-06-11 15:08:23] 0.1% Δp: -7.015% [2026-06-11 15:08:23] Minimum Δp: -26.035% [2026-06-11 15:08:23] RMS Δp : 1.195 ± 0.050 % [2026-06-11 15:08:23] Same top p: 98.204 ± 0.118 % [2026-06-11 15:08:23] [2026-06-11 15:08:24] ✅ Finished target model 43: 1 files evaluated [2026-06-11 15:08:25] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-Q5_K/Qwen3.5_4B-MoQ-layers_16-19-Q5_K.gguf to free disk space [2026-06-11 15:08:25] ============================================================ [2026-06-11 15:08:25] TARGET MODEL 44/83: w-ahmad/test3 / MoQ-layers_16-19-Q6_K/Qwen3.5_4B-MoQ-layers_16-19-Q6_K.gguf [2026-06-11 15:08:25] ============================================================ [2026-06-11 15:08:50] [1/1] MoQ-layers_16-19-Q6_K/Qwen3.5_4B-MoQ-layers_16-19-Q6_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:08:51] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-Q6_K/Qwen3.5_4B-MoQ-layers_16-19-Q6_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:08:52] 0.00.370.383 I common_init_result: fitting params to device memory ... [2026-06-11 15:08:52] 0.00.370.421 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:09:02] 0.10.936.388 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:09:02] 0.10.989.533 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:09:03] 0.11.300.778 I [2026-06-11 15:09:03] 0.11.300.976 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:09:03] 0.11.399.819 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:09:05] 0.13.630.903 I kl_divergence: 2.23 seconds per pass - ETA 1.85 minutes [2026-06-11 15:09:05] [2026-06-11 15:09:05] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:09:05] 1 6.0098 ± 1.0206 0.00238 ± 0.00181 0.00047 ± 0.00004 0.695 ± 0.070 % 99.608 ± 0.392 % [2026-06-11 15:09:07] 2 8.8796 ± 1.1544 0.00194 ± 0.00160 0.00057 ± 0.00003 0.718 ± 0.050 % 99.216 ± 0.391 % [2026-06-11 15:09:09] 3 9.0394 ± 0.9434 0.00071 ± 0.00129 0.00062 ± 0.00003 0.776 ± 0.051 % 98.954 ± 0.368 % [2026-06-11 15:09:11] 4 8.8611 ± 0.7695 0.00004 ± 0.00114 0.00063 ± 0.00003 0.767 ± 0.043 % 98.824 ± 0.338 % [2026-06-11 15:09:14] 5 8.9334 ± 0.6809 0.00025 ± 0.00103 0.00064 ± 0.00002 0.762 ± 0.037 % 98.588 ± 0.331 % [2026-06-11 15:09:16] 6 9.2470 ± 0.6371 0.00030 ± 0.00092 0.00064 ± 0.00002 0.741 ± 0.033 % 98.301 ± 0.331 % [2026-06-11 15:09:18] 7 9.5738 ± 0.6111 0.00063 ± 0.00085 0.00064 ± 0.00002 0.714 ± 0.030 % 98.431 ± 0.294 % [2026-06-11 15:09:20] 8 10.4438 ± 0.6424 0.00146 ± 0.00082 0.00065 ± 0.00002 0.715 ± 0.028 % 98.382 ± 0.279 % [2026-06-11 15:09:22] 9 11.0649 ± 0.6460 0.00150 ± 0.00078 0.00065 ± 0.00002 0.716 ± 0.026 % 98.388 ± 0.263 % [2026-06-11 15:09:24] 10 11.5022 ± 0.6393 0.00185 ± 0.00075 0.00066 ± 0.00002 0.718 ± 0.025 % 98.431 ± 0.246 % [2026-06-11 15:09:27] 11 11.3925 ± 0.6017 0.00139 ± 0.00072 0.00066 ± 0.00001 0.731 ± 0.024 % 98.467 ± 0.232 % [2026-06-11 15:09:29] 12 11.5311 ± 0.5852 0.00148 ± 0.00069 0.00066 ± 0.00001 0.739 ± 0.023 % 98.529 ± 0.218 % [2026-06-11 15:09:31] 13 12.2153 ± 0.6054 0.00152 ± 0.00067 0.00067 ± 0.00001 0.739 ± 0.022 % 98.401 ± 0.218 % [2026-06-11 15:09:33] 14 11.6269 ± 0.5525 0.00181 ± 0.00079 0.00068 ± 0.00001 0.754 ± 0.025 % 98.459 ± 0.206 % [2026-06-11 15:09:35] 15 11.5197 ± 0.5286 0.00215 ± 0.00076 0.00069 ± 0.00001 0.765 ± 0.024 % 98.510 ± 0.196 % [2026-06-11 15:09:38] 16 11.6385 ± 0.5212 0.00214 ± 0.00073 0.00069 ± 0.00001 0.764 ± 0.022 % 98.382 ± 0.198 % [2026-06-11 15:09:40] 17 10.8369 ± 0.4665 0.00198 ± 0.00070 0.00068 ± 0.00001 0.762 ± 0.022 % 98.431 ± 0.189 % [2026-06-11 15:09:42] 18 10.8323 ± 0.4516 0.00230 ± 0.00068 0.00069 ± 0.00001 0.769 ± 0.021 % 98.453 ± 0.182 % [2026-06-11 15:09:45] 19 10.7346 ± 0.4368 0.00255 ± 0.00067 0.00071 ± 0.00002 0.809 ± 0.039 % 98.411 ± 0.180 % [2026-06-11 15:09:47] 20 10.7670 ± 0.4272 0.00247 ± 0.00065 0.00073 ± 0.00003 0.857 ± 0.058 % 98.451 ± 0.173 % [2026-06-11 15:09:49] 21 10.3789 ± 0.3995 0.00238 ± 0.00063 0.00073 ± 0.00002 0.857 ± 0.056 % 98.487 ± 0.167 % [2026-06-11 15:09:51] 22 10.2456 ± 0.3844 0.00230 ± 0.00062 0.00074 ± 0.00002 0.870 ± 0.054 % 98.449 ± 0.165 % [2026-06-11 15:09:54] 23 9.8514 ± 0.3591 0.00243 ± 0.00060 0.00073 ± 0.00002 0.868 ± 0.052 % 98.483 ± 0.160 % [2026-06-11 15:09:56] 24 9.3620 ± 0.3308 0.00242 ± 0.00060 0.00074 ± 0.00003 0.880 ± 0.050 % 98.497 ± 0.156 % [2026-06-11 15:09:58] 25 9.1842 ± 0.3167 0.00224 ± 0.00059 0.00074 ± 0.00003 0.879 ± 0.048 % 98.525 ± 0.151 % [2026-06-11 15:10:00] 26 8.9326 ± 0.2995 0.00211 ± 0.00057 0.00074 ± 0.00003 0.871 ± 0.047 % 98.567 ± 0.146 % [2026-06-11 15:10:03] 27 8.7648 ± 0.2871 0.00209 ± 0.00056 0.00073 ± 0.00003 0.869 ± 0.045 % 98.606 ± 0.141 % [2026-06-11 15:10:05] 28 8.6539 ± 0.2779 0.00201 ± 0.00054 0.00072 ± 0.00003 0.870 ± 0.044 % 98.641 ± 0.137 % [2026-06-11 15:10:07] 29 8.6132 ± 0.2715 0.00232 ± 0.00063 0.00072 ± 0.00002 0.868 ± 0.042 % 98.688 ± 0.132 % [2026-06-11 15:10:09] 30 8.5856 ± 0.2657 0.00221 ± 0.00062 0.00072 ± 0.00002 0.868 ± 0.041 % 98.667 ± 0.131 % [2026-06-11 15:10:11] 31 8.4993 ± 0.2578 0.00212 ± 0.00060 0.00072 ± 0.00002 0.865 ± 0.040 % 98.672 ± 0.129 % [2026-06-11 15:10:13] 32 8.4993 ± 0.2539 0.00210 ± 0.00059 0.00072 ± 0.00002 0.864 ± 0.039 % 98.664 ± 0.127 % [2026-06-11 15:10:16] 33 8.4534 ± 0.2484 0.00205 ± 0.00058 0.00072 ± 0.00002 0.861 ± 0.038 % 98.693 ± 0.124 % [2026-06-11 15:10:18] 34 8.5323 ± 0.2476 0.00205 ± 0.00056 0.00072 ± 0.00002 0.857 ± 0.037 % 98.708 ± 0.121 % [2026-06-11 15:10:20] 35 8.6263 ± 0.2467 0.00207 ± 0.00055 0.00072 ± 0.00002 0.854 ± 0.036 % 98.723 ± 0.119 % [2026-06-11 15:10:22] 36 8.8094 ± 0.2488 0.00213 ± 0.00054 0.00072 ± 0.00002 0.850 ± 0.035 % 98.638 ± 0.121 % [2026-06-11 15:10:24] 37 8.9229 ± 0.2485 0.00222 ± 0.00053 0.00072 ± 0.00002 0.846 ± 0.034 % 98.643 ± 0.119 % [2026-06-11 15:10:26] 38 8.9389 ± 0.2456 0.00223 ± 0.00052 0.00072 ± 0.00002 0.848 ± 0.034 % 98.669 ± 0.116 % [2026-06-11 15:10:28] 39 8.9346 ± 0.2424 0.00234 ± 0.00051 0.00072 ± 0.00002 0.848 ± 0.033 % 98.683 ± 0.114 % [2026-06-11 15:10:31] 40 8.9708 ± 0.2410 0.00256 ± 0.00057 0.00072 ± 0.00002 0.849 ± 0.032 % 98.676 ± 0.113 % [2026-06-11 15:10:33] 41 9.0186 ± 0.2398 0.00256 ± 0.00056 0.00072 ± 0.00002 0.847 ± 0.032 % 98.661 ± 0.112 % [2026-06-11 15:10:35] 42 9.0921 ± 0.2391 0.00241 ± 0.00055 0.00072 ± 0.00002 0.846 ± 0.031 % 98.665 ± 0.111 % [2026-06-11 15:10:37] 43 9.1194 ± 0.2376 0.00232 ± 0.00054 0.00072 ± 0.00002 0.845 ± 0.030 % 98.650 ± 0.110 % [2026-06-11 15:10:39] 44 9.1300 ± 0.2353 0.00228 ± 0.00054 0.00072 ± 0.00002 0.844 ± 0.030 % 98.627 ± 0.110 % [2026-06-11 15:10:41] 45 9.2270 ± 0.2358 0.00225 ± 0.00053 0.00072 ± 0.00002 0.851 ± 0.029 % 98.614 ± 0.109 % [2026-06-11 15:10:44] 46 9.1764 ± 0.2315 0.00222 ± 0.00052 0.00073 ± 0.00002 0.865 ± 0.030 % 98.636 ± 0.107 % [2026-06-11 15:10:46] 47 9.3599 ± 0.2347 0.00211 ± 0.00051 0.00073 ± 0.00002 0.861 ± 0.030 % 98.648 ± 0.105 % [2026-06-11 15:10:48] 48 9.4455 ± 0.2348 0.00219 ± 0.00052 0.00073 ± 0.00002 0.856 ± 0.029 % 98.652 ± 0.104 % [2026-06-11 15:10:50] 49 9.3496 ± 0.2294 0.00217 ± 0.00051 0.00073 ± 0.00002 0.854 ± 0.029 % 98.655 ± 0.103 % [2026-06-11 15:10:52] 50 9.4047 ± 0.2287 0.00217 ± 0.00051 0.00073 ± 0.00002 0.852 ± 0.028 % 98.659 ± 0.102 % [2026-06-11 15:10:52] [2026-06-11 15:10:52] ====== Perplexity statistics ====== [2026-06-11 15:10:52] Mean PPL(Q) : 9.404654 ± 0.228669 [2026-06-11 15:10:52] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:10:52] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 15:10:52] Mean ln(PPL(Q)/PPL(base)) : 0.002169 ± 0.000506 [2026-06-11 15:10:52] Mean PPL(Q)/PPL(base) : 1.002171 ± 0.000507 [2026-06-11 15:10:52] Mean PPL(Q)-PPL(base) : 0.020378 ± 0.004819 [2026-06-11 15:10:52] [2026-06-11 15:10:52] ====== KL divergence statistics ====== [2026-06-11 15:10:52] Mean KLD: 0.000730 ± 0.000016 [2026-06-11 15:10:52] Maximum KLD: 0.114279 [2026-06-11 15:10:52] 99.9% KLD: 0.015557 [2026-06-11 15:10:52] 99.0% KLD: 0.003832 [2026-06-11 15:10:52] 95.0% KLD: 0.002080 [2026-06-11 15:10:52] 90.0% KLD: 0.001807 [2026-06-11 15:10:52] Median KLD: 0.000405 [2026-06-11 15:10:52] 10.0% KLD: 0.000010 [2026-06-11 15:10:52] 5.0% KLD: 0.000002 [2026-06-11 15:10:52] 1.0% KLD: -0.000002 [2026-06-11 15:10:52] 0.1% KLD: -0.000013 [2026-06-11 15:10:52] Minimum KLD: -0.000072 [2026-06-11 15:10:52] [2026-06-11 15:10:52] ====== Token probability statistics ====== [2026-06-11 15:10:52] Mean Δp: -0.028 ± 0.008 % [2026-06-11 15:10:52] Maximum Δp: 20.246% [2026-06-11 15:10:52] 99.9% Δp: 3.897% [2026-06-11 15:10:52] 99.0% Δp: 2.768% [2026-06-11 15:10:52] 95.0% Δp: 1.066% [2026-06-11 15:10:52] 90.0% Δp: 0.453% [2026-06-11 15:10:52] 75.0% Δp: 0.060% [2026-06-11 15:10:52] Median Δp: -0.000% [2026-06-11 15:10:52] 25.0% Δp: -0.071% [2026-06-11 15:10:52] 10.0% Δp: -0.569% [2026-06-11 15:10:52] 5.0% Δp: -1.300% [2026-06-11 15:10:52] 1.0% Δp: -2.857% [2026-06-11 15:10:52] 0.1% Δp: -5.058% [2026-06-11 15:10:52] Minimum Δp: -15.809% [2026-06-11 15:10:52] RMS Δp : 0.852 ± 0.028 % [2026-06-11 15:10:52] Same top p: 98.659 ± 0.102 % [2026-06-11 15:10:52] [2026-06-11 15:10:53] ✅ Finished target model 44: 1 files evaluated [2026-06-11 15:10:54] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-Q6_K/Qwen3.5_4B-MoQ-layers_16-19-Q6_K.gguf to free disk space [2026-06-11 15:10:54] ============================================================ [2026-06-11 15:10:54] TARGET MODEL 45/83: w-ahmad/test3 / MoQ-layers_16-19-Q8_0/Qwen3.5_4B-MoQ-layers_16-19-Q8_0.gguf [2026-06-11 15:10:54] ============================================================ [2026-06-11 15:11:25] [1/1] MoQ-layers_16-19-Q8_0/Qwen3.5_4B-MoQ-layers_16-19-Q8_0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:11:26] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_16-19-Q8_0/Qwen3.5_4B-MoQ-layers_16-19-Q8_0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:11:26] 0.00.362.349 I common_init_result: fitting params to device memory ... [2026-06-11 15:11:26] 0.00.362.358 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:11:37] 0.10.758.919 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:11:37] 0.10.807.792 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:11:37] 0.11.111.140 I [2026-06-11 15:11:37] 0.11.111.323 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:11:37] 0.11.203.861 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:11:40] 0.13.445.004 I kl_divergence: 2.24 seconds per pass - ETA 1.87 minutes [2026-06-11 15:11:40] [2026-06-11 15:11:40] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:11:40] 1 5.9858 ± 1.0159 -0.00161 ± 0.00190 0.00032 ± 0.00003 0.675 ± 0.070 % 100.000 ± 0.000 % [2026-06-11 15:11:42] 2 8.8592 ± 1.1519 -0.00036 ± 0.00147 0.00039 ± 0.00003 0.723 ± 0.065 % 99.608 ± 0.277 % [2026-06-11 15:11:44] 3 9.0336 ± 0.9434 0.00007 ± 0.00122 0.00040 ± 0.00002 0.726 ± 0.050 % 99.477 ± 0.261 % [2026-06-11 15:11:46] 4 8.8639 ± 0.7704 0.00035 ± 0.00105 0.00041 ± 0.00002 0.712 ± 0.041 % 99.314 ± 0.259 % [2026-06-11 15:11:48] 5 8.9374 ± 0.6819 0.00070 ± 0.00091 0.00043 ± 0.00002 0.705 ± 0.036 % 98.902 ± 0.292 % [2026-06-11 15:11:50] 6 9.2505 ± 0.6378 0.00068 ± 0.00081 0.00043 ± 0.00002 0.707 ± 0.033 % 98.889 ± 0.268 % [2026-06-11 15:11:52] 7 9.5744 ± 0.6115 0.00068 ± 0.00075 0.00043 ± 0.00002 0.718 ± 0.031 % 98.936 ± 0.243 % [2026-06-11 15:11:54] 8 10.4373 ± 0.6422 0.00083 ± 0.00070 0.00043 ± 0.00001 0.693 ± 0.029 % 98.971 ± 0.224 % [2026-06-11 15:11:57] 9 11.0590 ± 0.6459 0.00097 ± 0.00065 0.00042 ± 0.00001 0.676 ± 0.027 % 98.998 ± 0.208 % [2026-06-11 15:11:59] 10 11.4933 ± 0.6390 0.00108 ± 0.00061 0.00042 ± 0.00001 0.671 ± 0.025 % 98.941 ± 0.203 % [2026-06-11 15:12:01] 11 11.3850 ± 0.6015 0.00074 ± 0.00058 0.00042 ± 0.00001 0.661 ± 0.024 % 99.002 ± 0.188 % [2026-06-11 15:12:03] 12 11.5215 ± 0.5849 0.00065 ± 0.00056 0.00042 ± 0.00001 0.668 ± 0.023 % 99.020 ± 0.178 % [2026-06-11 15:12:05] 13 12.2021 ± 0.6048 0.00044 ± 0.00055 0.00043 ± 0.00001 0.660 ± 0.022 % 99.005 ± 0.172 % [2026-06-11 15:12:08] 14 11.6153 ± 0.5521 0.00082 ± 0.00071 0.00043 ± 0.00001 0.664 ± 0.021 % 99.076 ± 0.160 % [2026-06-11 15:12:10] 15 11.5045 ± 0.5280 0.00083 ± 0.00068 0.00043 ± 0.00001 0.668 ± 0.021 % 99.111 ± 0.152 % [2026-06-11 15:12:12] 16 11.6238 ± 0.5207 0.00087 ± 0.00065 0.00043 ± 0.00001 0.667 ± 0.020 % 99.044 ± 0.152 % [2026-06-11 15:12:14] 17 10.8258 ± 0.4662 0.00095 ± 0.00062 0.00043 ± 0.00001 0.665 ± 0.019 % 99.054 ± 0.147 % [2026-06-11 15:12:17] 18 10.8200 ± 0.4512 0.00116 ± 0.00060 0.00043 ± 0.00001 0.671 ± 0.019 % 99.020 ± 0.145 % [2026-06-11 15:12:19] 19 10.7211 ± 0.4363 0.00128 ± 0.00058 0.00043 ± 0.00001 0.673 ± 0.019 % 98.968 ± 0.145 % [2026-06-11 15:12:21] 20 10.7535 ± 0.4267 0.00121 ± 0.00056 0.00044 ± 0.00001 0.679 ± 0.018 % 98.961 ± 0.142 % [2026-06-11 15:12:23] 21 10.3658 ± 0.3990 0.00110 ± 0.00055 0.00043 ± 0.00001 0.676 ± 0.018 % 98.973 ± 0.138 % [2026-06-11 15:12:26] 22 10.2341 ± 0.3840 0.00117 ± 0.00053 0.00044 ± 0.00001 0.678 ± 0.017 % 98.984 ± 0.134 % [2026-06-11 15:12:28] 23 9.8391 ± 0.3587 0.00118 ± 0.00051 0.00044 ± 0.00001 0.683 ± 0.017 % 98.994 ± 0.130 % [2026-06-11 15:12:30] 24 9.3511 ± 0.3304 0.00126 ± 0.00050 0.00044 ± 0.00001 0.687 ± 0.017 % 98.954 ± 0.130 % [2026-06-11 15:12:32] 25 9.1752 ± 0.3164 0.00126 ± 0.00048 0.00044 ± 0.00001 0.683 ± 0.017 % 98.996 ± 0.125 % [2026-06-11 15:12:35] 26 8.9240 ± 0.2993 0.00114 ± 0.00047 0.00044 ± 0.00001 0.687 ± 0.017 % 99.005 ± 0.122 % [2026-06-11 15:12:37] 27 8.7562 ± 0.2869 0.00112 ± 0.00046 0.00043 ± 0.00001 0.687 ± 0.016 % 99.027 ± 0.118 % [2026-06-11 15:12:39] 28 8.6472 ± 0.2777 0.00123 ± 0.00045 0.00043 ± 0.00001 0.683 ± 0.016 % 99.034 ± 0.116 % [2026-06-11 15:12:41] 29 8.6065 ± 0.2713 0.00153 ± 0.00056 0.00043 ± 0.00001 0.683 ± 0.015 % 99.040 ± 0.113 % [2026-06-11 15:12:43] 30 8.5790 ± 0.2656 0.00144 ± 0.00054 0.00043 ± 0.00001 0.679 ± 0.015 % 99.059 ± 0.110 % [2026-06-11 15:12:46] 31 8.4930 ± 0.2577 0.00137 ± 0.00053 0.00043 ± 0.00001 0.676 ± 0.015 % 99.077 ± 0.108 % [2026-06-11 15:12:48] 32 8.4932 ± 0.2538 0.00139 ± 0.00051 0.00043 ± 0.00001 0.677 ± 0.014 % 99.093 ± 0.105 % [2026-06-11 15:12:50] 33 8.4477 ± 0.2483 0.00137 ± 0.00050 0.00043 ± 0.00001 0.673 ± 0.014 % 99.097 ± 0.103 % [2026-06-11 15:12:52] 34 8.5264 ± 0.2475 0.00136 ± 0.00049 0.00043 ± 0.00001 0.672 ± 0.014 % 99.123 ± 0.100 % [2026-06-11 15:12:54] 35 8.6196 ± 0.2466 0.00129 ± 0.00048 0.00043 ± 0.00001 0.669 ± 0.014 % 99.115 ± 0.099 % [2026-06-11 15:12:56] 36 8.8024 ± 0.2487 0.00133 ± 0.00047 0.00043 ± 0.00001 0.666 ± 0.013 % 99.063 ± 0.101 % [2026-06-11 15:12:58] 37 8.9154 ± 0.2483 0.00138 ± 0.00046 0.00043 ± 0.00001 0.663 ± 0.013 % 99.057 ± 0.100 % [2026-06-11 15:13:01] 38 8.9319 ± 0.2454 0.00144 ± 0.00045 0.00043 ± 0.00001 0.660 ± 0.013 % 99.040 ± 0.099 % [2026-06-11 15:13:03] 39 8.9263 ± 0.2422 0.00140 ± 0.00044 0.00043 ± 0.00001 0.659 ± 0.013 % 99.055 ± 0.097 % [2026-06-11 15:13:05] 40 8.9619 ± 0.2408 0.00157 ± 0.00051 0.00043 ± 0.00001 0.663 ± 0.014 % 99.049 ± 0.096 % [2026-06-11 15:13:07] 41 9.0096 ± 0.2396 0.00156 ± 0.00050 0.00043 ± 0.00001 0.662 ± 0.013 % 99.063 ± 0.094 % [2026-06-11 15:13:09] 42 9.0832 ± 0.2388 0.00143 ± 0.00049 0.00043 ± 0.00001 0.662 ± 0.013 % 99.066 ± 0.093 % [2026-06-11 15:13:11] 43 9.1110 ± 0.2374 0.00139 ± 0.00048 0.00043 ± 0.00001 0.662 ± 0.013 % 99.070 ± 0.092 % [2026-06-11 15:13:13] 44 9.1216 ± 0.2351 0.00136 ± 0.00047 0.00043 ± 0.00001 0.661 ± 0.013 % 99.055 ± 0.091 % [2026-06-11 15:13:16] 45 9.2174 ± 0.2356 0.00121 ± 0.00047 0.00043 ± 0.00001 0.662 ± 0.013 % 99.041 ± 0.091 % [2026-06-11 15:13:18] 46 9.1668 ± 0.2313 0.00116 ± 0.00046 0.00043 ± 0.00001 0.664 ± 0.012 % 99.054 ± 0.089 % [2026-06-11 15:13:20] 47 9.3507 ± 0.2345 0.00112 ± 0.00045 0.00043 ± 0.00001 0.663 ± 0.012 % 99.049 ± 0.089 % [2026-06-11 15:13:22] 48 9.4367 ± 0.2346 0.00126 ± 0.00046 0.00043 ± 0.00001 0.662 ± 0.012 % 99.069 ± 0.087 % [2026-06-11 15:13:24] 49 9.3405 ± 0.2292 0.00120 ± 0.00046 0.00043 ± 0.00001 0.660 ± 0.012 % 99.080 ± 0.085 % [2026-06-11 15:13:26] 50 9.3960 ± 0.2285 0.00125 ± 0.00045 0.00043 ± 0.00001 0.660 ± 0.012 % 99.098 ± 0.084 % [2026-06-11 15:13:26] [2026-06-11 15:13:26] ====== Perplexity statistics ====== [2026-06-11 15:13:26] Mean PPL(Q) : 9.396001 ± 0.228509 [2026-06-11 15:13:26] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:13:26] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 15:13:26] Mean ln(PPL(Q)/PPL(base)) : 0.001249 ± 0.000448 [2026-06-11 15:13:26] Mean PPL(Q)/PPL(base) : 1.001249 ± 0.000449 [2026-06-11 15:13:26] Mean PPL(Q)-PPL(base) : 0.011725 ± 0.004247 [2026-06-11 15:13:26] [2026-06-11 15:13:26] ====== KL divergence statistics ====== [2026-06-11 15:13:26] Mean KLD: 0.000428 ± 0.000006 [2026-06-11 15:13:26] Maximum KLD: 0.017804 [2026-06-11 15:13:26] 99.9% KLD: 0.006069 [2026-06-11 15:13:26] 99.0% KLD: 0.002265 [2026-06-11 15:13:26] 95.0% KLD: 0.001777 [2026-06-11 15:13:26] 90.0% KLD: 0.001394 [2026-06-11 15:13:26] Median KLD: 0.000171 [2026-06-11 15:13:26] 10.0% KLD: 0.000002 [2026-06-11 15:13:26] 5.0% KLD: -0.000000 [2026-06-11 15:13:26] 1.0% KLD: -0.000008 [2026-06-11 15:13:26] 0.1% KLD: -0.000018 [2026-06-11 15:13:26] Minimum KLD: -0.000068 [2026-06-11 15:13:26] [2026-06-11 15:13:26] ====== Token probability statistics ====== [2026-06-11 15:13:26] Mean Δp: 0.009 ± 0.006 % [2026-06-11 15:13:26] Maximum Δp: 8.298% [2026-06-11 15:13:26] 99.9% Δp: 3.272% [2026-06-11 15:13:26] 99.0% Δp: 2.707% [2026-06-11 15:13:26] 95.0% Δp: 0.915% [2026-06-11 15:13:26] 90.0% Δp: 0.268% [2026-06-11 15:13:26] 75.0% Δp: 0.020% [2026-06-11 15:13:26] Median Δp: -0.000% [2026-06-11 15:13:26] 25.0% Δp: -0.042% [2026-06-11 15:13:26] 10.0% Δp: -0.297% [2026-06-11 15:13:26] 5.0% Δp: -0.760% [2026-06-11 15:13:26] 1.0% Δp: -2.420% [2026-06-11 15:13:26] 0.1% Δp: -3.204% [2026-06-11 15:13:26] Minimum Δp: -5.910% [2026-06-11 15:13:26] RMS Δp : 0.660 ± 0.012 % [2026-06-11 15:13:26] Same top p: 99.098 ± 0.084 % [2026-06-11 15:13:26] [2026-06-11 15:13:27] ✅ Finished target model 45: 1 files evaluated [2026-06-11 15:13:28] 🗑️ Deleted /kaggle/working/MoQ-layers_16-19-Q8_0/Qwen3.5_4B-MoQ-layers_16-19-Q8_0.gguf to free disk space [2026-06-11 15:13:28] ============================================================ [2026-06-11 15:13:28] TARGET MODEL 46/83: w-ahmad/test3 / MoQ-layers_20-23-IQ1_M/Qwen3.5_4B-MoQ-layers_20-23-IQ1_M.gguf [2026-06-11 15:13:28] ============================================================ [2026-06-11 15:13:50] [1/1] MoQ-layers_20-23-IQ1_M/Qwen3.5_4B-MoQ-layers_20-23-IQ1_M.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:13:51] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ1_M/Qwen3.5_4B-MoQ-layers_20-23-IQ1_M.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:13:52] 0.00.286.837 I common_init_result: fitting params to device memory ... [2026-06-11 15:13:52] 0.00.286.848 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:14:02] 0.10.545.652 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:14:02] 0.10.597.423 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:14:02] 0.10.902.954 I [2026-06-11 15:14:02] 0.10.903.138 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:14:02] 0.11.003.380 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:14:05] 0.13.289.443 I kl_divergence: 2.29 seconds per pass - ETA 1.90 minutes [2026-06-11 15:14:05] [2026-06-11 15:14:05] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:14:05] 1 7.4553 ± 1.3323 0.21791 ± 0.04835 0.16540 ± 0.03800 14.617 ± 2.366 % 87.843 ± 2.050 % [2026-06-11 15:14:07] 2 10.8441 ± 1.4625 0.20181 ± 0.03369 0.16322 ± 0.02406 12.776 ± 1.630 % 86.471 ± 1.516 % [2026-06-11 15:14:09] 3 10.7795 ± 1.1543 0.17676 ± 0.02529 0.15225 ± 0.01665 12.073 ± 1.228 % 85.621 ± 1.269 % [2026-06-11 15:14:11] 4 10.4513 ± 0.9283 0.16508 ± 0.02107 0.14430 ± 0.01328 11.706 ± 1.058 % 85.490 ± 1.103 % [2026-06-11 15:14:14] 5 10.3618 ± 0.8076 0.14857 ± 0.01768 0.13460 ± 0.01070 10.917 ± 0.911 % 85.098 ± 0.998 % [2026-06-11 15:14:16] 6 10.6474 ± 0.7485 0.14132 ± 0.01552 0.13092 ± 0.00902 10.616 ± 0.792 % 84.118 ± 0.935 % [2026-06-11 15:14:18] 7 10.9720 ± 0.7151 0.13693 ± 0.01405 0.12605 ± 0.00778 10.110 ± 0.714 % 84.538 ± 0.856 % [2026-06-11 15:14:20] 8 11.9715 ± 0.7514 0.13798 ± 0.01311 0.12462 ± 0.00694 9.696 ± 0.655 % 84.657 ± 0.798 % [2026-06-11 15:14:22] 9 12.6415 ± 0.7527 0.13471 ± 0.01209 0.12228 ± 0.00625 9.408 ± 0.607 % 84.444 ± 0.757 % [2026-06-11 15:14:25] 10 13.1552 ± 0.7473 0.13613 ± 0.01130 0.11924 ± 0.00564 9.163 ± 0.562 % 84.431 ± 0.718 % [2026-06-11 15:14:27] 11 13.0787 ± 0.7056 0.13943 ± 0.01077 0.11842 ± 0.00522 9.099 ± 0.526 % 84.777 ± 0.678 % [2026-06-11 15:14:29] 12 13.2140 ± 0.6838 0.13771 ± 0.01021 0.11721 ± 0.00486 9.012 ± 0.491 % 84.902 ± 0.647 % [2026-06-11 15:14:31] 13 13.9712 ± 0.7057 0.13583 ± 0.00981 0.11665 ± 0.00452 8.909 ± 0.461 % 84.736 ± 0.625 % [2026-06-11 15:14:34] 14 13.3109 ± 0.6443 0.13707 ± 0.00954 0.12036 ± 0.00452 9.354 ± 0.445 % 84.594 ± 0.604 % [2026-06-11 15:14:36] 15 13.1143 ± 0.6115 0.13180 ± 0.01005 0.12523 ± 0.00475 9.943 ± 0.452 % 84.261 ± 0.589 % [2026-06-11 15:14:38] 16 13.3703 ± 0.6088 0.14085 ± 0.00997 0.12887 ± 0.00479 10.143 ± 0.443 % 83.946 ± 0.575 % [2026-06-11 15:14:40] 17 12.4267 ± 0.5437 0.13887 ± 0.00952 0.12821 ± 0.00461 10.339 ± 0.431 % 84.129 ± 0.555 % [2026-06-11 15:14:43] 18 12.4783 ± 0.5291 0.14375 ± 0.00945 0.13125 ± 0.00466 10.516 ± 0.427 % 84.161 ± 0.539 % [2026-06-11 15:14:45] 19 12.3600 ± 0.5107 0.14354 ± 0.00937 0.13538 ± 0.00500 10.751 ± 0.424 % 84.190 ± 0.524 % [2026-06-11 15:14:47] 20 12.3734 ± 0.4983 0.14153 ± 0.00911 0.13532 ± 0.00478 10.711 ± 0.408 % 84.353 ± 0.509 % [2026-06-11 15:14:50] 21 11.9194 ± 0.4657 0.14077 ± 0.00879 0.13418 ± 0.00459 10.672 ± 0.393 % 84.500 ± 0.495 % [2026-06-11 15:14:52] 22 11.7712 ± 0.4483 0.14110 ± 0.00858 0.13639 ± 0.00451 10.858 ± 0.385 % 84.421 ± 0.484 % [2026-06-11 15:14:54] 23 11.3132 ± 0.4188 0.14078 ± 0.00831 0.13544 ± 0.00438 10.911 ± 0.374 % 84.569 ± 0.472 % [2026-06-11 15:14:56] 24 10.7115 ± 0.3843 0.13708 ± 0.00806 0.13366 ± 0.00423 10.939 ± 0.364 % 84.886 ± 0.458 % [2026-06-11 15:14:59] 25 10.5060 ± 0.3678 0.13670 ± 0.00789 0.13335 ± 0.00409 10.991 ± 0.351 % 85.020 ± 0.447 % [2026-06-11 15:15:01] 26 10.2045 ± 0.3475 0.13522 ± 0.00771 0.13256 ± 0.00395 10.920 ± 0.341 % 85.083 ± 0.438 % [2026-06-11 15:15:03] 27 10.0022 ± 0.3327 0.13416 ± 0.00751 0.13179 ± 0.00383 10.888 ± 0.331 % 85.113 ± 0.429 % [2026-06-11 15:15:05] 28 9.8705 ± 0.3218 0.13354 ± 0.00732 0.13034 ± 0.00370 10.813 ± 0.322 % 85.350 ± 0.419 % [2026-06-11 15:15:07] 29 9.8096 ± 0.3137 0.13238 ± 0.00715 0.13000 ± 0.00363 10.828 ± 0.316 % 85.463 ± 0.410 % [2026-06-11 15:15:09] 30 9.7765 ± 0.3068 0.13211 ± 0.00701 0.12987 ± 0.00355 10.839 ± 0.310 % 85.621 ± 0.401 % [2026-06-11 15:15:12] 31 9.6772 ± 0.2978 0.13191 ± 0.00685 0.12959 ± 0.00346 10.876 ± 0.305 % 85.515 ± 0.396 % [2026-06-11 15:15:14] 32 9.6917 ± 0.2936 0.13339 ± 0.00674 0.13009 ± 0.00340 10.871 ± 0.299 % 85.417 ± 0.391 % [2026-06-11 15:15:16] 33 9.6349 ± 0.2869 0.13287 ± 0.00660 0.13031 ± 0.00335 10.903 ± 0.295 % 85.324 ± 0.386 % [2026-06-11 15:15:18] 34 9.7227 ± 0.2858 0.13266 ± 0.00651 0.13044 ± 0.00329 10.916 ± 0.291 % 85.352 ± 0.380 % [2026-06-11 15:15:20] 35 9.8560 ± 0.2858 0.13533 ± 0.00646 0.13159 ± 0.00325 10.904 ± 0.286 % 85.210 ± 0.376 % [2026-06-11 15:15:22] 36 10.0828 ± 0.2889 0.13714 ± 0.00638 0.13187 ± 0.00318 10.846 ± 0.282 % 85.054 ± 0.372 % [2026-06-11 15:15:25] 37 10.2379 ± 0.2895 0.13970 ± 0.00634 0.13236 ± 0.00313 10.807 ± 0.276 % 85.109 ± 0.367 % [2026-06-11 15:15:27] 38 10.2546 ± 0.2860 0.13954 ± 0.00624 0.13197 ± 0.00306 10.767 ± 0.271 % 85.088 ± 0.362 % [2026-06-11 15:15:29] 39 10.2246 ± 0.2814 0.13720 ± 0.00613 0.13122 ± 0.00299 10.699 ± 0.266 % 85.178 ± 0.356 % [2026-06-11 15:15:31] 40 10.2580 ± 0.2796 0.13665 ± 0.00608 0.13088 ± 0.00293 10.664 ± 0.262 % 85.186 ± 0.352 % [2026-06-11 15:15:33] 41 10.3008 ± 0.2778 0.13549 ± 0.00601 0.13060 ± 0.00287 10.619 ± 0.258 % 85.213 ± 0.347 % [2026-06-11 15:15:35] 42 10.3769 ± 0.2767 0.13458 ± 0.00593 0.13033 ± 0.00282 10.566 ± 0.254 % 85.145 ± 0.344 % [2026-06-11 15:15:38] 43 10.4290 ± 0.2757 0.13650 ± 0.00587 0.13057 ± 0.00278 10.574 ± 0.251 % 85.107 ± 0.340 % [2026-06-11 15:15:40] 44 10.4207 ± 0.2724 0.13452 ± 0.00578 0.13008 ± 0.00273 10.520 ± 0.247 % 85.098 ± 0.336 % [2026-06-11 15:15:42] 45 10.5460 ± 0.2732 0.13586 ± 0.00572 0.13066 ± 0.00268 10.569 ± 0.245 % 84.950 ± 0.334 % [2026-06-11 15:15:44] 46 10.4898 ± 0.2683 0.13598 ± 0.00566 0.13105 ± 0.00268 10.672 ± 0.245 % 84.936 ± 0.330 % [2026-06-11 15:15:46] 47 10.6910 ± 0.2718 0.13507 ± 0.00560 0.13114 ± 0.00263 10.632 ± 0.242 % 84.756 ± 0.328 % [2026-06-11 15:15:49] 48 10.7835 ± 0.2717 0.13466 ± 0.00553 0.13074 ± 0.00258 10.619 ± 0.238 % 84.886 ± 0.324 % [2026-06-11 15:15:51] 49 10.6744 ± 0.2656 0.13469 ± 0.00547 0.13033 ± 0.00254 10.569 ± 0.235 % 84.826 ± 0.321 % [2026-06-11 15:15:53] 50 10.7372 ± 0.2647 0.13467 ± 0.00539 0.12991 ± 0.00249 10.528 ± 0.231 % 84.871 ± 0.317 % [2026-06-11 15:15:53] [2026-06-11 15:15:53] ====== Perplexity statistics ====== [2026-06-11 15:15:53] Mean PPL(Q) : 10.737151 ± 0.264698 [2026-06-11 15:15:53] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:15:53] Cor(ln(PPL(Q)), ln(PPL(base))): 97.58% [2026-06-11 15:15:53] Mean ln(PPL(Q)/PPL(base)) : 0.134674 ± 0.005393 [2026-06-11 15:15:53] Mean PPL(Q)/PPL(base) : 1.144164 ± 0.006171 [2026-06-11 15:15:53] Mean PPL(Q)-PPL(base) : 1.352875 ± 0.065404 [2026-06-11 15:15:53] [2026-06-11 15:15:53] ====== KL divergence statistics ====== [2026-06-11 15:15:53] Mean KLD: 0.129911 ± 0.002490 [2026-06-11 15:15:53] Maximum KLD: 8.211681 [2026-06-11 15:15:53] 99.9% KLD: 3.835496 [2026-06-11 15:15:53] 99.0% KLD: 1.130014 [2026-06-11 15:15:53] 95.0% KLD: 0.388990 [2026-06-11 15:15:53] 90.0% KLD: 0.254373 [2026-06-11 15:15:53] Median KLD: 0.071384 [2026-06-11 15:15:53] 10.0% KLD: 0.004664 [2026-06-11 15:15:53] 5.0% KLD: 0.001635 [2026-06-11 15:15:53] 1.0% KLD: 0.000270 [2026-06-11 15:15:53] 0.1% KLD: 0.000047 [2026-06-11 15:15:53] Minimum KLD: 0.000003 [2026-06-11 15:15:53] [2026-06-11 15:15:53] ====== Token probability statistics ====== [2026-06-11 15:15:53] Mean Δp: -2.845 ± 0.090 % [2026-06-11 15:15:53] Maximum Δp: 99.162% [2026-06-11 15:15:53] 99.9% Δp: 43.977% [2026-06-11 15:15:53] 99.0% Δp: 15.725% [2026-06-11 15:15:53] 95.0% Δp: 6.448% [2026-06-11 15:15:53] 90.0% Δp: 3.118% [2026-06-11 15:15:53] 75.0% Δp: 0.207% [2026-06-11 15:15:53] Median Δp: -0.368% [2026-06-11 15:15:53] 25.0% Δp: -4.019% [2026-06-11 15:15:53] 10.0% Δp: -11.449% [2026-06-11 15:15:53] 5.0% Δp: -18.509% [2026-06-11 15:15:53] 1.0% Δp: -46.189% [2026-06-11 15:15:53] 0.1% Δp: -89.829% [2026-06-11 15:15:53] Minimum Δp: -98.006% [2026-06-11 15:15:53] RMS Δp : 10.528 ± 0.231 % [2026-06-11 15:15:53] Same top p: 84.871 ± 0.317 % [2026-06-11 15:15:53] [2026-06-11 15:15:54] ✅ Finished target model 46: 1 files evaluated [2026-06-11 15:15:55] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ1_M/Qwen3.5_4B-MoQ-layers_20-23-IQ1_M.gguf to free disk space [2026-06-11 15:15:55] ============================================================ [2026-06-11 15:15:55] TARGET MODEL 47/83: w-ahmad/test3 / MoQ-layers_20-23-IQ1_S/Qwen3.5_4B-MoQ-layers_20-23-IQ1_S.gguf [2026-06-11 15:15:55] ============================================================ [2026-06-11 15:16:24] [1/1] MoQ-layers_20-23-IQ1_S/Qwen3.5_4B-MoQ-layers_20-23-IQ1_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:16:25] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ1_S/Qwen3.5_4B-MoQ-layers_20-23-IQ1_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:16:25] 0.00.267.093 I common_init_result: fitting params to device memory ... [2026-06-11 15:16:25] 0.00.267.103 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:16:38] 0.12.924.102 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:16:38] 0.12.979.646 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:16:38] 0.13.255.517 I [2026-06-11 15:16:38] 0.13.255.672 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:16:38] 0.13.347.250 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:16:41] 0.15.547.264 I kl_divergence: 2.20 seconds per pass - ETA 1.82 minutes [2026-06-11 15:16:41] [2026-06-11 15:16:41] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:16:41] 1 7.8239 ± 1.4293 0.26617 ± 0.05633 0.18836 ± 0.03651 14.803 ± 2.348 % 87.059 ± 2.106 % [2026-06-11 15:16:43] 2 10.9836 ± 1.4842 0.21459 ± 0.03803 0.19018 ± 0.02318 13.819 ± 1.614 % 85.294 ± 1.570 % [2026-06-11 15:16:45] 3 11.1480 ± 1.2151 0.21037 ± 0.02843 0.17879 ± 0.01594 12.860 ± 1.201 % 84.444 ± 1.311 % [2026-06-11 15:16:47] 4 10.7125 ± 0.9643 0.18977 ± 0.02388 0.16969 ± 0.01297 12.632 ± 1.053 % 83.824 ± 1.154 % [2026-06-11 15:16:49] 5 10.6203 ± 0.8375 0.17322 ± 0.02001 0.15793 ± 0.01048 11.814 ± 0.906 % 84.000 ± 1.027 % [2026-06-11 15:16:51] 6 10.9391 ± 0.7794 0.16835 ± 0.01749 0.15303 ± 0.00884 11.348 ± 0.794 % 83.137 ± 0.958 % [2026-06-11 15:16:53] 7 11.3066 ± 0.7463 0.16698 ± 0.01597 0.14895 ± 0.00768 10.834 ± 0.716 % 83.305 ± 0.883 % [2026-06-11 15:16:56] 8 12.2691 ± 0.7760 0.16254 ± 0.01480 0.14804 ± 0.00685 10.432 ± 0.654 % 83.186 ± 0.828 % [2026-06-11 15:16:58] 9 13.0017 ± 0.7803 0.16281 ± 0.01364 0.14415 ± 0.00614 10.080 ± 0.604 % 83.355 ± 0.778 % [2026-06-11 15:17:00] 10 13.5632 ± 0.7760 0.16668 ± 0.01268 0.14104 ± 0.00556 9.903 ± 0.557 % 83.294 ± 0.739 % [2026-06-11 15:17:02] 11 13.4611 ± 0.7315 0.16824 ± 0.01208 0.14117 ± 0.00533 10.059 ± 0.537 % 83.422 ± 0.702 % [2026-06-11 15:17:04] 12 13.6111 ± 0.7104 0.16732 ± 0.01154 0.14066 ± 0.00499 9.949 ± 0.503 % 83.595 ± 0.670 % [2026-06-11 15:17:07] 13 14.4333 ± 0.7346 0.16837 ± 0.01107 0.14111 ± 0.00470 9.908 ± 0.477 % 83.499 ± 0.645 % [2026-06-11 15:17:09] 14 13.8590 ± 0.6771 0.17742 ± 0.01098 0.14658 ± 0.00479 10.539 ± 0.468 % 83.137 ± 0.627 % [2026-06-11 15:17:11] 15 13.6657 ± 0.6427 0.17298 ± 0.01100 0.15173 ± 0.00496 10.960 ± 0.468 % 82.928 ± 0.608 % [2026-06-11 15:17:13] 16 14.0018 ± 0.6451 0.18701 ± 0.01123 0.15769 ± 0.00536 11.207 ± 0.452 % 82.745 ± 0.592 % [2026-06-11 15:17:16] 17 12.9602 ± 0.5736 0.18090 ± 0.01078 0.15640 ± 0.00521 11.228 ± 0.437 % 82.791 ± 0.573 % [2026-06-11 15:17:18] 18 13.0163 ± 0.5590 0.18596 ± 0.01069 0.16063 ± 0.00521 11.538 ± 0.432 % 82.614 ± 0.559 % [2026-06-11 15:17:20] 19 12.9113 ± 0.5407 0.18718 ± 0.01049 0.16439 ± 0.00538 11.682 ± 0.422 % 82.436 ± 0.547 % [2026-06-11 15:17:22] 20 12.9995 ± 0.5312 0.19089 ± 0.01025 0.16622 ± 0.00527 11.663 ± 0.404 % 82.451 ± 0.533 % [2026-06-11 15:17:25] 21 12.4962 ± 0.4951 0.18803 ± 0.00993 0.16596 ± 0.00512 11.749 ± 0.396 % 82.633 ± 0.518 % [2026-06-11 15:17:27] 22 12.2994 ± 0.4748 0.18500 ± 0.00973 0.16724 ± 0.00497 11.914 ± 0.387 % 82.620 ± 0.506 % [2026-06-11 15:17:29] 23 11.8068 ± 0.4430 0.18349 ± 0.00941 0.16482 ± 0.00479 11.908 ± 0.375 % 82.830 ± 0.492 % [2026-06-11 15:17:32] 24 11.1912 ± 0.4072 0.18089 ± 0.00917 0.16349 ± 0.00469 12.046 ± 0.371 % 83.105 ± 0.479 % [2026-06-11 15:17:34] 25 10.9632 ± 0.3895 0.17930 ± 0.00898 0.16343 ± 0.00454 12.084 ± 0.358 % 83.153 ± 0.469 % [2026-06-11 15:17:36] 26 10.6445 ± 0.3678 0.17744 ± 0.00876 0.16267 ± 0.00440 11.991 ± 0.349 % 83.243 ± 0.459 % [2026-06-11 15:17:38] 27 10.4479 ± 0.3527 0.17776 ± 0.00856 0.16222 ± 0.00427 11.974 ± 0.339 % 83.384 ± 0.449 % [2026-06-11 15:17:41] 28 10.2904 ± 0.3405 0.17520 ± 0.00835 0.16096 ± 0.00414 11.923 ± 0.331 % 83.543 ± 0.439 % [2026-06-11 15:17:43] 29 10.2297 ± 0.3322 0.17431 ± 0.00815 0.16021 ± 0.00405 11.922 ± 0.326 % 83.678 ± 0.430 % [2026-06-11 15:17:45] 30 10.1982 ± 0.3251 0.17434 ± 0.00800 0.16082 ± 0.00398 11.973 ± 0.319 % 83.712 ± 0.422 % [2026-06-11 15:17:47] 31 10.0870 ± 0.3154 0.17338 ± 0.00782 0.15972 ± 0.00387 11.927 ± 0.312 % 83.719 ± 0.415 % [2026-06-11 15:17:49] 32 10.1072 ± 0.3111 0.17537 ± 0.00771 0.16108 ± 0.00382 11.974 ± 0.307 % 83.591 ± 0.410 % [2026-06-11 15:17:52] 33 10.0646 ± 0.3049 0.17651 ± 0.00757 0.16096 ± 0.00375 12.000 ± 0.304 % 83.494 ± 0.405 % [2026-06-11 15:17:54] 34 10.1750 ± 0.3046 0.17813 ± 0.00747 0.16191 ± 0.00371 12.064 ± 0.302 % 83.460 ± 0.399 % [2026-06-11 15:17:56] 35 10.3130 ± 0.3045 0.18065 ± 0.00737 0.16302 ± 0.00366 12.004 ± 0.296 % 83.305 ± 0.395 % [2026-06-11 15:17:58] 36 10.5346 ± 0.3073 0.18097 ± 0.00727 0.16289 ± 0.00357 11.899 ± 0.291 % 83.246 ± 0.390 % [2026-06-11 15:18:00] 37 10.6719 ± 0.3071 0.18122 ± 0.00717 0.16338 ± 0.00351 11.846 ± 0.287 % 83.190 ± 0.385 % [2026-06-11 15:18:02] 38 10.6850 ± 0.3033 0.18065 ± 0.00706 0.16317 ± 0.00343 11.805 ± 0.282 % 83.158 ± 0.380 % [2026-06-11 15:18:05] 39 10.6494 ± 0.2982 0.17791 ± 0.00693 0.16197 ± 0.00335 11.724 ± 0.277 % 83.248 ± 0.374 % [2026-06-11 15:18:07] 40 10.6931 ± 0.2968 0.17818 ± 0.00690 0.16155 ± 0.00329 11.662 ± 0.272 % 83.216 ± 0.370 % [2026-06-11 15:18:09] 41 10.7365 ± 0.2949 0.17691 ± 0.00679 0.16112 ± 0.00322 11.614 ± 0.268 % 83.195 ± 0.366 % [2026-06-11 15:18:11] 42 10.8219 ± 0.2939 0.17658 ± 0.00671 0.16159 ± 0.00319 11.579 ± 0.265 % 83.184 ± 0.361 % [2026-06-11 15:18:13] 43 10.8700 ± 0.2927 0.17792 ± 0.00662 0.16190 ± 0.00315 11.581 ± 0.261 % 83.101 ± 0.358 % [2026-06-11 15:18:15] 44 10.8701 ± 0.2895 0.17673 ± 0.00653 0.16185 ± 0.00309 11.530 ± 0.257 % 83.048 ± 0.354 % [2026-06-11 15:18:17] 45 11.0020 ± 0.2905 0.17819 ± 0.00645 0.16218 ± 0.00305 11.520 ± 0.254 % 82.998 ± 0.351 % [2026-06-11 15:18:20] 46 10.9399 ± 0.2851 0.17799 ± 0.00640 0.16291 ± 0.00307 11.653 ± 0.256 % 82.984 ± 0.347 % [2026-06-11 15:18:22] 47 11.1637 ± 0.2893 0.17833 ± 0.00633 0.16364 ± 0.00302 11.618 ± 0.252 % 82.804 ± 0.345 % [2026-06-11 15:18:24] 48 11.2731 ± 0.2896 0.17907 ± 0.00626 0.16319 ± 0.00297 11.614 ± 0.249 % 82.925 ± 0.340 % [2026-06-11 15:18:26] 49 11.1515 ± 0.2830 0.17841 ± 0.00617 0.16240 ± 0.00292 11.557 ± 0.245 % 82.961 ± 0.336 % [2026-06-11 15:18:28] 50 11.1987 ± 0.2814 0.17676 ± 0.00609 0.16183 ± 0.00287 11.501 ± 0.242 % 83.043 ± 0.332 % [2026-06-11 15:18:28] [2026-06-11 15:18:28] ====== Perplexity statistics ====== [2026-06-11 15:18:28] Mean PPL(Q) : 11.198689 ± 0.281415 [2026-06-11 15:18:28] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:18:28] Cor(ln(PPL(Q)), ln(PPL(base))): 97.02% [2026-06-11 15:18:28] Mean ln(PPL(Q)/PPL(base)) : 0.176761 ± 0.006090 [2026-06-11 15:18:28] Mean PPL(Q)/PPL(base) : 1.193346 ± 0.007268 [2026-06-11 15:18:28] Mean PPL(Q)-PPL(base) : 1.814413 ± 0.081828 [2026-06-11 15:18:28] [2026-06-11 15:18:28] ====== KL divergence statistics ====== [2026-06-11 15:18:28] Mean KLD: 0.161832 ± 0.002867 [2026-06-11 15:18:28] Maximum KLD: 6.954431 [2026-06-11 15:18:28] 99.9% KLD: 4.485723 [2026-06-11 15:18:28] 99.0% KLD: 1.453085 [2026-06-11 15:18:28] 95.0% KLD: 0.492373 [2026-06-11 15:18:28] 90.0% KLD: 0.326104 [2026-06-11 15:18:28] Median KLD: 0.087273 [2026-06-11 15:18:28] 10.0% KLD: 0.005684 [2026-06-11 15:18:28] 5.0% KLD: 0.001951 [2026-06-11 15:18:28] 1.0% KLD: 0.000305 [2026-06-11 15:18:28] 0.1% KLD: 0.000066 [2026-06-11 15:18:28] Minimum KLD: 0.000005 [2026-06-11 15:18:28] [2026-06-11 15:18:28] ====== Token probability statistics ====== [2026-06-11 15:18:28] Mean Δp: -2.853 ± 0.099 % [2026-06-11 15:18:28] Maximum Δp: 81.561% [2026-06-11 15:18:28] 99.9% Δp: 39.644% [2026-06-11 15:18:28] 99.0% Δp: 18.796% [2026-06-11 15:18:28] 95.0% Δp: 8.258% [2026-06-11 15:18:28] 90.0% Δp: 4.410% [2026-06-11 15:18:28] 75.0% Δp: 0.392% [2026-06-11 15:18:28] Median Δp: -0.303% [2026-06-11 15:18:28] 25.0% Δp: -3.949% [2026-06-11 15:18:28] 10.0% Δp: -12.065% [2026-06-11 15:18:28] 5.0% Δp: -19.914% [2026-06-11 15:18:28] 1.0% Δp: -51.514% [2026-06-11 15:18:28] 0.1% Δp: -93.032% [2026-06-11 15:18:28] Minimum Δp: -99.315% [2026-06-11 15:18:28] RMS Δp : 11.501 ± 0.242 % [2026-06-11 15:18:28] Same top p: 83.043 ± 0.332 % [2026-06-11 15:18:28] [2026-06-11 15:18:29] ✅ Finished target model 47: 1 files evaluated [2026-06-11 15:18:30] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ1_S/Qwen3.5_4B-MoQ-layers_20-23-IQ1_S.gguf to free disk space [2026-06-11 15:18:31] ============================================================ [2026-06-11 15:18:31] TARGET MODEL 48/83: w-ahmad/test3 / MoQ-layers_20-23-IQ2_S/Qwen3.5_4B-MoQ-layers_20-23-IQ2_S.gguf [2026-06-11 15:18:31] ============================================================ [2026-06-11 15:19:06] [1/1] MoQ-layers_20-23-IQ2_S/Qwen3.5_4B-MoQ-layers_20-23-IQ2_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:19:06] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ2_S/Qwen3.5_4B-MoQ-layers_20-23-IQ2_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:19:07] 0.00.334.730 I common_init_result: fitting params to device memory ... [2026-06-11 15:19:07] 0.00.334.738 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:19:17] 0.10.364.470 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:19:17] 0.10.420.951 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:19:17] 0.10.731.443 I [2026-06-11 15:19:17] 0.10.731.659 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:19:17] 0.10.826.352 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:19:20] 0.13.037.878 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 15:19:20] [2026-06-11 15:19:20] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:19:20] 1 6.5918 ± 1.1497 0.09482 ± 0.02149 0.05467 ± 0.01312 9.412 ± 2.023 % 91.765 ± 1.725 % [2026-06-11 15:19:22] 2 9.6152 ± 1.2769 0.08153 ± 0.01554 0.05128 ± 0.00806 8.606 ± 1.379 % 90.392 ± 1.306 % [2026-06-11 15:19:24] 3 9.6959 ± 1.0333 0.07082 ± 0.01219 0.04769 ± 0.00550 7.580 ± 1.051 % 90.719 ± 1.050 % [2026-06-11 15:19:26] 4 9.3660 ± 0.8287 0.05545 ± 0.00979 0.04274 ± 0.00418 6.804 ± 0.879 % 91.471 ± 0.875 % [2026-06-11 15:19:28] 5 9.4197 ± 0.7316 0.05326 ± 0.00833 0.03993 ± 0.00338 6.303 ± 0.762 % 91.137 ± 0.796 % [2026-06-11 15:19:30] 6 9.7438 ± 0.6845 0.05264 ± 0.00747 0.03864 ± 0.00285 6.032 ± 0.668 % 90.980 ± 0.733 % [2026-06-11 15:19:32] 7 10.0474 ± 0.6531 0.04891 ± 0.00683 0.03734 ± 0.00246 5.781 ± 0.600 % 90.980 ± 0.678 % [2026-06-11 15:19:35] 8 10.9374 ± 0.6850 0.04764 ± 0.00635 0.03703 ± 0.00217 5.558 ± 0.548 % 90.931 ± 0.636 % [2026-06-11 15:19:37] 9 11.5758 ± 0.6876 0.04664 ± 0.00593 0.03602 ± 0.00194 5.313 ± 0.510 % 91.024 ± 0.597 % [2026-06-11 15:19:39] 10 12.0522 ± 0.6824 0.04856 ± 0.00562 0.03520 ± 0.00175 5.138 ± 0.475 % 91.176 ± 0.562 % [2026-06-11 15:19:41] 11 11.9397 ± 0.6425 0.04831 ± 0.00533 0.03498 ± 0.00162 5.148 ± 0.442 % 91.444 ± 0.528 % [2026-06-11 15:19:43] 12 12.0866 ± 0.6247 0.04853 ± 0.00514 0.03540 ± 0.00157 5.195 ± 0.413 % 91.242 ± 0.511 % [2026-06-11 15:19:45] 13 12.8051 ± 0.6463 0.04867 ± 0.00499 0.03533 ± 0.00146 5.073 ± 0.391 % 91.282 ± 0.490 % [2026-06-11 15:19:48] 14 12.2269 ± 0.5917 0.05213 ± 0.00503 0.03694 ± 0.00171 5.340 ± 0.378 % 91.373 ± 0.470 % [2026-06-11 15:19:50] 15 12.1304 ± 0.5670 0.05381 ± 0.00486 0.03757 ± 0.00165 5.425 ± 0.367 % 91.346 ± 0.455 % [2026-06-11 15:19:52] 16 12.2786 ± 0.5597 0.05568 ± 0.00478 0.03863 ± 0.00172 5.646 ± 0.370 % 91.201 ± 0.444 % [2026-06-11 15:19:54] 17 11.4151 ± 0.4997 0.05396 ± 0.00460 0.03849 ± 0.00169 5.784 ± 0.370 % 91.465 ± 0.424 % [2026-06-11 15:19:57] 18 11.4272 ± 0.4846 0.05576 ± 0.00453 0.03936 ± 0.00171 5.978 ± 0.381 % 91.460 ± 0.413 % [2026-06-11 15:19:59] 19 11.3336 ± 0.4690 0.05684 ± 0.00468 0.04031 ± 0.00175 6.061 ± 0.373 % 91.434 ± 0.402 % [2026-06-11 15:20:01] 20 11.3608 ± 0.4583 0.05615 ± 0.00457 0.04030 ± 0.00167 6.023 ± 0.357 % 91.510 ± 0.390 % [2026-06-11 15:20:04] 21 10.9352 ± 0.4277 0.05459 ± 0.00443 0.03996 ± 0.00160 5.992 ± 0.343 % 91.634 ± 0.378 % [2026-06-11 15:20:06] 22 10.7815 ± 0.4108 0.05328 ± 0.00432 0.04014 ± 0.00154 5.993 ± 0.329 % 91.622 ± 0.370 % [2026-06-11 15:20:08] 23 10.3612 ± 0.3835 0.05288 ± 0.00417 0.03953 ± 0.00148 5.965 ± 0.318 % 91.782 ± 0.359 % [2026-06-11 15:20:10] 24 9.8245 ± 0.3525 0.05064 ± 0.00404 0.03872 ± 0.00142 5.913 ± 0.307 % 91.863 ± 0.350 % [2026-06-11 15:20:13] 25 9.6308 ± 0.3373 0.04972 ± 0.00395 0.03850 ± 0.00137 5.899 ± 0.296 % 91.843 ± 0.343 % [2026-06-11 15:20:15] 26 9.3576 ± 0.3186 0.04859 ± 0.00384 0.03821 ± 0.00132 5.873 ± 0.287 % 91.885 ± 0.335 % [2026-06-11 15:20:17] 27 9.1823 ± 0.3054 0.04864 ± 0.00376 0.03802 ± 0.00128 5.847 ± 0.279 % 91.866 ± 0.329 % [2026-06-11 15:20:20] 28 9.0768 ± 0.2960 0.04971 ± 0.00370 0.03780 ± 0.00124 5.842 ± 0.270 % 91.961 ± 0.322 % [2026-06-11 15:20:22] 29 9.0349 ± 0.2891 0.05012 ± 0.00362 0.03747 ± 0.00120 5.806 ± 0.263 % 92.008 ± 0.315 % [2026-06-11 15:20:24] 30 9.0091 ± 0.2831 0.05036 ± 0.00357 0.03773 ± 0.00117 5.853 ± 0.255 % 92.026 ± 0.310 % [2026-06-11 15:20:26] 31 8.9131 ± 0.2746 0.04965 ± 0.00349 0.03739 ± 0.00113 5.798 ± 0.249 % 92.043 ± 0.304 % [2026-06-11 15:20:28] 32 8.9248 ± 0.2707 0.05095 ± 0.00348 0.03791 ± 0.00113 5.865 ± 0.245 % 92.047 ± 0.300 % [2026-06-11 15:20:30] 33 8.8722 ± 0.2646 0.05041 ± 0.00340 0.03791 ± 0.00112 5.908 ± 0.245 % 92.002 ± 0.296 % [2026-06-11 15:20:33] 34 8.9631 ± 0.2641 0.05132 ± 0.00336 0.03825 ± 0.00112 5.979 ± 0.245 % 91.915 ± 0.293 % [2026-06-11 15:20:35] 35 9.0659 ± 0.2633 0.05177 ± 0.00330 0.03845 ± 0.00109 5.972 ± 0.239 % 91.787 ± 0.291 % [2026-06-11 15:20:37] 36 9.2575 ± 0.2656 0.05175 ± 0.00328 0.03861 ± 0.00107 5.957 ± 0.234 % 91.645 ± 0.289 % [2026-06-11 15:20:39] 37 9.3716 ± 0.2650 0.05129 ± 0.00324 0.03884 ± 0.00108 5.937 ± 0.230 % 91.606 ± 0.285 % [2026-06-11 15:20:41] 38 9.3836 ± 0.2617 0.05077 ± 0.00320 0.03875 ± 0.00105 5.898 ± 0.226 % 91.558 ± 0.282 % [2026-06-11 15:20:43] 39 9.3659 ± 0.2578 0.04947 ± 0.00315 0.03867 ± 0.00103 5.864 ± 0.221 % 91.584 ± 0.278 % [2026-06-11 15:20:46] 40 9.4040 ± 0.2563 0.04972 ± 0.00313 0.03874 ± 0.00101 5.850 ± 0.218 % 91.490 ± 0.276 % [2026-06-11 15:20:48] 41 9.4581 ± 0.2552 0.05014 ± 0.00308 0.03864 ± 0.00099 5.817 ± 0.214 % 91.459 ± 0.273 % [2026-06-11 15:20:50] 42 9.5337 ± 0.2543 0.04984 ± 0.00304 0.03854 ± 0.00097 5.788 ± 0.210 % 91.401 ± 0.271 % [2026-06-11 15:20:52] 43 9.5611 ± 0.2528 0.04961 ± 0.00301 0.03873 ± 0.00096 5.831 ± 0.211 % 91.263 ± 0.270 % [2026-06-11 15:20:54] 44 9.5667 ± 0.2501 0.04900 ± 0.00297 0.03860 ± 0.00094 5.815 ± 0.207 % 91.275 ± 0.266 % [2026-06-11 15:20:56] 45 9.6714 ± 0.2506 0.04929 ± 0.00293 0.03878 ± 0.00094 5.822 ± 0.204 % 91.163 ± 0.265 % [2026-06-11 15:20:59] 46 9.6251 ± 0.2463 0.04995 ± 0.00290 0.03891 ± 0.00092 5.852 ± 0.200 % 91.142 ± 0.262 % [2026-06-11 15:21:01] 47 9.8183 ± 0.2498 0.04992 ± 0.00287 0.03903 ± 0.00091 5.819 ± 0.197 % 91.047 ± 0.261 % [2026-06-11 15:21:03] 48 9.9090 ± 0.2499 0.05009 ± 0.00284 0.03891 ± 0.00089 5.795 ± 0.194 % 91.111 ± 0.257 % [2026-06-11 15:21:05] 49 9.8058 ± 0.2442 0.04982 ± 0.00281 0.03867 ± 0.00087 5.767 ± 0.191 % 91.108 ± 0.255 % [2026-06-11 15:21:07] 50 9.8611 ± 0.2433 0.04956 ± 0.00278 0.03846 ± 0.00086 5.731 ± 0.188 % 91.153 ± 0.252 % [2026-06-11 15:21:07] [2026-06-11 15:21:07] ====== Perplexity statistics ====== [2026-06-11 15:21:07] Mean PPL(Q) : 9.861069 ± 0.243326 [2026-06-11 15:21:07] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:21:07] Cor(ln(PPL(Q)), ln(PPL(base))): 99.37% [2026-06-11 15:21:07] Mean ln(PPL(Q)/PPL(base)) : 0.049559 ± 0.002777 [2026-06-11 15:21:07] Mean PPL(Q)/PPL(base) : 1.050808 ± 0.002918 [2026-06-11 15:21:07] Mean PPL(Q)-PPL(base) : 0.476792 ± 0.030655 [2026-06-11 15:21:07] [2026-06-11 15:21:07] ====== KL divergence statistics ====== [2026-06-11 15:21:07] Mean KLD: 0.038462 ± 0.000856 [2026-06-11 15:21:07] Maximum KLD: 3.467187 [2026-06-11 15:21:07] 99.9% KLD: 1.654616 [2026-06-11 15:21:07] 99.0% KLD: 0.305573 [2026-06-11 15:21:07] 95.0% KLD: 0.110433 [2026-06-11 15:21:07] 90.0% KLD: 0.074446 [2026-06-11 15:21:07] Median KLD: 0.021307 [2026-06-11 15:21:07] 10.0% KLD: 0.001195 [2026-06-11 15:21:07] 5.0% KLD: 0.000381 [2026-06-11 15:21:07] 1.0% KLD: 0.000062 [2026-06-11 15:21:07] 0.1% KLD: 0.000009 [2026-06-11 15:21:07] Minimum KLD: 0.000001 [2026-06-11 15:21:07] [2026-06-11 15:21:07] ====== Token probability statistics ====== [2026-06-11 15:21:07] Mean Δp: -0.493 ± 0.051 % [2026-06-11 15:21:07] Maximum Δp: 48.942% [2026-06-11 15:21:07] 99.9% Δp: 26.927% [2026-06-11 15:21:07] 99.0% Δp: 12.458% [2026-06-11 15:21:07] 95.0% Δp: 5.918% [2026-06-11 15:21:07] 90.0% Δp: 3.415% [2026-06-11 15:21:07] 75.0% Δp: 0.657% [2026-06-11 15:21:07] Median Δp: -0.009% [2026-06-11 15:21:07] 25.0% Δp: -1.036% [2026-06-11 15:21:07] 10.0% Δp: -4.270% [2026-06-11 15:21:07] 5.0% Δp: -7.677% [2026-06-11 15:21:07] 1.0% Δp: -20.202% [2026-06-11 15:21:07] 0.1% Δp: -66.949% [2026-06-11 15:21:07] Minimum Δp: -84.532% [2026-06-11 15:21:07] RMS Δp : 5.731 ± 0.188 % [2026-06-11 15:21:07] Same top p: 91.153 ± 0.252 % [2026-06-11 15:21:07] [2026-06-11 15:21:08] ✅ Finished target model 48: 1 files evaluated [2026-06-11 15:21:09] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ2_S/Qwen3.5_4B-MoQ-layers_20-23-IQ2_S.gguf to free disk space [2026-06-11 15:21:09] ============================================================ [2026-06-11 15:21:09] TARGET MODEL 49/83: w-ahmad/test3 / MoQ-layers_20-23-IQ2_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XS.gguf [2026-06-11 15:21:09] ============================================================ [2026-06-11 15:21:31] [1/1] MoQ-layers_20-23-IQ2_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:21:32] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ2_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:21:32] 0.00.330.703 I common_init_result: fitting params to device memory ... [2026-06-11 15:21:32] 0.00.330.733 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:21:42] 0.10.395.327 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:21:42] 0.10.444.512 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:21:42] 0.10.738.834 I [2026-06-11 15:21:42] 0.10.739.034 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:21:43] 0.10.836.604 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:21:45] 0.13.064.366 I kl_divergence: 2.23 seconds per pass - ETA 1.85 minutes [2026-06-11 15:21:45] [2026-06-11 15:21:45] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:21:45] 1 6.4853 ± 1.1257 0.07854 ± 0.02677 0.06709 ± 0.01659 8.253 ± 1.921 % 92.549 ± 1.648 % [2026-06-11 15:21:47] 2 9.5184 ± 1.2602 0.07142 ± 0.01933 0.06028 ± 0.00870 7.256 ± 1.142 % 90.588 ± 1.294 % [2026-06-11 15:21:49] 3 9.6192 ± 1.0251 0.06288 ± 0.01485 0.05935 ± 0.00601 6.825 ± 0.821 % 90.196 ± 1.076 % [2026-06-11 15:21:51] 4 9.3426 ± 0.8294 0.05295 ± 0.01213 0.05379 ± 0.00459 6.316 ± 0.671 % 90.686 ± 0.910 % [2026-06-11 15:21:54] 5 9.4225 ± 0.7347 0.05356 ± 0.01037 0.05123 ± 0.00372 6.022 ± 0.566 % 90.588 ± 0.818 % [2026-06-11 15:21:56] 6 9.7631 ± 0.6903 0.05461 ± 0.00927 0.05039 ± 0.00315 5.890 ± 0.500 % 90.196 ± 0.760 % [2026-06-11 15:21:58] 7 10.0706 ± 0.6593 0.05121 ± 0.00844 0.04920 ± 0.00273 5.729 ± 0.443 % 90.196 ± 0.704 % [2026-06-11 15:22:00] 8 11.0553 ± 0.6988 0.05836 ± 0.00799 0.04966 ± 0.00248 5.548 ± 0.402 % 90.196 ± 0.659 % [2026-06-11 15:22:02] 9 11.7189 ± 0.7037 0.05893 ± 0.00740 0.04861 ± 0.00223 5.324 ± 0.373 % 90.370 ± 0.616 % [2026-06-11 15:22:05] 10 12.1987 ± 0.6975 0.06065 ± 0.00695 0.04759 ± 0.00202 5.204 ± 0.344 % 90.392 ± 0.584 % [2026-06-11 15:22:07] 11 12.1298 ± 0.6594 0.06410 ± 0.00710 0.04985 ± 0.00271 5.630 ± 0.423 % 90.267 ± 0.560 % [2026-06-11 15:22:09] 12 12.2880 ± 0.6418 0.06506 ± 0.00673 0.04944 ± 0.00251 5.620 ± 0.394 % 90.425 ± 0.532 % [2026-06-11 15:22:11] 13 13.0175 ± 0.6633 0.06512 ± 0.00643 0.04929 ± 0.00234 5.595 ± 0.373 % 90.317 ± 0.514 % [2026-06-11 15:22:14] 14 12.4449 ± 0.6078 0.06980 ± 0.00638 0.05239 ± 0.00251 6.169 ± 0.389 % 90.112 ± 0.500 % [2026-06-11 15:22:16] 15 12.3353 ± 0.5808 0.07056 ± 0.00628 0.05416 ± 0.00254 6.349 ± 0.397 % 89.882 ± 0.488 % [2026-06-11 15:22:18] 16 12.5370 ± 0.5765 0.07650 ± 0.00630 0.05595 ± 0.00264 6.531 ± 0.394 % 89.755 ± 0.475 % [2026-06-11 15:22:20] 17 11.6517 ± 0.5147 0.07447 ± 0.00613 0.05628 ± 0.00264 6.761 ± 0.395 % 89.804 ± 0.460 % [2026-06-11 15:22:23] 18 11.6616 ± 0.4990 0.07606 ± 0.00606 0.05753 ± 0.00261 6.976 ± 0.397 % 89.782 ± 0.447 % [2026-06-11 15:22:25] 19 11.5488 ± 0.4821 0.07566 ± 0.00605 0.05942 ± 0.00273 7.084 ± 0.382 % 89.783 ± 0.435 % [2026-06-11 15:22:27] 20 11.6119 ± 0.4730 0.07801 ± 0.00593 0.05915 ± 0.00260 6.999 ± 0.367 % 89.804 ± 0.424 % [2026-06-11 15:22:30] 21 11.1794 ± 0.4414 0.07667 ± 0.00573 0.05898 ± 0.00249 7.024 ± 0.354 % 90.009 ± 0.410 % [2026-06-11 15:22:32] 22 11.0340 ± 0.4243 0.07643 ± 0.00558 0.05932 ± 0.00240 7.106 ± 0.340 % 89.768 ± 0.405 % [2026-06-11 15:22:34] 23 10.6024 ± 0.3960 0.07589 ± 0.00538 0.05841 ± 0.00231 7.076 ± 0.329 % 89.889 ± 0.394 % [2026-06-11 15:22:37] 24 10.0460 ± 0.3637 0.07294 ± 0.00523 0.05761 ± 0.00223 7.104 ± 0.318 % 89.984 ± 0.384 % [2026-06-11 15:22:39] 25 9.8620 ± 0.3486 0.07345 ± 0.00512 0.05728 ± 0.00215 7.142 ± 0.307 % 90.008 ± 0.376 % [2026-06-11 15:22:41] 26 9.5828 ± 0.3294 0.07237 ± 0.00498 0.05674 ± 0.00207 7.068 ± 0.298 % 89.970 ± 0.369 % [2026-06-11 15:22:43] 27 9.4005 ± 0.3156 0.07212 ± 0.00486 0.05637 ± 0.00201 7.035 ± 0.290 % 90.036 ± 0.361 % [2026-06-11 15:22:45] 28 9.2857 ± 0.3056 0.07247 ± 0.00474 0.05595 ± 0.00194 7.006 ± 0.282 % 90.182 ± 0.352 % [2026-06-11 15:22:48] 29 9.2388 ± 0.2985 0.07243 ± 0.00465 0.05566 ± 0.00189 7.024 ± 0.278 % 90.237 ± 0.345 % [2026-06-11 15:22:50] 30 9.2165 ± 0.2924 0.07313 ± 0.00458 0.05609 ± 0.00187 7.142 ± 0.278 % 90.170 ± 0.340 % [2026-06-11 15:22:52] 31 9.1012 ± 0.2829 0.07054 ± 0.00448 0.05560 ± 0.00181 7.076 ± 0.271 % 90.171 ± 0.335 % [2026-06-11 15:22:54] 32 9.1160 ± 0.2790 0.07215 ± 0.00444 0.05585 ± 0.00178 7.078 ± 0.265 % 90.110 ± 0.330 % [2026-06-11 15:22:56] 33 9.0696 ± 0.2731 0.07241 ± 0.00437 0.05585 ± 0.00176 7.100 ± 0.265 % 90.077 ± 0.326 % [2026-06-11 15:22:58] 34 9.1603 ± 0.2723 0.07308 ± 0.00430 0.05606 ± 0.00174 7.155 ± 0.263 % 90.000 ± 0.322 % [2026-06-11 15:23:00] 35 9.2697 ± 0.2717 0.07400 ± 0.00424 0.05635 ± 0.00170 7.124 ± 0.258 % 89.916 ± 0.319 % [2026-06-11 15:23:03] 36 9.4635 ± 0.2739 0.07375 ± 0.00417 0.05628 ± 0.00166 7.077 ± 0.253 % 89.924 ± 0.314 % [2026-06-11 15:23:05] 37 9.5785 ± 0.2732 0.07312 ± 0.00409 0.05645 ± 0.00163 7.049 ± 0.248 % 89.889 ± 0.310 % [2026-06-11 15:23:07] 38 9.5871 ± 0.2697 0.07224 ± 0.00405 0.05642 ± 0.00159 7.032 ± 0.243 % 89.845 ± 0.307 % [2026-06-11 15:23:09] 39 9.5708 ± 0.2658 0.07111 ± 0.00398 0.05608 ± 0.00155 6.986 ± 0.239 % 89.884 ± 0.302 % [2026-06-11 15:23:11] 40 9.6150 ± 0.2645 0.07192 ± 0.00395 0.05605 ± 0.00152 6.961 ± 0.234 % 89.745 ± 0.300 % [2026-06-11 15:23:13] 41 9.6619 ± 0.2630 0.07145 ± 0.00389 0.05584 ± 0.00148 6.915 ± 0.230 % 89.756 ± 0.297 % [2026-06-11 15:23:15] 42 9.7434 ± 0.2622 0.07160 ± 0.00384 0.05574 ± 0.00146 6.898 ± 0.227 % 89.785 ± 0.293 % [2026-06-11 15:23:18] 43 9.7785 ± 0.2609 0.07210 ± 0.00379 0.05571 ± 0.00143 6.871 ± 0.223 % 89.722 ± 0.290 % [2026-06-11 15:23:20] 44 9.7829 ± 0.2580 0.07136 ± 0.00373 0.05562 ± 0.00140 6.847 ± 0.219 % 89.742 ± 0.286 % [2026-06-11 15:23:22] 45 9.8997 ± 0.2590 0.07262 ± 0.00370 0.05572 ± 0.00137 6.842 ± 0.216 % 89.699 ± 0.284 % [2026-06-11 15:23:24] 46 9.8488 ± 0.2544 0.07293 ± 0.00366 0.05575 ± 0.00135 6.851 ± 0.211 % 89.736 ± 0.280 % [2026-06-11 15:23:26] 47 10.0526 ± 0.2582 0.07350 ± 0.00363 0.05588 ± 0.00133 6.812 ± 0.208 % 89.712 ± 0.278 % [2026-06-11 15:23:29] 48 10.1497 ± 0.2585 0.07409 ± 0.00359 0.05575 ± 0.00130 6.795 ± 0.205 % 89.796 ± 0.274 % [2026-06-11 15:23:31] 49 10.0418 ± 0.2525 0.07360 ± 0.00354 0.05544 ± 0.00128 6.762 ± 0.202 % 89.836 ± 0.270 % [2026-06-11 15:23:33] 50 10.1010 ± 0.2517 0.07360 ± 0.00350 0.05518 ± 0.00125 6.733 ± 0.199 % 89.843 ± 0.268 % [2026-06-11 15:23:33] [2026-06-11 15:23:33] ====== Perplexity statistics ====== [2026-06-11 15:23:33] Mean PPL(Q) : 10.101038 ± 0.251742 [2026-06-11 15:23:33] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:23:33] Cor(ln(PPL(Q)), ln(PPL(base))): 99.02% [2026-06-11 15:23:33] Mean ln(PPL(Q)/PPL(base)) : 0.073603 ± 0.003498 [2026-06-11 15:23:33] Mean PPL(Q)/PPL(base) : 1.076379 ± 0.003765 [2026-06-11 15:23:33] Mean PPL(Q)-PPL(base) : 0.716762 ± 0.041149 [2026-06-11 15:23:33] [2026-06-11 15:23:33] ====== KL divergence statistics ====== [2026-06-11 15:23:33] Mean KLD: 0.055179 ± 0.001255 [2026-06-11 15:23:33] Maximum KLD: 4.878137 [2026-06-11 15:23:33] 99.9% KLD: 2.272265 [2026-06-11 15:23:33] 99.0% KLD: 0.479870 [2026-06-11 15:23:33] 95.0% KLD: 0.154779 [2026-06-11 15:23:33] 90.0% KLD: 0.107303 [2026-06-11 15:23:33] Median KLD: 0.029894 [2026-06-11 15:23:33] 10.0% KLD: 0.001605 [2026-06-11 15:23:33] 5.0% KLD: 0.000512 [2026-06-11 15:23:33] 1.0% KLD: 0.000094 [2026-06-11 15:23:33] 0.1% KLD: 0.000015 [2026-06-11 15:23:33] Minimum KLD: -0.000023 [2026-06-11 15:23:33] [2026-06-11 15:23:33] ====== Token probability statistics ====== [2026-06-11 15:23:33] Mean Δp: -0.703 ± 0.059 % [2026-06-11 15:23:33] Maximum Δp: 60.223% [2026-06-11 15:23:33] 99.9% Δp: 30.172% [2026-06-11 15:23:33] 99.0% Δp: 14.831% [2026-06-11 15:23:33] 95.0% Δp: 6.626% [2026-06-11 15:23:33] 90.0% Δp: 3.879% [2026-06-11 15:23:33] 75.0% Δp: 0.770% [2026-06-11 15:23:33] Median Δp: -0.021% [2026-06-11 15:23:33] 25.0% Δp: -1.316% [2026-06-11 15:23:33] 10.0% Δp: -5.380% [2026-06-11 15:23:33] 5.0% Δp: -9.685% [2026-06-11 15:23:33] 1.0% Δp: -24.090% [2026-06-11 15:23:33] 0.1% Δp: -72.184% [2026-06-11 15:23:33] Minimum Δp: -92.612% [2026-06-11 15:23:33] RMS Δp : 6.733 ± 0.199 % [2026-06-11 15:23:33] Same top p: 89.843 ± 0.268 % [2026-06-11 15:23:33] [2026-06-11 15:23:34] ✅ Finished target model 49: 1 files evaluated [2026-06-11 15:23:35] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ2_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XS.gguf to free disk space [2026-06-11 15:23:35] ============================================================ [2026-06-11 15:23:35] TARGET MODEL 50/83: w-ahmad/test3 / MoQ-layers_20-23-IQ2_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XXS.gguf [2026-06-11 15:23:35] ============================================================ [2026-06-11 15:24:15] [1/1] MoQ-layers_20-23-IQ2_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:24:16] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ2_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:24:17] 0.00.349.391 I common_init_result: fitting params to device memory ... [2026-06-11 15:24:17] 0.00.349.424 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:24:27] 0.10.161.493 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:24:27] 0.10.210.648 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:24:27] 0.10.510.352 I [2026-06-11 15:24:27] 0.10.510.540 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:24:27] 0.10.605.821 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:24:29] 0.12.812.227 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 15:24:29] [2026-06-11 15:24:29] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:24:29] 1 6.3160 ± 1.0827 0.05208 ± 0.02720 0.06432 ± 0.01040 6.757 ± 1.004 % 91.373 ± 1.762 % [2026-06-11 15:24:31] 2 9.5201 ± 1.2653 0.07159 ± 0.02245 0.06968 ± 0.00632 6.542 ± 0.586 % 90.392 ± 1.306 % [2026-06-11 15:24:34] 3 9.6785 ± 1.0316 0.06902 ± 0.01728 0.07248 ± 0.00486 6.472 ± 0.443 % 89.542 ± 1.107 % [2026-06-11 15:24:36] 4 9.4729 ± 0.8392 0.06680 ± 0.01419 0.06942 ± 0.00441 6.954 ± 0.689 % 88.922 ± 0.983 % [2026-06-11 15:24:38] 5 9.4966 ± 0.7378 0.06138 ± 0.01209 0.06608 ± 0.00363 6.713 ± 0.584 % 88.392 ± 0.897 % [2026-06-11 15:24:40] 6 9.8567 ± 0.6930 0.06416 ± 0.01067 0.06512 ± 0.00308 6.544 ± 0.505 % 88.039 ± 0.830 % [2026-06-11 15:24:42] 7 10.1465 ± 0.6602 0.05872 ± 0.00952 0.06289 ± 0.00267 6.301 ± 0.453 % 88.571 ± 0.753 % [2026-06-11 15:24:44] 8 11.0781 ± 0.6943 0.06042 ± 0.00897 0.06309 ± 0.00241 6.071 ± 0.413 % 88.333 ± 0.711 % [2026-06-11 15:24:46] 9 11.7953 ± 0.7028 0.06543 ± 0.00842 0.06240 ± 0.00220 5.914 ± 0.379 % 88.105 ± 0.676 % [2026-06-11 15:24:48] 10 12.2822 ± 0.6969 0.06747 ± 0.00788 0.06121 ± 0.00200 5.752 ± 0.354 % 88.078 ± 0.642 % [2026-06-11 15:24:50] 11 12.2272 ± 0.6599 0.07210 ± 0.00774 0.06191 ± 0.00217 5.857 ± 0.356 % 88.093 ± 0.612 % [2026-06-11 15:24:53] 12 12.3659 ± 0.6413 0.07138 ± 0.00737 0.06209 ± 0.00210 5.907 ± 0.334 % 88.137 ± 0.585 % [2026-06-11 15:24:55] 13 13.1149 ± 0.6634 0.07258 ± 0.00710 0.06219 ± 0.00198 5.847 ± 0.316 % 87.994 ± 0.565 % [2026-06-11 15:24:57] 14 12.5439 ± 0.6086 0.07772 ± 0.00709 0.06510 ± 0.00222 6.227 ± 0.316 % 87.983 ± 0.544 % [2026-06-11 15:24:59] 15 12.3961 ± 0.5794 0.07547 ± 0.00719 0.06684 ± 0.00219 6.399 ± 0.317 % 87.739 ± 0.530 % [2026-06-11 15:25:01] 16 12.5902 ± 0.5737 0.08074 ± 0.00720 0.06969 ± 0.00234 6.814 ± 0.326 % 87.549 ± 0.517 % [2026-06-11 15:25:04] 17 11.7186 ± 0.5134 0.08020 ± 0.00694 0.06953 ± 0.00233 7.013 ± 0.334 % 87.728 ± 0.498 % [2026-06-11 15:25:06] 18 11.7447 ± 0.4984 0.08316 ± 0.00682 0.07102 ± 0.00236 7.209 ± 0.337 % 87.800 ± 0.483 % [2026-06-11 15:25:08] 19 11.6678 ± 0.4840 0.08590 ± 0.00695 0.07382 ± 0.00265 7.394 ± 0.344 % 87.781 ± 0.471 % [2026-06-11 15:25:10] 20 11.7218 ± 0.4741 0.08743 ± 0.00680 0.07424 ± 0.00255 7.444 ± 0.331 % 87.824 ± 0.458 % [2026-06-11 15:25:13] 21 11.2901 ± 0.4427 0.08652 ± 0.00660 0.07431 ± 0.00248 7.524 ± 0.325 % 87.955 ± 0.445 % [2026-06-11 15:25:15] 22 11.1543 ± 0.4262 0.08727 ± 0.00645 0.07515 ± 0.00241 7.741 ± 0.316 % 87.986 ± 0.434 % [2026-06-11 15:25:17] 23 10.7218 ± 0.3980 0.08709 ± 0.00623 0.07389 ± 0.00232 7.692 ± 0.305 % 88.201 ± 0.421 % [2026-06-11 15:25:20] 24 10.1896 ± 0.3665 0.08713 ± 0.00607 0.07371 ± 0.00226 7.900 ± 0.299 % 88.252 ± 0.412 % [2026-06-11 15:25:22] 25 10.0047 ± 0.3513 0.08781 ± 0.00598 0.07329 ± 0.00218 7.955 ± 0.288 % 88.345 ± 0.402 % [2026-06-11 15:25:24] 26 9.7248 ± 0.3321 0.08708 ± 0.00581 0.07309 ± 0.00212 7.922 ± 0.279 % 88.371 ± 0.394 % [2026-06-11 15:25:26] 27 9.5433 ± 0.3184 0.08719 ± 0.00567 0.07287 ± 0.00208 7.887 ± 0.271 % 88.366 ± 0.386 % [2026-06-11 15:25:29] 28 9.4280 ± 0.3084 0.08768 ± 0.00553 0.07232 ± 0.00202 7.863 ± 0.266 % 88.501 ± 0.378 % [2026-06-11 15:25:31] 29 9.3828 ± 0.3013 0.08790 ± 0.00549 0.07284 ± 0.00217 7.922 ± 0.270 % 88.600 ± 0.370 % [2026-06-11 15:25:33] 30 9.3576 ± 0.2949 0.08832 ± 0.00545 0.07362 ± 0.00216 8.000 ± 0.266 % 88.562 ± 0.364 % [2026-06-11 15:25:35] 31 9.2446 ± 0.2854 0.08617 ± 0.00532 0.07325 ± 0.00210 7.927 ± 0.259 % 88.539 ± 0.358 % [2026-06-11 15:25:37] 32 9.2459 ± 0.2810 0.08630 ± 0.00524 0.07337 ± 0.00205 7.929 ± 0.253 % 88.407 ± 0.354 % [2026-06-11 15:25:40] 33 9.1944 ± 0.2748 0.08608 ± 0.00515 0.07342 ± 0.00203 7.947 ± 0.253 % 88.402 ± 0.349 % [2026-06-11 15:25:42] 34 9.2895 ± 0.2743 0.08708 ± 0.00507 0.07373 ± 0.00200 8.023 ± 0.252 % 88.397 ± 0.344 % [2026-06-11 15:25:44] 35 9.3931 ± 0.2734 0.08723 ± 0.00500 0.07415 ± 0.00197 8.014 ± 0.248 % 88.303 ± 0.340 % [2026-06-11 15:25:46] 36 9.5802 ± 0.2752 0.08600 ± 0.00491 0.07415 ± 0.00192 7.965 ± 0.243 % 88.290 ± 0.336 % [2026-06-11 15:25:48] 37 9.7047 ± 0.2749 0.08621 ± 0.00484 0.07452 ± 0.00189 7.961 ± 0.240 % 88.299 ± 0.331 % [2026-06-11 15:25:50] 38 9.7123 ± 0.2715 0.08521 ± 0.00477 0.07432 ± 0.00184 7.911 ± 0.235 % 88.225 ± 0.327 % [2026-06-11 15:25:53] 39 9.6963 ± 0.2675 0.08415 ± 0.00471 0.07419 ± 0.00180 7.891 ± 0.230 % 88.265 ± 0.323 % [2026-06-11 15:25:55] 40 9.7367 ± 0.2661 0.08449 ± 0.00466 0.07413 ± 0.00176 7.844 ± 0.226 % 88.186 ± 0.320 % [2026-06-11 15:25:57] 41 9.7857 ± 0.2646 0.08419 ± 0.00458 0.07399 ± 0.00172 7.809 ± 0.223 % 88.159 ± 0.316 % [2026-06-11 15:25:59] 42 9.8787 ± 0.2642 0.08538 ± 0.00453 0.07381 ± 0.00169 7.776 ± 0.219 % 88.161 ± 0.312 % [2026-06-11 15:26:01] 43 9.9206 ± 0.2631 0.08653 ± 0.00448 0.07420 ± 0.00167 7.802 ± 0.215 % 88.062 ± 0.310 % [2026-06-11 15:26:03] 44 9.9195 ± 0.2600 0.08522 ± 0.00443 0.07417 ± 0.00163 7.778 ± 0.211 % 88.111 ± 0.306 % [2026-06-11 15:26:05] 45 10.0523 ± 0.2614 0.08792 ± 0.00440 0.07451 ± 0.00162 7.795 ± 0.208 % 88.052 ± 0.303 % [2026-06-11 15:26:08] 46 9.9964 ± 0.2566 0.08780 ± 0.00434 0.07447 ± 0.00159 7.835 ± 0.205 % 88.082 ± 0.299 % [2026-06-11 15:26:10] 47 10.2115 ± 0.2608 0.08918 ± 0.00429 0.07446 ± 0.00156 7.788 ± 0.202 % 88.027 ± 0.297 % [2026-06-11 15:26:12] 48 10.3081 ± 0.2609 0.08958 ± 0.00423 0.07435 ± 0.00153 7.789 ± 0.200 % 88.080 ± 0.293 % [2026-06-11 15:26:14] 49 10.2050 ± 0.2551 0.08972 ± 0.00419 0.07392 ± 0.00151 7.750 ± 0.197 % 88.099 ± 0.290 % [2026-06-11 15:26:16] 50 10.2673 ± 0.2544 0.08993 ± 0.00414 0.07374 ± 0.00148 7.743 ± 0.195 % 88.133 ± 0.286 % [2026-06-11 15:26:16] [2026-06-11 15:26:16] ====== Perplexity statistics ====== [2026-06-11 15:26:16] Mean PPL(Q) : 10.267277 ± 0.254399 [2026-06-11 15:26:16] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:26:16] Cor(ln(PPL(Q)), ln(PPL(base))): 98.60% [2026-06-11 15:26:16] Mean ln(PPL(Q)/PPL(base)) : 0.089926 ± 0.004136 [2026-06-11 15:26:16] Mean PPL(Q)/PPL(base) : 1.094094 ± 0.004525 [2026-06-11 15:26:16] Mean PPL(Q)-PPL(base) : 0.883000 ± 0.048281 [2026-06-11 15:26:16] [2026-06-11 15:26:16] ====== KL divergence statistics ====== [2026-06-11 15:26:16] Mean KLD: 0.073738 ± 0.001481 [2026-06-11 15:26:16] Maximum KLD: 6.691881 [2026-06-11 15:26:16] 99.9% KLD: 2.298274 [2026-06-11 15:26:16] 99.0% KLD: 0.615029 [2026-06-11 15:26:16] 95.0% KLD: 0.217390 [2026-06-11 15:26:16] 90.0% KLD: 0.145544 [2026-06-11 15:26:16] Median KLD: 0.040878 [2026-06-11 15:26:16] 10.0% KLD: 0.002582 [2026-06-11 15:26:16] 5.0% KLD: 0.000909 [2026-06-11 15:26:16] 1.0% KLD: 0.000160 [2026-06-11 15:26:16] 0.1% KLD: 0.000028 [2026-06-11 15:26:16] Minimum KLD: -0.000009 [2026-06-11 15:26:16] [2026-06-11 15:26:16] ====== Token probability statistics ====== [2026-06-11 15:26:16] Mean Δp: -1.402 ± 0.067 % [2026-06-11 15:26:16] Maximum Δp: 73.197% [2026-06-11 15:26:16] 99.9% Δp: 32.241% [2026-06-11 15:26:16] 99.0% Δp: 14.156% [2026-06-11 15:26:16] 95.0% Δp: 6.482% [2026-06-11 15:26:16] 90.0% Δp: 3.539% [2026-06-11 15:26:16] 75.0% Δp: 0.486% [2026-06-11 15:26:16] Median Δp: -0.108% [2026-06-11 15:26:16] 25.0% Δp: -2.071% [2026-06-11 15:26:16] 10.0% Δp: -7.317% [2026-06-11 15:26:16] 5.0% Δp: -12.224% [2026-06-11 15:26:16] 1.0% Δp: -31.273% [2026-06-11 15:26:16] 0.1% Δp: -72.544% [2026-06-11 15:26:16] Minimum Δp: -96.377% [2026-06-11 15:26:16] RMS Δp : 7.743 ± 0.195 % [2026-06-11 15:26:16] Same top p: 88.133 ± 0.286 % [2026-06-11 15:26:16] [2026-06-11 15:26:17] ✅ Finished target model 50: 1 files evaluated [2026-06-11 15:26:18] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ2_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ2_XXS.gguf to free disk space [2026-06-11 15:26:18] ============================================================ [2026-06-11 15:26:18] TARGET MODEL 51/83: w-ahmad/test3 / MoQ-layers_20-23-IQ3_S/Qwen3.5_4B-MoQ-layers_20-23-IQ3_S.gguf [2026-06-11 15:26:18] ============================================================ [2026-06-11 15:26:46] [1/1] MoQ-layers_20-23-IQ3_S/Qwen3.5_4B-MoQ-layers_20-23-IQ3_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:26:46] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ3_S/Qwen3.5_4B-MoQ-layers_20-23-IQ3_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:26:47] 0.00.347.309 I common_init_result: fitting params to device memory ... [2026-06-11 15:26:47] 0.00.347.343 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:26:57] 0.10.594.064 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:26:57] 0.10.644.568 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:26:57] 0.10.940.918 I [2026-06-11 15:26:57] 0.10.941.137 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:26:57] 0.11.040.226 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:27:05] 0.18.786.299 I kl_divergence: 7.75 seconds per pass - ETA 6.45 minutes [2026-06-11 15:27:05] [2026-06-11 15:27:05] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:27:05] 1 6.1286 ± 1.0417 0.02196 ± 0.00981 0.01163 ± 0.00221 3.049 ± 0.773 % 97.255 ± 1.025 % [2026-06-11 15:27:08] 2 8.9817 ± 1.1676 0.01337 ± 0.00778 0.01455 ± 0.00296 4.096 ± 0.948 % 95.882 ± 0.881 % [2026-06-11 15:27:10] 3 9.1834 ± 0.9597 0.01651 ± 0.00622 0.01345 ± 0.00199 3.626 ± 0.715 % 95.556 ± 0.746 % [2026-06-11 15:27:12] 4 8.9919 ± 0.7823 0.01468 ± 0.00520 0.01238 ± 0.00150 3.355 ± 0.583 % 95.196 ± 0.670 % [2026-06-11 15:27:14] 5 9.0735 ± 0.6929 0.01581 ± 0.00469 0.01192 ± 0.00121 3.224 ± 0.490 % 95.373 ± 0.589 % [2026-06-11 15:27:16] 6 9.3813 ± 0.6484 0.01472 ± 0.00418 0.01183 ± 0.00102 3.177 ± 0.420 % 94.706 ± 0.573 % [2026-06-11 15:27:18] 7 9.6908 ± 0.6200 0.01277 ± 0.00391 0.01168 ± 0.00088 3.090 ± 0.372 % 94.790 ± 0.526 % [2026-06-11 15:27:20] 8 10.5677 ± 0.6523 0.01325 ± 0.00364 0.01163 ± 0.00078 2.993 ± 0.337 % 94.755 ± 0.494 % [2026-06-11 15:27:22] 9 11.1963 ± 0.6561 0.01331 ± 0.00339 0.01141 ± 0.00070 2.901 ± 0.309 % 94.684 ± 0.468 % [2026-06-11 15:27:25] 10 11.6204 ± 0.6478 0.01208 ± 0.00321 0.01115 ± 0.00063 2.825 ± 0.287 % 94.863 ± 0.437 % [2026-06-11 15:27:27] 11 11.5074 ± 0.6097 0.01143 ± 0.00302 0.01096 ± 0.00058 2.763 ± 0.267 % 94.902 ± 0.415 % [2026-06-11 15:27:29] 12 11.6523 ± 0.5933 0.01194 ± 0.00288 0.01098 ± 0.00053 2.785 ± 0.245 % 94.935 ± 0.396 % [2026-06-11 15:27:31] 13 12.3464 ± 0.6136 0.01219 ± 0.00277 0.01099 ± 0.00050 2.775 ± 0.230 % 94.842 ± 0.384 % [2026-06-11 15:27:34] 14 11.7643 ± 0.5607 0.01356 ± 0.00283 0.01177 ± 0.00055 3.126 ± 0.243 % 94.874 ± 0.369 % [2026-06-11 15:27:36] 15 11.6420 ± 0.5354 0.01271 ± 0.00274 0.01206 ± 0.00055 3.217 ± 0.237 % 94.902 ± 0.356 % [2026-06-11 15:27:38] 16 11.7688 ± 0.5280 0.01327 ± 0.00269 0.01227 ± 0.00054 3.280 ± 0.226 % 94.657 ± 0.352 % [2026-06-11 15:27:40] 17 10.9472 ± 0.4721 0.01211 ± 0.00260 0.01210 ± 0.00051 3.280 ± 0.214 % 94.902 ± 0.334 % [2026-06-11 15:27:43] 18 10.9418 ± 0.4571 0.01236 ± 0.00253 0.01239 ± 0.00051 3.357 ± 0.208 % 94.946 ± 0.323 % [2026-06-11 15:27:45] 19 10.8489 ± 0.4422 0.01314 ± 0.00255 0.01315 ± 0.00064 3.562 ± 0.253 % 94.943 ± 0.315 % [2026-06-11 15:27:47] 20 10.8849 ± 0.4325 0.01335 ± 0.00249 0.01311 ± 0.00061 3.545 ± 0.242 % 94.863 ± 0.309 % [2026-06-11 15:27:50] 21 10.4965 ± 0.4046 0.01363 ± 0.00241 0.01303 ± 0.00058 3.547 ± 0.233 % 94.883 ± 0.301 % [2026-06-11 15:27:52] 22 10.3564 ± 0.3891 0.01305 ± 0.00238 0.01306 ± 0.00056 3.553 ± 0.223 % 94.813 ± 0.296 % [2026-06-11 15:27:54] 23 9.9594 ± 0.3636 0.01333 ± 0.00232 0.01291 ± 0.00055 3.556 ± 0.217 % 94.885 ± 0.288 % [2026-06-11 15:27:56] 24 9.4651 ± 0.3350 0.01338 ± 0.00226 0.01274 ± 0.00053 3.548 ± 0.209 % 94.886 ± 0.282 % [2026-06-11 15:27:59] 25 9.2925 ± 0.3210 0.01396 ± 0.00223 0.01275 ± 0.00052 3.528 ± 0.202 % 94.949 ± 0.274 % [2026-06-11 15:28:01] 26 9.0342 ± 0.3034 0.01342 ± 0.00219 0.01265 ± 0.00050 3.494 ± 0.197 % 95.008 ± 0.267 % [2026-06-11 15:28:03] 27 8.8672 ± 0.2910 0.01371 ± 0.00214 0.01253 ± 0.00048 3.465 ± 0.191 % 95.062 ± 0.261 % [2026-06-11 15:28:05] 28 8.7555 ± 0.2816 0.01368 ± 0.00209 0.01245 ± 0.00047 3.439 ± 0.186 % 95.084 ± 0.256 % [2026-06-11 15:28:07] 29 8.7113 ± 0.2750 0.01364 ± 0.00207 0.01234 ± 0.00045 3.409 ± 0.181 % 95.213 ± 0.248 % [2026-06-11 15:28:10] 30 8.6804 ± 0.2690 0.01320 ± 0.00204 0.01239 ± 0.00044 3.419 ± 0.175 % 95.203 ± 0.244 % [2026-06-11 15:28:12] 31 8.5908 ± 0.2609 0.01283 ± 0.00200 0.01233 ± 0.00043 3.394 ± 0.171 % 95.231 ± 0.240 % [2026-06-11 15:28:14] 32 8.5904 ± 0.2569 0.01277 ± 0.00198 0.01264 ± 0.00044 3.410 ± 0.167 % 95.221 ± 0.236 % [2026-06-11 15:28:16] 33 8.5458 ± 0.2514 0.01292 ± 0.00194 0.01257 ± 0.00043 3.397 ± 0.163 % 95.163 ± 0.234 % [2026-06-11 15:28:18] 34 8.6245 ± 0.2505 0.01280 ± 0.00192 0.01254 ± 0.00042 3.381 ± 0.159 % 95.179 ± 0.230 % [2026-06-11 15:28:20] 35 8.7175 ± 0.2495 0.01259 ± 0.00189 0.01261 ± 0.00041 3.394 ± 0.157 % 95.104 ± 0.228 % [2026-06-11 15:28:23] 36 8.9024 ± 0.2517 0.01263 ± 0.00187 0.01261 ± 0.00040 3.376 ± 0.153 % 95.076 ± 0.226 % [2026-06-11 15:28:25] 37 9.0144 ± 0.2512 0.01242 ± 0.00184 0.01266 ± 0.00039 3.348 ± 0.151 % 94.997 ± 0.224 % [2026-06-11 15:28:27] 38 9.0283 ± 0.2482 0.01218 ± 0.00182 0.01263 ± 0.00038 3.327 ± 0.148 % 94.964 ± 0.222 % [2026-06-11 15:28:29] 39 9.0194 ± 0.2449 0.01177 ± 0.00179 0.01258 ± 0.00037 3.324 ± 0.145 % 95.013 ± 0.218 % [2026-06-11 15:28:31] 40 9.0554 ± 0.2435 0.01195 ± 0.00178 0.01254 ± 0.00036 3.302 ± 0.142 % 94.961 ± 0.217 % [2026-06-11 15:28:33] 41 9.1019 ± 0.2422 0.01175 ± 0.00176 0.01254 ± 0.00036 3.287 ± 0.139 % 94.921 ± 0.215 % [2026-06-11 15:28:36] 42 9.1833 ± 0.2417 0.01239 ± 0.00174 0.01253 ± 0.00035 3.271 ± 0.137 % 94.911 ± 0.212 % [2026-06-11 15:28:38] 43 9.2116 ± 0.2403 0.01238 ± 0.00172 0.01250 ± 0.00034 3.256 ± 0.134 % 94.884 ± 0.210 % [2026-06-11 15:28:40] 44 9.2215 ± 0.2379 0.01225 ± 0.00170 0.01248 ± 0.00034 3.246 ± 0.132 % 94.866 ± 0.208 % [2026-06-11 15:28:42] 45 9.3210 ± 0.2385 0.01238 ± 0.00168 0.01248 ± 0.00033 3.229 ± 0.130 % 94.824 ± 0.207 % [2026-06-11 15:28:44] 46 9.2725 ± 0.2342 0.01264 ± 0.00166 0.01246 ± 0.00032 3.233 ± 0.128 % 94.842 ± 0.204 % [2026-06-11 15:28:46] 47 9.4574 ± 0.2375 0.01246 ± 0.00164 0.01247 ± 0.00032 3.216 ± 0.126 % 94.819 ± 0.202 % [2026-06-11 15:28:49] 48 9.5426 ± 0.2375 0.01242 ± 0.00162 0.01243 ± 0.00031 3.208 ± 0.124 % 94.869 ± 0.199 % [2026-06-11 15:28:51] 49 9.4481 ± 0.2322 0.01266 ± 0.00161 0.01236 ± 0.00031 3.189 ± 0.122 % 94.830 ± 0.198 % [2026-06-11 15:28:53] 50 9.5019 ± 0.2314 0.01246 ± 0.00158 0.01229 ± 0.00030 3.172 ± 0.120 % 94.855 ± 0.196 % [2026-06-11 15:28:53] [2026-06-11 15:28:53] ====== Perplexity statistics ====== [2026-06-11 15:28:53] Mean PPL(Q) : 9.501901 ± 0.231364 [2026-06-11 15:28:53] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:28:53] Cor(ln(PPL(Q)), ln(PPL(base))): 99.79% [2026-06-11 15:28:53] Mean ln(PPL(Q)/PPL(base)) : 0.012456 ± 0.001583 [2026-06-11 15:28:53] Mean PPL(Q)/PPL(base) : 1.012534 ± 0.001603 [2026-06-11 15:28:53] Mean PPL(Q)-PPL(base) : 0.117624 ± 0.015352 [2026-06-11 15:28:53] [2026-06-11 15:28:53] ====== KL divergence statistics ====== [2026-06-11 15:28:53] Mean KLD: 0.012290 ± 0.000301 [2026-06-11 15:28:53] Maximum KLD: 1.368581 [2026-06-11 15:28:53] 99.9% KLD: 0.435792 [2026-06-11 15:28:53] 99.0% KLD: 0.094010 [2026-06-11 15:28:53] 95.0% KLD: 0.034190 [2026-06-11 15:28:53] 90.0% KLD: 0.023458 [2026-06-11 15:28:53] Median KLD: 0.006857 [2026-06-11 15:28:53] 10.0% KLD: 0.000368 [2026-06-11 15:28:53] 5.0% KLD: 0.000115 [2026-06-11 15:28:53] 1.0% KLD: 0.000019 [2026-06-11 15:28:53] 0.1% KLD: 0.000001 [2026-06-11 15:28:53] Minimum KLD: -0.000017 [2026-06-11 15:28:53] [2026-06-11 15:28:53] ====== Token probability statistics ====== [2026-06-11 15:28:53] Mean Δp: -0.266 ± 0.028 % [2026-06-11 15:28:53] Maximum Δp: 59.814% [2026-06-11 15:28:53] 99.9% Δp: 21.406% [2026-06-11 15:28:53] 99.0% Δp: 6.996% [2026-06-11 15:28:53] 95.0% Δp: 3.208% [2026-06-11 15:28:53] 90.0% Δp: 1.865% [2026-06-11 15:28:53] 75.0% Δp: 0.345% [2026-06-11 15:28:53] Median Δp: -0.005% [2026-06-11 15:28:53] 25.0% Δp: -0.633% [2026-06-11 15:28:53] 10.0% Δp: -2.598% [2026-06-11 15:28:53] 5.0% Δp: -4.210% [2026-06-11 15:28:53] 1.0% Δp: -9.986% [2026-06-11 15:28:53] 0.1% Δp: -30.879% [2026-06-11 15:28:53] Minimum Δp: -74.791% [2026-06-11 15:28:53] RMS Δp : 3.172 ± 0.120 % [2026-06-11 15:28:53] Same top p: 94.855 ± 0.196 % [2026-06-11 15:28:53] [2026-06-11 15:28:54] ✅ Finished target model 51: 1 files evaluated [2026-06-11 15:28:55] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ3_S/Qwen3.5_4B-MoQ-layers_20-23-IQ3_S.gguf to free disk space [2026-06-11 15:28:56] ============================================================ [2026-06-11 15:28:56] TARGET MODEL 52/83: w-ahmad/test3 / MoQ-layers_20-23-IQ3_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ3_XXS.gguf [2026-06-11 15:28:56] ============================================================ [2026-06-11 15:29:34] [1/1] MoQ-layers_20-23-IQ3_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ3_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:29:35] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ3_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ3_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:29:36] 0.00.291.136 I common_init_result: fitting params to device memory ... [2026-06-11 15:29:36] 0.00.291.158 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:29:46] 0.10.378.739 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:29:46] 0.10.425.230 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:29:46] 0.10.705.085 I [2026-06-11 15:29:46] 0.10.705.294 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:29:46] 0.10.796.198 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:29:49] 0.13.032.099 I kl_divergence: 2.24 seconds per pass - ETA 1.85 minutes [2026-06-11 15:29:49] [2026-06-11 15:29:49] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:29:49] 1 6.1993 ± 1.0630 0.03343 ± 0.01674 0.02089 ± 0.00438 4.574 ± 1.201 % 92.941 ± 1.607 % [2026-06-11 15:29:51] 2 8.9931 ± 1.1702 0.01465 ± 0.01094 0.02058 ± 0.00262 4.313 ± 0.756 % 92.941 ± 1.135 % [2026-06-11 15:29:53] 3 9.1191 ± 0.9550 0.00948 ± 0.00864 0.02112 ± 0.00195 4.363 ± 0.556 % 92.418 ± 0.958 % [2026-06-11 15:29:55] 4 8.9826 ± 0.7838 0.01365 ± 0.00703 0.01932 ± 0.00148 4.028 ± 0.455 % 92.745 ± 0.813 % [2026-06-11 15:29:57] 5 9.0694 ± 0.6953 0.01536 ± 0.00606 0.01849 ± 0.00122 3.897 ± 0.389 % 92.549 ± 0.736 % [2026-06-11 15:29:59] 6 9.4059 ± 0.6519 0.01734 ± 0.00540 0.01791 ± 0.00103 3.732 ± 0.340 % 92.353 ± 0.680 % [2026-06-11 15:30:01] 7 9.7244 ± 0.6242 0.01623 ± 0.00492 0.01743 ± 0.00089 3.579 ± 0.305 % 92.717 ± 0.615 % [2026-06-11 15:30:03] 8 10.5989 ± 0.6557 0.01620 ± 0.00459 0.01733 ± 0.00080 3.435 ± 0.279 % 92.598 ± 0.580 % [2026-06-11 15:30:06] 9 11.2038 ± 0.6566 0.01398 ± 0.00427 0.01697 ± 0.00072 3.309 ± 0.257 % 92.680 ± 0.544 % [2026-06-11 15:30:08] 10 11.6384 ± 0.6488 0.01363 ± 0.00403 0.01663 ± 0.00065 3.229 ± 0.238 % 92.824 ± 0.511 % [2026-06-11 15:30:10] 11 11.5376 ± 0.6114 0.01405 ± 0.00379 0.01646 ± 0.00061 3.206 ± 0.223 % 92.834 ± 0.487 % [2026-06-11 15:30:12] 12 11.6728 ± 0.5942 0.01369 ± 0.00361 0.01638 ± 0.00057 3.187 ± 0.208 % 92.941 ± 0.463 % [2026-06-11 15:30:14] 13 12.3926 ± 0.6164 0.01593 ± 0.00347 0.01633 ± 0.00054 3.158 ± 0.197 % 92.941 ± 0.445 % [2026-06-11 15:30:16] 14 11.8195 ± 0.5638 0.01824 ± 0.00345 0.01711 ± 0.00059 3.376 ± 0.200 % 92.857 ± 0.431 % [2026-06-11 15:30:19] 15 11.7121 ± 0.5397 0.01872 ± 0.00337 0.01727 ± 0.00057 3.378 ± 0.189 % 92.732 ± 0.420 % [2026-06-11 15:30:21] 16 11.8469 ± 0.5329 0.01988 ± 0.00331 0.01768 ± 0.00058 3.491 ± 0.187 % 92.647 ± 0.409 % [2026-06-11 15:30:23] 17 11.0414 ± 0.4773 0.02067 ± 0.00322 0.01776 ± 0.00058 3.649 ± 0.199 % 92.734 ± 0.394 % [2026-06-11 15:30:25] 18 11.0485 ± 0.4625 0.02206 ± 0.00318 0.01853 ± 0.00070 3.872 ± 0.243 % 92.702 ± 0.384 % [2026-06-11 15:30:28] 19 10.9571 ± 0.4478 0.02306 ± 0.00314 0.01889 ± 0.00070 3.882 ± 0.233 % 92.797 ± 0.371 % [2026-06-11 15:30:30] 20 10.9918 ± 0.4379 0.02313 ± 0.00309 0.01907 ± 0.00071 3.952 ± 0.239 % 92.745 ± 0.363 % [2026-06-11 15:30:32] 21 10.6078 ± 0.4102 0.02419 ± 0.00300 0.01906 ± 0.00068 3.988 ± 0.229 % 92.866 ± 0.352 % [2026-06-11 15:30:34] 22 10.4780 ± 0.3950 0.02473 ± 0.00294 0.01918 ± 0.00067 3.992 ± 0.219 % 92.763 ± 0.346 % [2026-06-11 15:30:37] 23 10.0657 ± 0.3684 0.02395 ± 0.00285 0.01894 ± 0.00065 4.019 ± 0.213 % 92.907 ± 0.335 % [2026-06-11 15:30:39] 24 9.5587 ± 0.3392 0.02321 ± 0.00278 0.01886 ± 0.00065 4.068 ± 0.208 % 92.990 ± 0.326 % [2026-06-11 15:30:41] 25 9.3813 ± 0.3249 0.02347 ± 0.00273 0.01894 ± 0.00063 4.096 ± 0.200 % 93.035 ± 0.319 % [2026-06-11 15:30:43] 26 9.1203 ± 0.3071 0.02290 ± 0.00266 0.01880 ± 0.00061 4.062 ± 0.194 % 93.092 ± 0.311 % [2026-06-11 15:30:46] 27 8.9567 ± 0.2948 0.02376 ± 0.00259 0.01869 ± 0.00059 4.049 ± 0.188 % 93.145 ± 0.305 % [2026-06-11 15:30:48] 28 8.8409 ± 0.2850 0.02338 ± 0.00254 0.01854 ± 0.00057 4.033 ± 0.183 % 93.235 ± 0.297 % [2026-06-11 15:30:50] 29 8.7966 ± 0.2783 0.02339 ± 0.00250 0.01840 ± 0.00055 4.024 ± 0.177 % 93.306 ± 0.291 % [2026-06-11 15:30:52] 30 8.7674 ± 0.2723 0.02317 ± 0.00245 0.01843 ± 0.00055 4.057 ± 0.179 % 93.320 ± 0.285 % [2026-06-11 15:30:55] 31 8.6740 ± 0.2640 0.02246 ± 0.00240 0.01829 ± 0.00053 4.016 ± 0.175 % 93.422 ± 0.279 % [2026-06-11 15:30:57] 32 8.6746 ± 0.2599 0.02251 ± 0.00236 0.01837 ± 0.00052 4.024 ± 0.170 % 93.419 ± 0.274 % [2026-06-11 15:30:59] 33 8.6274 ± 0.2543 0.02243 ± 0.00233 0.01835 ± 0.00051 4.032 ± 0.166 % 93.428 ± 0.270 % [2026-06-11 15:31:01] 34 8.7061 ± 0.2534 0.02223 ± 0.00230 0.01837 ± 0.00050 4.033 ± 0.164 % 93.483 ± 0.265 % [2026-06-11 15:31:03] 35 8.7964 ± 0.2523 0.02159 ± 0.00226 0.01848 ± 0.00049 4.048 ± 0.160 % 93.412 ± 0.263 % [2026-06-11 15:31:06] 36 8.9789 ± 0.2543 0.02119 ± 0.00224 0.01852 ± 0.00048 4.042 ± 0.157 % 93.420 ± 0.259 % [2026-06-11 15:31:08] 37 9.0963 ± 0.2541 0.02147 ± 0.00221 0.01861 ± 0.00047 4.024 ± 0.154 % 93.386 ± 0.256 % [2026-06-11 15:31:10] 38 9.1173 ± 0.2513 0.02199 ± 0.00217 0.01853 ± 0.00046 3.995 ± 0.151 % 93.406 ± 0.252 % [2026-06-11 15:31:12] 39 9.1097 ± 0.2479 0.02174 ± 0.00213 0.01846 ± 0.00045 3.978 ± 0.148 % 93.414 ± 0.249 % [2026-06-11 15:31:14] 40 9.1522 ± 0.2468 0.02258 ± 0.00216 0.01847 ± 0.00044 3.963 ± 0.145 % 93.343 ± 0.247 % [2026-06-11 15:31:16] 41 9.1979 ± 0.2454 0.02224 ± 0.00213 0.01847 ± 0.00044 3.953 ± 0.142 % 93.381 ± 0.243 % [2026-06-11 15:31:19] 42 9.2777 ± 0.2447 0.02262 ± 0.00210 0.01845 ± 0.00043 3.944 ± 0.140 % 93.399 ± 0.240 % [2026-06-11 15:31:21] 43 9.3052 ± 0.2433 0.02248 ± 0.00208 0.01847 ± 0.00042 3.926 ± 0.137 % 93.452 ± 0.236 % [2026-06-11 15:31:23] 44 9.3115 ± 0.2408 0.02196 ± 0.00205 0.01845 ± 0.00042 3.922 ± 0.135 % 93.467 ± 0.233 % [2026-06-11 15:31:25] 45 9.4131 ± 0.2414 0.02221 ± 0.00202 0.01845 ± 0.00041 3.918 ± 0.133 % 93.464 ± 0.231 % [2026-06-11 15:31:27] 46 9.3684 ± 0.2372 0.02292 ± 0.00200 0.01844 ± 0.00040 3.938 ± 0.131 % 93.546 ± 0.227 % [2026-06-11 15:31:29] 47 9.5565 ± 0.2406 0.02289 ± 0.00198 0.01849 ± 0.00040 3.917 ± 0.129 % 93.534 ± 0.225 % [2026-06-11 15:31:31] 48 9.6442 ± 0.2406 0.02300 ± 0.00196 0.01843 ± 0.00039 3.896 ± 0.127 % 93.529 ± 0.222 % [2026-06-11 15:31:34] 49 9.5416 ± 0.2350 0.02250 ± 0.00193 0.01834 ± 0.00038 3.879 ± 0.126 % 93.565 ± 0.220 % [2026-06-11 15:31:36] 50 9.5971 ± 0.2342 0.02243 ± 0.00191 0.01827 ± 0.00037 3.863 ± 0.124 % 93.600 ± 0.217 % [2026-06-11 15:31:36] [2026-06-11 15:31:36] ====== Perplexity statistics ====== [2026-06-11 15:31:36] Mean PPL(Q) : 9.597102 ± 0.234245 [2026-06-11 15:31:36] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:31:36] Cor(ln(PPL(Q)), ln(PPL(base))): 99.69% [2026-06-11 15:31:36] Mean ln(PPL(Q)/PPL(base)) : 0.022426 ± 0.001911 [2026-06-11 15:31:36] Mean PPL(Q)/PPL(base) : 1.022679 ± 0.001954 [2026-06-11 15:31:36] Mean PPL(Q)-PPL(base) : 0.212825 ± 0.019204 [2026-06-11 15:31:36] [2026-06-11 15:31:36] ====== KL divergence statistics ====== [2026-06-11 15:31:36] Mean KLD: 0.018267 ± 0.000374 [2026-06-11 15:31:36] Maximum KLD: 1.307971 [2026-06-11 15:31:36] 99.9% KLD: 0.602553 [2026-06-11 15:31:36] 99.0% KLD: 0.155932 [2026-06-11 15:31:36] 95.0% KLD: 0.052094 [2026-06-11 15:31:36] 90.0% KLD: 0.035705 [2026-06-11 15:31:36] Median KLD: 0.010106 [2026-06-11 15:31:36] 10.0% KLD: 0.000567 [2026-06-11 15:31:36] 5.0% KLD: 0.000188 [2026-06-11 15:31:36] 1.0% KLD: 0.000028 [2026-06-11 15:31:36] 0.1% KLD: 0.000003 [2026-06-11 15:31:36] Minimum KLD: -0.000061 [2026-06-11 15:31:36] [2026-06-11 15:31:36] ====== Token probability statistics ====== [2026-06-11 15:31:36] Mean Δp: -0.342 ± 0.034 % [2026-06-11 15:31:36] Maximum Δp: 44.424% [2026-06-11 15:31:36] 99.9% Δp: 20.132% [2026-06-11 15:31:36] 99.0% Δp: 8.579% [2026-06-11 15:31:36] 95.0% Δp: 3.901% [2026-06-11 15:31:36] 90.0% Δp: 2.285% [2026-06-11 15:31:36] 75.0% Δp: 0.464% [2026-06-11 15:31:36] Median Δp: -0.003% [2026-06-11 15:31:36] 25.0% Δp: -0.744% [2026-06-11 15:31:36] 10.0% Δp: -3.027% [2026-06-11 15:31:36] 5.0% Δp: -5.409% [2026-06-11 15:31:36] 1.0% Δp: -12.928% [2026-06-11 15:31:36] 0.1% Δp: -35.257% [2026-06-11 15:31:36] Minimum Δp: -71.695% [2026-06-11 15:31:36] RMS Δp : 3.863 ± 0.124 % [2026-06-11 15:31:36] Same top p: 93.600 ± 0.217 % [2026-06-11 15:31:36] [2026-06-11 15:31:36] ✅ Finished target model 52: 1 files evaluated [2026-06-11 15:31:38] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ3_XXS/Qwen3.5_4B-MoQ-layers_20-23-IQ3_XXS.gguf to free disk space [2026-06-11 15:31:38] ============================================================ [2026-06-11 15:31:38] TARGET MODEL 53/83: w-ahmad/test3 / MoQ-layers_20-23-IQ4_NL/Qwen3.5_4B-MoQ-layers_20-23-IQ4_NL.gguf [2026-06-11 15:31:38] ============================================================ [2026-06-11 15:31:58] [1/1] MoQ-layers_20-23-IQ4_NL/Qwen3.5_4B-MoQ-layers_20-23-IQ4_NL.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:31:59] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ4_NL/Qwen3.5_4B-MoQ-layers_20-23-IQ4_NL.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:32:00] 0.00.265.311 I common_init_result: fitting params to device memory ... [2026-06-11 15:32:00] 0.00.265.321 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:32:09] 0.10.079.115 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:32:09] 0.10.129.742 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:32:10] 0.10.417.815 I [2026-06-11 15:32:10] 0.10.418.017 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:32:10] 0.10.515.237 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:32:12] 0.12.725.691 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 15:32:12] [2026-06-11 15:32:12] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:32:12] 1 6.0163 ± 1.0199 0.00346 ± 0.00504 0.00412 ± 0.00096 1.623 ± 0.293 % 98.039 ± 0.870 % [2026-06-11 15:32:14] 2 8.8600 ± 1.1484 -0.00027 ± 0.00390 0.00421 ± 0.00054 1.652 ± 0.198 % 97.451 ± 0.699 % [2026-06-11 15:32:17] 3 9.0329 ± 0.9431 -0.00001 ± 0.00322 0.00401 ± 0.00037 1.626 ± 0.145 % 96.863 ± 0.631 % [2026-06-11 15:32:19] 4 8.8714 ± 0.7706 0.00120 ± 0.00274 0.00377 ± 0.00028 1.568 ± 0.115 % 97.059 ± 0.529 % [2026-06-11 15:32:21] 5 8.9330 ± 0.6811 0.00020 ± 0.00245 0.00363 ± 0.00023 1.537 ± 0.102 % 96.941 ± 0.482 % [2026-06-11 15:32:23] 6 9.2495 ± 0.6374 0.00057 ± 0.00226 0.00357 ± 0.00019 1.551 ± 0.091 % 96.928 ± 0.441 % [2026-06-11 15:32:25] 7 9.5883 ± 0.6125 0.00214 ± 0.00211 0.00353 ± 0.00017 1.522 ± 0.082 % 97.031 ± 0.402 % [2026-06-11 15:32:27] 8 10.4654 ± 0.6444 0.00352 ± 0.00196 0.00354 ± 0.00015 1.491 ± 0.074 % 96.961 ± 0.380 % [2026-06-11 15:32:30] 9 11.0890 ± 0.6481 0.00368 ± 0.00185 0.00349 ± 0.00014 1.451 ± 0.068 % 96.993 ± 0.357 % [2026-06-11 15:32:32] 10 11.5325 ± 0.6418 0.00449 ± 0.00173 0.00344 ± 0.00012 1.438 ± 0.063 % 96.902 ± 0.343 % [2026-06-11 15:32:34] 11 11.4339 ± 0.6048 0.00502 ± 0.00165 0.00342 ± 0.00011 1.429 ± 0.059 % 96.934 ± 0.326 % [2026-06-11 15:32:36] 12 11.5779 ± 0.5885 0.00553 ± 0.00159 0.00347 ± 0.00013 1.440 ± 0.055 % 96.928 ± 0.312 % [2026-06-11 15:32:39] 13 12.2594 ± 0.6084 0.00512 ± 0.00153 0.00347 ± 0.00012 1.436 ± 0.052 % 96.893 ± 0.301 % [2026-06-11 15:32:41] 14 11.6748 ± 0.5558 0.00592 ± 0.00158 0.00354 ± 0.00012 1.508 ± 0.071 % 96.975 ± 0.287 % [2026-06-11 15:32:43] 15 11.5546 ± 0.5308 0.00518 ± 0.00154 0.00360 ± 0.00012 1.509 ± 0.067 % 96.941 ± 0.278 % [2026-06-11 15:32:45] 16 11.6841 ± 0.5240 0.00605 ± 0.00150 0.00369 ± 0.00013 1.606 ± 0.104 % 96.912 ± 0.271 % [2026-06-11 15:32:48] 17 10.8810 ± 0.4691 0.00604 ± 0.00145 0.00364 ± 0.00012 1.608 ± 0.099 % 96.955 ± 0.261 % [2026-06-11 15:32:50] 18 10.8730 ± 0.4540 0.00605 ± 0.00142 0.00377 ± 0.00015 1.706 ± 0.124 % 97.037 ± 0.250 % [2026-06-11 15:32:52] 19 10.7728 ± 0.4390 0.00610 ± 0.00140 0.00398 ± 0.00019 1.829 ± 0.145 % 97.028 ± 0.244 % [2026-06-11 15:32:55] 20 10.8110 ± 0.4296 0.00655 ± 0.00138 0.00400 ± 0.00018 1.846 ± 0.138 % 97.000 ± 0.239 % [2026-06-11 15:32:57] 21 10.4234 ± 0.4018 0.00665 ± 0.00134 0.00397 ± 0.00017 1.846 ± 0.132 % 97.031 ± 0.232 % [2026-06-11 15:32:59] 22 10.2805 ± 0.3863 0.00569 ± 0.00131 0.00398 ± 0.00016 1.846 ± 0.127 % 97.005 ± 0.228 % [2026-06-11 15:33:01] 23 9.8837 ± 0.3607 0.00570 ± 0.00126 0.00391 ± 0.00016 1.833 ± 0.122 % 97.033 ± 0.222 % [2026-06-11 15:33:03] 24 9.3900 ± 0.3322 0.00541 ± 0.00123 0.00389 ± 0.00015 1.831 ± 0.117 % 97.042 ± 0.217 % [2026-06-11 15:33:06] 25 9.2109 ± 0.3181 0.00514 ± 0.00121 0.00390 ± 0.00015 1.837 ± 0.113 % 97.051 ± 0.212 % [2026-06-11 15:33:08] 26 8.9571 ± 0.3007 0.00485 ± 0.00119 0.00387 ± 0.00014 1.827 ± 0.109 % 97.119 ± 0.205 % [2026-06-11 15:33:10] 27 8.7885 ± 0.2883 0.00480 ± 0.00116 0.00385 ± 0.00014 1.823 ± 0.106 % 97.095 ± 0.202 % [2026-06-11 15:33:12] 28 8.6796 ± 0.2792 0.00497 ± 0.00114 0.00382 ± 0.00013 1.819 ± 0.102 % 97.143 ± 0.197 % [2026-06-11 15:33:14] 29 8.6409 ± 0.2728 0.00553 ± 0.00117 0.00378 ± 0.00013 1.806 ± 0.100 % 97.187 ± 0.192 % [2026-06-11 15:33:17] 30 8.6129 ± 0.2670 0.00539 ± 0.00115 0.00378 ± 0.00012 1.810 ± 0.096 % 97.150 ± 0.190 % [2026-06-11 15:33:19] 31 8.5259 ± 0.2591 0.00524 ± 0.00112 0.00377 ± 0.00012 1.805 ± 0.094 % 97.090 ± 0.189 % [2026-06-11 15:33:21] 32 8.5294 ± 0.2553 0.00564 ± 0.00110 0.00381 ± 0.00012 1.819 ± 0.091 % 97.059 ± 0.187 % [2026-06-11 15:33:23] 33 8.4841 ± 0.2498 0.00567 ± 0.00109 0.00381 ± 0.00012 1.825 ± 0.088 % 97.077 ± 0.184 % [2026-06-11 15:33:25] 34 8.5653 ± 0.2491 0.00592 ± 0.00107 0.00382 ± 0.00011 1.829 ± 0.086 % 97.070 ± 0.181 % [2026-06-11 15:33:27] 35 8.6598 ± 0.2482 0.00594 ± 0.00105 0.00382 ± 0.00011 1.823 ± 0.084 % 97.053 ± 0.179 % [2026-06-11 15:33:29] 36 8.8449 ± 0.2504 0.00615 ± 0.00103 0.00382 ± 0.00011 1.810 ± 0.083 % 97.004 ± 0.178 % [2026-06-11 15:33:32] 37 8.9587 ± 0.2500 0.00623 ± 0.00102 0.00385 ± 0.00011 1.822 ± 0.082 % 96.990 ± 0.176 % [2026-06-11 15:33:34] 38 8.9723 ± 0.2470 0.00595 ± 0.00101 0.00384 ± 0.00011 1.810 ± 0.080 % 96.945 ± 0.175 % [2026-06-11 15:33:36] 39 8.9691 ± 0.2439 0.00619 ± 0.00099 0.00383 ± 0.00010 1.800 ± 0.078 % 96.953 ± 0.172 % [2026-06-11 15:33:38] 40 9.0046 ± 0.2425 0.00633 ± 0.00101 0.00382 ± 0.00010 1.790 ± 0.077 % 96.961 ± 0.170 % [2026-06-11 15:33:40] 41 9.0527 ± 0.2412 0.00633 ± 0.00100 0.00381 ± 0.00010 1.787 ± 0.075 % 96.949 ± 0.168 % [2026-06-11 15:33:42] 42 9.1279 ± 0.2405 0.00634 ± 0.00098 0.00380 ± 0.00010 1.778 ± 0.074 % 96.947 ± 0.166 % [2026-06-11 15:33:45] 43 9.1565 ± 0.2390 0.00638 ± 0.00098 0.00381 ± 0.00009 1.782 ± 0.073 % 96.899 ± 0.166 % [2026-06-11 15:33:47] 44 9.1670 ± 0.2367 0.00632 ± 0.00096 0.00380 ± 0.00009 1.781 ± 0.071 % 96.889 ± 0.164 % [2026-06-11 15:33:49] 45 9.2650 ± 0.2372 0.00635 ± 0.00095 0.00381 ± 0.00009 1.783 ± 0.070 % 96.871 ± 0.163 % [2026-06-11 15:33:51] 46 9.2109 ± 0.2328 0.00597 ± 0.00094 0.00380 ± 0.00009 1.783 ± 0.069 % 96.888 ± 0.160 % [2026-06-11 15:33:53] 47 9.3957 ± 0.2361 0.00592 ± 0.00093 0.00381 ± 0.00009 1.779 ± 0.067 % 96.863 ± 0.159 % [2026-06-11 15:33:56] 48 9.4799 ± 0.2361 0.00582 ± 0.00093 0.00380 ± 0.00009 1.771 ± 0.066 % 96.904 ± 0.157 % [2026-06-11 15:33:58] 49 9.3835 ± 0.2307 0.00579 ± 0.00092 0.00379 ± 0.00009 1.763 ± 0.065 % 96.887 ± 0.155 % [2026-06-11 15:34:00] 50 9.4368 ± 0.2299 0.00558 ± 0.00091 0.00378 ± 0.00008 1.757 ± 0.064 % 96.910 ± 0.153 % [2026-06-11 15:34:00] [2026-06-11 15:34:00] ====== Perplexity statistics ====== [2026-06-11 15:34:00] Mean PPL(Q) : 9.436795 ± 0.229898 [2026-06-11 15:34:00] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:34:00] Cor(ln(PPL(Q)), ln(PPL(base))): 99.93% [2026-06-11 15:34:00] Mean ln(PPL(Q)/PPL(base)) : 0.005581 ± 0.000911 [2026-06-11 15:34:00] Mean PPL(Q)/PPL(base) : 1.005596 ± 0.000916 [2026-06-11 15:34:00] Mean PPL(Q)-PPL(base) : 0.052519 ± 0.008783 [2026-06-11 15:34:00] [2026-06-11 15:34:00] ====== KL divergence statistics ====== [2026-06-11 15:34:00] Mean KLD: 0.003778 ± 0.000084 [2026-06-11 15:34:00] Maximum KLD: 0.404193 [2026-06-11 15:34:00] 99.9% KLD: 0.107702 [2026-06-11 15:34:00] 99.0% KLD: 0.026288 [2026-06-11 15:34:00] 95.0% KLD: 0.010195 [2026-06-11 15:34:00] 90.0% KLD: 0.007286 [2026-06-11 15:34:00] Median KLD: 0.002398 [2026-06-11 15:34:00] 10.0% KLD: 0.000103 [2026-06-11 15:34:00] 5.0% KLD: 0.000030 [2026-06-11 15:34:00] 1.0% KLD: 0.000002 [2026-06-11 15:34:00] 0.1% KLD: -0.000014 [2026-06-11 15:34:00] Minimum KLD: -0.000068 [2026-06-11 15:34:00] [2026-06-11 15:34:00] ====== Token probability statistics ====== [2026-06-11 15:34:00] Mean Δp: -0.009 ± 0.016 % [2026-06-11 15:34:00] Maximum Δp: 38.041% [2026-06-11 15:34:00] 99.9% Δp: 11.433% [2026-06-11 15:34:00] 99.0% Δp: 4.803% [2026-06-11 15:34:00] 95.0% Δp: 2.409% [2026-06-11 15:34:00] 90.0% Δp: 1.424% [2026-06-11 15:34:00] 75.0% Δp: 0.274% [2026-06-11 15:34:00] Median Δp: 0.000% [2026-06-11 15:34:00] 25.0% Δp: -0.268% [2026-06-11 15:34:00] 10.0% Δp: -1.383% [2026-06-11 15:34:00] 5.0% Δp: -2.392% [2026-06-11 15:34:00] 1.0% Δp: -5.135% [2026-06-11 15:34:00] 0.1% Δp: -13.238% [2026-06-11 15:34:00] Minimum Δp: -36.052% [2026-06-11 15:34:00] RMS Δp : 1.757 ± 0.064 % [2026-06-11 15:34:00] Same top p: 96.910 ± 0.153 % [2026-06-11 15:34:00] [2026-06-11 15:34:01] ✅ Finished target model 53: 1 files evaluated [2026-06-11 15:34:02] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ4_NL/Qwen3.5_4B-MoQ-layers_20-23-IQ4_NL.gguf to free disk space [2026-06-11 15:34:02] ============================================================ [2026-06-11 15:34:02] TARGET MODEL 54/83: w-ahmad/test3 / MoQ-layers_20-23-IQ4_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ4_XS.gguf [2026-06-11 15:34:02] ============================================================ [2026-06-11 15:34:26] [1/1] MoQ-layers_20-23-IQ4_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ4_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:34:27] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-IQ4_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ4_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:34:27] 0.00.311.939 I common_init_result: fitting params to device memory ... [2026-06-11 15:34:27] 0.00.311.951 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:34:37] 0.09.992.931 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:34:37] 0.10.040.808 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:34:37] 0.10.339.172 I [2026-06-11 15:34:37] 0.10.339.352 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:34:37] 0.10.438.047 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:34:39] 0.12.647.918 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 15:34:39] [2026-06-11 15:34:39] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:34:40] 1 6.0167 ± 1.0200 0.00353 ± 0.00476 0.00432 ± 0.00094 1.752 ± 0.263 % 97.255 ± 1.025 % [2026-06-11 15:34:42] 2 8.8393 ± 1.1447 -0.00261 ± 0.00380 0.00425 ± 0.00053 1.662 ± 0.170 % 97.059 ± 0.749 % [2026-06-11 15:34:44] 3 9.0288 ± 0.9418 -0.00047 ± 0.00320 0.00416 ± 0.00036 1.665 ± 0.136 % 96.340 ± 0.679 % [2026-06-11 15:34:46] 4 8.8778 ± 0.7710 0.00191 ± 0.00281 0.00393 ± 0.00028 1.627 ± 0.108 % 96.569 ± 0.570 % [2026-06-11 15:34:48] 5 8.9421 ± 0.6817 0.00122 ± 0.00248 0.00377 ± 0.00023 1.601 ± 0.092 % 96.627 ± 0.506 % [2026-06-11 15:34:50] 6 9.2593 ± 0.6381 0.00163 ± 0.00228 0.00371 ± 0.00019 1.592 ± 0.084 % 96.536 ± 0.468 % [2026-06-11 15:34:52] 7 9.5921 ± 0.6125 0.00253 ± 0.00213 0.00364 ± 0.00017 1.545 ± 0.076 % 96.639 ± 0.427 % [2026-06-11 15:34:55] 8 10.4721 ± 0.6447 0.00417 ± 0.00198 0.00365 ± 0.00015 1.517 ± 0.069 % 96.618 ± 0.400 % [2026-06-11 15:34:57] 9 11.0896 ± 0.6479 0.00373 ± 0.00187 0.00358 ± 0.00013 1.465 ± 0.064 % 96.732 ± 0.371 % [2026-06-11 15:34:59] 10 11.5310 ± 0.6416 0.00436 ± 0.00175 0.00354 ± 0.00012 1.458 ± 0.061 % 96.667 ± 0.356 % [2026-06-11 15:35:01] 11 11.4325 ± 0.6045 0.00490 ± 0.00167 0.00351 ± 0.00011 1.460 ± 0.058 % 96.720 ± 0.336 % [2026-06-11 15:35:03] 12 11.5725 ± 0.5880 0.00507 ± 0.00159 0.00359 ± 0.00013 1.466 ± 0.054 % 96.765 ± 0.320 % [2026-06-11 15:35:06] 13 12.2530 ± 0.6079 0.00459 ± 0.00154 0.00360 ± 0.00012 1.456 ± 0.051 % 96.712 ± 0.310 % [2026-06-11 15:35:08] 14 11.6678 ± 0.5553 0.00533 ± 0.00159 0.00366 ± 0.00012 1.528 ± 0.066 % 96.863 ± 0.292 % [2026-06-11 15:35:10] 15 11.5490 ± 0.5304 0.00469 ± 0.00155 0.00371 ± 0.00012 1.526 ± 0.063 % 96.810 ± 0.284 % [2026-06-11 15:35:12] 16 11.6763 ± 0.5235 0.00538 ± 0.00150 0.00377 ± 0.00012 1.581 ± 0.075 % 96.789 ± 0.276 % [2026-06-11 15:35:15] 17 10.8719 ± 0.4686 0.00520 ± 0.00145 0.00371 ± 0.00011 1.576 ± 0.071 % 96.840 ± 0.266 % [2026-06-11 15:35:17] 18 10.8676 ± 0.4538 0.00555 ± 0.00141 0.00379 ± 0.00012 1.628 ± 0.080 % 96.928 ± 0.255 % [2026-06-11 15:35:19] 19 10.7692 ± 0.4388 0.00576 ± 0.00139 0.00403 ± 0.00018 1.754 ± 0.121 % 96.842 ± 0.251 % [2026-06-11 15:35:21] 20 10.8079 ± 0.4295 0.00626 ± 0.00137 0.00404 ± 0.00017 1.775 ± 0.116 % 96.804 ± 0.246 % [2026-06-11 15:35:24] 21 10.4200 ± 0.4016 0.00633 ± 0.00134 0.00402 ± 0.00016 1.782 ± 0.111 % 96.844 ± 0.239 % [2026-06-11 15:35:26] 22 10.2793 ± 0.3862 0.00558 ± 0.00130 0.00402 ± 0.00016 1.789 ± 0.107 % 96.827 ± 0.234 % [2026-06-11 15:35:28] 23 9.8829 ± 0.3607 0.00562 ± 0.00126 0.00395 ± 0.00015 1.780 ± 0.104 % 96.897 ± 0.226 % [2026-06-11 15:35:31] 24 9.3897 ± 0.3322 0.00537 ± 0.00123 0.00392 ± 0.00015 1.777 ± 0.100 % 96.928 ± 0.221 % [2026-06-11 15:35:33] 25 9.2106 ± 0.3180 0.00511 ± 0.00121 0.00392 ± 0.00014 1.788 ± 0.096 % 96.910 ± 0.217 % [2026-06-11 15:35:35] 26 8.9553 ± 0.3007 0.00465 ± 0.00119 0.00391 ± 0.00014 1.786 ± 0.093 % 96.983 ± 0.210 % [2026-06-11 15:35:37] 27 8.7859 ± 0.2882 0.00450 ± 0.00116 0.00388 ± 0.00013 1.788 ± 0.089 % 96.993 ± 0.206 % [2026-06-11 15:35:39] 28 8.6787 ± 0.2791 0.00486 ± 0.00114 0.00386 ± 0.00013 1.788 ± 0.086 % 97.031 ± 0.201 % [2026-06-11 15:35:42] 29 8.6398 ± 0.2728 0.00540 ± 0.00118 0.00382 ± 0.00012 1.783 ± 0.084 % 97.120 ± 0.195 % [2026-06-11 15:35:44] 30 8.6120 ± 0.2670 0.00528 ± 0.00115 0.00383 ± 0.00012 1.796 ± 0.082 % 97.111 ± 0.192 % [2026-06-11 15:35:46] 31 8.5250 ± 0.2591 0.00513 ± 0.00113 0.00383 ± 0.00012 1.792 ± 0.079 % 97.065 ± 0.190 % [2026-06-11 15:35:48] 32 8.5280 ± 0.2553 0.00547 ± 0.00111 0.00391 ± 0.00012 1.815 ± 0.077 % 97.022 ± 0.188 % [2026-06-11 15:35:50] 33 8.4830 ± 0.2497 0.00554 ± 0.00110 0.00392 ± 0.00012 1.825 ± 0.075 % 97.041 ± 0.185 % [2026-06-11 15:35:52] 34 8.5651 ± 0.2491 0.00590 ± 0.00108 0.00393 ± 0.00012 1.835 ± 0.075 % 97.059 ± 0.181 % [2026-06-11 15:35:55] 35 8.6607 ± 0.2482 0.00604 ± 0.00106 0.00394 ± 0.00011 1.839 ± 0.073 % 96.997 ± 0.181 % [2026-06-11 15:35:57] 36 8.8448 ± 0.2504 0.00614 ± 0.00104 0.00394 ± 0.00011 1.822 ± 0.072 % 96.928 ± 0.180 % [2026-06-11 15:35:59] 37 8.9584 ± 0.2500 0.00620 ± 0.00104 0.00399 ± 0.00011 1.840 ± 0.072 % 96.926 ± 0.178 % [2026-06-11 15:36:01] 38 8.9725 ± 0.2470 0.00598 ± 0.00102 0.00398 ± 0.00011 1.831 ± 0.070 % 96.956 ± 0.175 % [2026-06-11 15:36:03] 39 8.9687 ± 0.2439 0.00613 ± 0.00100 0.00397 ± 0.00011 1.822 ± 0.069 % 96.963 ± 0.172 % [2026-06-11 15:36:05] 40 9.0048 ± 0.2424 0.00635 ± 0.00102 0.00396 ± 0.00010 1.816 ± 0.068 % 96.980 ± 0.169 % [2026-06-11 15:36:07] 41 9.0533 ± 0.2412 0.00640 ± 0.00101 0.00395 ± 0.00010 1.810 ± 0.066 % 96.987 ± 0.167 % [2026-06-11 15:36:10] 42 9.1282 ± 0.2404 0.00637 ± 0.00100 0.00394 ± 0.00010 1.801 ± 0.065 % 96.956 ± 0.166 % [2026-06-11 15:36:12] 43 9.1556 ± 0.2390 0.00628 ± 0.00099 0.00394 ± 0.00010 1.803 ± 0.064 % 96.899 ± 0.166 % [2026-06-11 15:36:14] 44 9.1664 ± 0.2366 0.00626 ± 0.00097 0.00393 ± 0.00010 1.805 ± 0.064 % 96.898 ± 0.164 % [2026-06-11 15:36:16] 45 9.2645 ± 0.2372 0.00631 ± 0.00096 0.00394 ± 0.00009 1.809 ± 0.063 % 96.863 ± 0.163 % [2026-06-11 15:36:18] 46 9.2118 ± 0.2328 0.00606 ± 0.00095 0.00393 ± 0.00009 1.819 ± 0.062 % 96.871 ± 0.161 % [2026-06-11 15:36:21] 47 9.3960 ± 0.2361 0.00595 ± 0.00095 0.00394 ± 0.00009 1.814 ± 0.061 % 96.871 ± 0.159 % [2026-06-11 15:36:23] 48 9.4807 ± 0.2361 0.00591 ± 0.00095 0.00394 ± 0.00009 1.807 ± 0.060 % 96.895 ± 0.157 % [2026-06-11 15:36:25] 49 9.3835 ± 0.2307 0.00579 ± 0.00093 0.00393 ± 0.00009 1.799 ± 0.059 % 96.879 ± 0.156 % [2026-06-11 15:36:27] 50 9.4376 ± 0.2299 0.00567 ± 0.00092 0.00391 ± 0.00009 1.790 ± 0.058 % 96.894 ± 0.154 % [2026-06-11 15:36:27] [2026-06-11 15:36:27] ====== Perplexity statistics ====== [2026-06-11 15:36:27] Mean PPL(Q) : 9.437611 ± 0.229924 [2026-06-11 15:36:27] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:36:27] Cor(ln(PPL(Q)), ln(PPL(base))): 99.93% [2026-06-11 15:36:27] Mean ln(PPL(Q)/PPL(base)) : 0.005667 ± 0.000922 [2026-06-11 15:36:27] Mean PPL(Q)/PPL(base) : 1.005683 ± 0.000927 [2026-06-11 15:36:27] Mean PPL(Q)-PPL(base) : 0.053335 ± 0.008893 [2026-06-11 15:36:27] [2026-06-11 15:36:27] ====== KL divergence statistics ====== [2026-06-11 15:36:27] Mean KLD: 0.003910 ± 0.000087 [2026-06-11 15:36:27] Maximum KLD: 0.418568 [2026-06-11 15:36:27] 99.9% KLD: 0.125529 [2026-06-11 15:36:27] 99.0% KLD: 0.028166 [2026-06-11 15:36:27] 95.0% KLD: 0.010733 [2026-06-11 15:36:27] 90.0% KLD: 0.007484 [2026-06-11 15:36:27] Median KLD: 0.002411 [2026-06-11 15:36:27] 10.0% KLD: 0.000106 [2026-06-11 15:36:27] 5.0% KLD: 0.000031 [2026-06-11 15:36:27] 1.0% KLD: 0.000002 [2026-06-11 15:36:27] 0.1% KLD: -0.000018 [2026-06-11 15:36:27] Minimum KLD: -0.000083 [2026-06-11 15:36:27] [2026-06-11 15:36:27] ====== Token probability statistics ====== [2026-06-11 15:36:27] Mean Δp: -0.013 ± 0.016 % [2026-06-11 15:36:27] Maximum Δp: 38.553% [2026-06-11 15:36:27] 99.9% Δp: 12.277% [2026-06-11 15:36:27] 99.0% Δp: 4.796% [2026-06-11 15:36:27] 95.0% Δp: 2.400% [2026-06-11 15:36:27] 90.0% Δp: 1.399% [2026-06-11 15:36:27] 75.0% Δp: 0.264% [2026-06-11 15:36:27] Median Δp: 0.000% [2026-06-11 15:36:27] 25.0% Δp: -0.268% [2026-06-11 15:36:27] 10.0% Δp: -1.371% [2026-06-11 15:36:27] 5.0% Δp: -2.395% [2026-06-11 15:36:27] 1.0% Δp: -5.595% [2026-06-11 15:36:27] 0.1% Δp: -15.648% [2026-06-11 15:36:27] Minimum Δp: -28.046% [2026-06-11 15:36:27] RMS Δp : 1.790 ± 0.058 % [2026-06-11 15:36:27] Same top p: 96.894 ± 0.154 % [2026-06-11 15:36:27] [2026-06-11 15:36:28] ✅ Finished target model 54: 1 files evaluated [2026-06-11 15:36:29] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-IQ4_XS/Qwen3.5_4B-MoQ-layers_20-23-IQ4_XS.gguf to free disk space [2026-06-11 15:36:29] ============================================================ [2026-06-11 15:36:29] TARGET MODEL 55/83: w-ahmad/test3 / MoQ-layers_20-23-Q2_K/Qwen3.5_4B-MoQ-layers_20-23-Q2_K.gguf [2026-06-11 15:36:29] ============================================================ [2026-06-11 15:36:56] [1/1] MoQ-layers_20-23-Q2_K/Qwen3.5_4B-MoQ-layers_20-23-Q2_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:36:57] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-Q2_K/Qwen3.5_4B-MoQ-layers_20-23-Q2_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:36:58] 0.00.334.992 I common_init_result: fitting params to device memory ... [2026-06-11 15:36:58] 0.00.335.003 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:37:08] 0.10.130.096 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:37:08] 0.10.193.795 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:37:08] 0.10.478.643 I [2026-06-11 15:37:08] 0.10.478.821 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:37:08] 0.10.574.398 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:37:10] 0.12.848.257 I kl_divergence: 2.27 seconds per pass - ETA 1.88 minutes [2026-06-11 15:37:10] [2026-06-11 15:37:10] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:37:11] 1 6.4614 ± 1.1339 0.07483 ± 0.02705 0.05158 ± 0.01331 8.110 ± 2.074 % 92.549 ± 1.648 % [2026-06-11 15:37:13] 2 9.4940 ± 1.2560 0.06885 ± 0.01867 0.05451 ± 0.01062 7.818 ± 1.419 % 92.157 ± 1.192 % [2026-06-11 15:37:15] 3 9.5097 ± 1.0065 0.05142 ± 0.01396 0.05233 ± 0.00724 7.179 ± 1.050 % 92.026 ± 0.980 % [2026-06-11 15:37:17] 4 9.2803 ± 0.8143 0.04625 ± 0.01134 0.04751 ± 0.00546 6.606 ± 0.858 % 92.647 ± 0.818 % [2026-06-11 15:37:19] 5 9.3052 ± 0.7162 0.04102 ± 0.00969 0.04482 ± 0.00440 6.273 ± 0.730 % 92.235 ± 0.750 % [2026-06-11 15:37:21] 6 9.6222 ± 0.6683 0.04008 ± 0.00856 0.04309 ± 0.00369 5.992 ± 0.639 % 91.569 ± 0.711 % [2026-06-11 15:37:23] 7 9.9341 ± 0.6383 0.03757 ± 0.00786 0.04170 ± 0.00317 5.736 ± 0.573 % 91.429 ± 0.663 % [2026-06-11 15:37:25] 8 10.8317 ± 0.6697 0.03792 ± 0.00723 0.04116 ± 0.00279 5.512 ± 0.523 % 91.373 ± 0.622 % [2026-06-11 15:37:28] 9 11.4634 ± 0.6721 0.03689 ± 0.00669 0.04034 ± 0.00250 5.370 ± 0.481 % 91.416 ± 0.585 % [2026-06-11 15:37:30] 10 11.9366 ± 0.6670 0.03892 ± 0.00628 0.03983 ± 0.00226 5.222 ± 0.446 % 91.176 ± 0.562 % [2026-06-11 15:37:32] 11 11.8284 ± 0.6272 0.03894 ± 0.00605 0.04008 ± 0.00222 5.348 ± 0.442 % 91.408 ± 0.529 % [2026-06-11 15:37:34] 12 12.0090 ± 0.6121 0.04209 ± 0.00584 0.03990 ± 0.00206 5.320 ± 0.412 % 91.340 ± 0.509 % [2026-06-11 15:37:37] 13 12.7271 ± 0.6334 0.04256 ± 0.00562 0.03969 ± 0.00191 5.251 ± 0.387 % 91.252 ± 0.491 % [2026-06-11 15:37:39] 14 12.1662 ± 0.5807 0.04715 ± 0.00547 0.04084 ± 0.00183 5.396 ± 0.358 % 91.176 ± 0.475 % [2026-06-11 15:37:41] 15 12.0314 ± 0.5535 0.04561 ± 0.00542 0.04165 ± 0.00179 5.589 ± 0.358 % 90.928 ± 0.464 % [2026-06-11 15:37:43] 16 12.2092 ± 0.5481 0.05001 ± 0.00534 0.04319 ± 0.00181 5.876 ± 0.350 % 90.613 ± 0.457 % [2026-06-11 15:37:46] 17 11.3626 ± 0.4904 0.04935 ± 0.00512 0.04292 ± 0.00178 5.964 ± 0.355 % 90.773 ± 0.440 % [2026-06-11 15:37:48] 18 11.3924 ± 0.4767 0.05271 ± 0.00525 0.04547 ± 0.00220 6.203 ± 0.366 % 90.566 ± 0.431 % [2026-06-11 15:37:50] 19 11.2998 ± 0.4615 0.05385 ± 0.00528 0.04627 ± 0.00218 6.194 ± 0.351 % 90.609 ± 0.419 % [2026-06-11 15:37:53] 20 11.3490 ± 0.4525 0.05511 ± 0.00515 0.04633 ± 0.00209 6.193 ± 0.338 % 90.529 ± 0.410 % [2026-06-11 15:37:55] 21 10.9433 ± 0.4232 0.05532 ± 0.00498 0.04636 ± 0.00202 6.194 ± 0.323 % 90.626 ± 0.398 % [2026-06-11 15:37:57] 22 10.7910 ± 0.4065 0.05416 ± 0.00486 0.04672 ± 0.00194 6.283 ± 0.310 % 90.677 ± 0.388 % [2026-06-11 15:38:00] 23 10.3622 ± 0.3792 0.05297 ± 0.00468 0.04586 ± 0.00186 6.251 ± 0.300 % 90.861 ± 0.376 % [2026-06-11 15:38:02] 24 9.8347 ± 0.3490 0.05168 ± 0.00454 0.04530 ± 0.00179 6.230 ± 0.290 % 90.899 ± 0.368 % [2026-06-11 15:38:04] 25 9.6344 ± 0.3336 0.05010 ± 0.00446 0.04540 ± 0.00174 6.249 ± 0.279 % 90.965 ± 0.359 % [2026-06-11 15:38:06] 26 9.3520 ± 0.3148 0.04799 ± 0.00435 0.04514 ± 0.00168 6.225 ± 0.271 % 90.980 ± 0.352 % [2026-06-11 15:38:09] 27 9.1746 ± 0.3016 0.04780 ± 0.00429 0.04534 ± 0.00167 6.253 ± 0.264 % 91.038 ± 0.344 % [2026-06-11 15:38:11] 28 9.0587 ± 0.2919 0.04772 ± 0.00418 0.04496 ± 0.00161 6.237 ± 0.257 % 91.134 ± 0.336 % [2026-06-11 15:38:13] 29 9.0105 ± 0.2851 0.04741 ± 0.00409 0.04471 ± 0.00157 6.247 ± 0.257 % 91.197 ± 0.330 % [2026-06-11 15:38:15] 30 8.9797 ± 0.2788 0.04709 ± 0.00401 0.04481 ± 0.00154 6.296 ± 0.254 % 91.281 ± 0.323 % [2026-06-11 15:38:17] 31 8.8826 ± 0.2702 0.04623 ± 0.00390 0.04442 ± 0.00149 6.265 ± 0.247 % 91.246 ± 0.318 % [2026-06-11 15:38:20] 32 8.8895 ± 0.2663 0.04699 ± 0.00383 0.04458 ± 0.00146 6.250 ± 0.241 % 91.262 ± 0.313 % [2026-06-11 15:38:22] 33 8.8441 ± 0.2606 0.04724 ± 0.00376 0.04449 ± 0.00143 6.272 ± 0.237 % 91.182 ± 0.309 % [2026-06-11 15:38:24] 34 8.9258 ± 0.2598 0.04714 ± 0.00374 0.04487 ± 0.00144 6.329 ± 0.239 % 91.211 ± 0.304 % [2026-06-11 15:38:26] 35 9.0252 ± 0.2589 0.04727 ± 0.00368 0.04517 ± 0.00141 6.353 ± 0.236 % 91.115 ± 0.301 % [2026-06-11 15:38:28] 36 9.2102 ± 0.2609 0.04662 ± 0.00362 0.04504 ± 0.00138 6.302 ± 0.231 % 91.057 ± 0.298 % [2026-06-11 15:38:31] 37 9.3332 ± 0.2606 0.04718 ± 0.00358 0.04530 ± 0.00135 6.316 ± 0.231 % 90.970 ± 0.295 % [2026-06-11 15:38:33] 38 9.3565 ± 0.2578 0.04788 ± 0.00353 0.04543 ± 0.00134 6.350 ± 0.228 % 90.929 ± 0.292 % [2026-06-11 15:38:35] 39 9.3458 ± 0.2543 0.04733 ± 0.00348 0.04530 ± 0.00131 6.328 ± 0.224 % 91.011 ± 0.287 % [2026-06-11 15:38:37] 40 9.3819 ± 0.2527 0.04737 ± 0.00345 0.04522 ± 0.00128 6.294 ± 0.220 % 90.971 ± 0.284 % [2026-06-11 15:38:39] 41 9.4338 ± 0.2514 0.04757 ± 0.00341 0.04527 ± 0.00126 6.288 ± 0.216 % 90.923 ± 0.281 % [2026-06-11 15:38:41] 42 9.5164 ± 0.2508 0.04802 ± 0.00337 0.04523 ± 0.00124 6.289 ± 0.216 % 90.906 ± 0.278 % [2026-06-11 15:38:43] 43 9.5472 ± 0.2493 0.04816 ± 0.00333 0.04520 ± 0.00121 6.272 ± 0.212 % 90.880 ± 0.275 % [2026-06-11 15:38:46] 44 9.5504 ± 0.2466 0.04730 ± 0.00329 0.04512 ± 0.00119 6.233 ± 0.209 % 90.891 ± 0.272 % [2026-06-11 15:38:48] 45 9.6532 ± 0.2471 0.04740 ± 0.00326 0.04514 ± 0.00117 6.221 ± 0.205 % 90.876 ± 0.269 % [2026-06-11 15:38:50] 46 9.6000 ± 0.2426 0.04734 ± 0.00322 0.04500 ± 0.00114 6.222 ± 0.201 % 90.912 ± 0.265 % [2026-06-11 15:38:52] 47 9.7987 ± 0.2463 0.04792 ± 0.00319 0.04513 ± 0.00113 6.202 ± 0.198 % 90.805 ± 0.264 % [2026-06-11 15:38:54] 48 9.8874 ± 0.2462 0.04791 ± 0.00316 0.04499 ± 0.00110 6.187 ± 0.195 % 90.858 ± 0.261 % [2026-06-11 15:38:57] 49 9.7897 ± 0.2407 0.04817 ± 0.00311 0.04473 ± 0.00108 6.155 ± 0.192 % 90.860 ± 0.258 % [2026-06-11 15:38:59] 50 9.8486 ± 0.2400 0.04830 ± 0.00307 0.04454 ± 0.00106 6.129 ± 0.189 % 90.863 ± 0.255 % [2026-06-11 15:38:59] [2026-06-11 15:38:59] ====== Perplexity statistics ====== [2026-06-11 15:38:59] Mean PPL(Q) : 9.848648 ± 0.239984 [2026-06-11 15:38:59] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:38:59] Cor(ln(PPL(Q)), ln(PPL(base))): 99.20% [2026-06-11 15:38:59] Mean ln(PPL(Q)/PPL(base)) : 0.048299 ± 0.003071 [2026-06-11 15:38:59] Mean PPL(Q)/PPL(base) : 1.049484 ± 0.003223 [2026-06-11 15:38:59] Mean PPL(Q)-PPL(base) : 0.464371 ± 0.031924 [2026-06-11 15:38:59] [2026-06-11 15:38:59] ====== KL divergence statistics ====== [2026-06-11 15:38:59] Mean KLD: 0.044540 ± 0.001063 [2026-06-11 15:38:59] Maximum KLD: 5.864898 [2026-06-11 15:38:59] 99.9% KLD: 1.677880 [2026-06-11 15:38:59] 99.0% KLD: 0.381984 [2026-06-11 15:38:59] 95.0% KLD: 0.133096 [2026-06-11 15:38:59] 90.0% KLD: 0.086122 [2026-06-11 15:38:59] Median KLD: 0.023337 [2026-06-11 15:38:59] 10.0% KLD: 0.001569 [2026-06-11 15:38:59] 5.0% KLD: 0.000504 [2026-06-11 15:38:59] 1.0% KLD: 0.000081 [2026-06-11 15:38:59] 0.1% KLD: 0.000012 [2026-06-11 15:38:59] Minimum KLD: 0.000000 [2026-06-11 15:38:59] [2026-06-11 15:38:59] ====== Token probability statistics ====== [2026-06-11 15:38:59] Mean Δp: -1.150 ± 0.053 % [2026-06-11 15:38:59] Maximum Δp: 54.744% [2026-06-11 15:38:59] 99.9% Δp: 30.272% [2026-06-11 15:38:59] 99.0% Δp: 11.227% [2026-06-11 15:38:59] 95.0% Δp: 4.853% [2026-06-11 15:38:59] 90.0% Δp: 2.583% [2026-06-11 15:38:59] 75.0% Δp: 0.279% [2026-06-11 15:38:59] Median Δp: -0.104% [2026-06-11 15:38:59] 25.0% Δp: -1.778% [2026-06-11 15:38:59] 10.0% Δp: -5.600% [2026-06-11 15:38:59] 5.0% Δp: -9.263% [2026-06-11 15:38:59] 1.0% Δp: -22.431% [2026-06-11 15:38:59] 0.1% Δp: -62.476% [2026-06-11 15:38:59] Minimum Δp: -94.378% [2026-06-11 15:38:59] RMS Δp : 6.129 ± 0.189 % [2026-06-11 15:38:59] Same top p: 90.863 ± 0.255 % [2026-06-11 15:38:59] [2026-06-11 15:38:59] ✅ Finished target model 55: 1 files evaluated [2026-06-11 15:39:01] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-Q2_K/Qwen3.5_4B-MoQ-layers_20-23-Q2_K.gguf to free disk space [2026-06-11 15:39:01] ============================================================ [2026-06-11 15:39:01] TARGET MODEL 56/83: w-ahmad/test3 / MoQ-layers_20-23-Q3_K/Qwen3.5_4B-MoQ-layers_20-23-Q3_K.gguf [2026-06-11 15:39:01] ============================================================ [2026-06-11 15:39:24] [1/1] MoQ-layers_20-23-Q3_K/Qwen3.5_4B-MoQ-layers_20-23-Q3_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:39:25] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-Q3_K/Qwen3.5_4B-MoQ-layers_20-23-Q3_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:39:25] 0.00.320.328 I common_init_result: fitting params to device memory ... [2026-06-11 15:39:25] 0.00.320.363 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:39:36] 0.10.610.537 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:39:36] 0.10.660.363 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:39:36] 0.10.954.888 I [2026-06-11 15:39:36] 0.10.955.052 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:39:36] 0.11.053.870 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:39:38] 0.13.315.323 I kl_divergence: 2.26 seconds per pass - ETA 1.88 minutes [2026-06-11 15:39:38] [2026-06-11 15:39:38] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:39:39] 1 6.0784 ± 1.0251 0.01373 ± 0.01223 0.01562 ± 0.00322 4.207 ± 0.995 % 97.255 ± 1.025 % [2026-06-11 15:39:41] 2 8.9684 ± 1.1636 0.01189 ± 0.00805 0.01584 ± 0.00202 3.643 ± 0.597 % 95.098 ± 0.957 % [2026-06-11 15:39:43] 3 9.1660 ± 0.9585 0.01461 ± 0.00681 0.01514 ± 0.00140 3.375 ± 0.434 % 94.771 ± 0.805 % [2026-06-11 15:39:45] 4 9.0067 ± 0.7837 0.01633 ± 0.00555 0.01396 ± 0.00107 3.226 ± 0.344 % 94.314 ± 0.725 % [2026-06-11 15:39:47] 5 9.0508 ± 0.6898 0.01331 ± 0.00489 0.01322 ± 0.00086 3.063 ± 0.293 % 94.510 ± 0.638 % [2026-06-11 15:39:49] 6 9.3825 ± 0.6458 0.01484 ± 0.00435 0.01292 ± 0.00073 3.008 ± 0.253 % 94.118 ± 0.602 % [2026-06-11 15:39:51] 7 9.7120 ± 0.6189 0.01495 ± 0.00404 0.01272 ± 0.00064 2.958 ± 0.224 % 94.286 ± 0.550 % [2026-06-11 15:39:54] 8 10.5817 ± 0.6492 0.01457 ± 0.00379 0.01277 ± 0.00057 2.896 ± 0.202 % 94.167 ± 0.519 % [2026-06-11 15:39:56] 9 11.2236 ± 0.6546 0.01575 ± 0.00355 0.01252 ± 0.00051 2.861 ± 0.190 % 94.248 ± 0.486 % [2026-06-11 15:39:58] 10 11.6455 ± 0.6463 0.01423 ± 0.00333 0.01231 ± 0.00047 2.797 ± 0.175 % 94.314 ± 0.459 % [2026-06-11 15:40:00] 11 11.5379 ± 0.6084 0.01408 ± 0.00313 0.01217 ± 0.00043 2.761 ± 0.162 % 94.367 ± 0.435 % [2026-06-11 15:40:03] 12 11.6760 ± 0.5913 0.01397 ± 0.00300 0.01218 ± 0.00040 2.786 ± 0.156 % 94.346 ± 0.418 % [2026-06-11 15:40:05] 13 12.3799 ± 0.6124 0.01490 ± 0.00288 0.01214 ± 0.00038 2.762 ± 0.149 % 94.510 ± 0.396 % [2026-06-11 15:40:07] 14 11.8145 ± 0.5604 0.01782 ± 0.00293 0.01302 ± 0.00053 3.109 ± 0.220 % 94.454 ± 0.383 % [2026-06-11 15:40:09] 15 11.6870 ± 0.5347 0.01657 ± 0.00297 0.01322 ± 0.00051 3.101 ± 0.207 % 94.405 ± 0.372 % [2026-06-11 15:40:12] 16 11.8359 ± 0.5287 0.01896 ± 0.00291 0.01360 ± 0.00052 3.247 ± 0.203 % 94.387 ± 0.360 % [2026-06-11 15:40:14] 17 11.0210 ± 0.4734 0.01882 ± 0.00277 0.01340 ± 0.00050 3.248 ± 0.192 % 94.487 ± 0.347 % [2026-06-11 15:40:16] 18 11.0161 ± 0.4585 0.01913 ± 0.00272 0.01369 ± 0.00051 3.313 ± 0.192 % 94.532 ± 0.336 % [2026-06-11 15:40:19] 19 10.9171 ± 0.4434 0.01941 ± 0.00268 0.01421 ± 0.00056 3.486 ± 0.206 % 94.592 ± 0.325 % [2026-06-11 15:40:21] 20 10.9599 ± 0.4341 0.02022 ± 0.00262 0.01431 ± 0.00054 3.477 ± 0.197 % 94.647 ± 0.315 % [2026-06-11 15:40:23] 21 10.5637 ± 0.4060 0.02002 ± 0.00254 0.01419 ± 0.00052 3.446 ± 0.190 % 94.697 ± 0.306 % [2026-06-11 15:40:26] 22 10.4175 ± 0.3902 0.01893 ± 0.00249 0.01434 ± 0.00051 3.487 ± 0.186 % 94.742 ± 0.298 % [2026-06-11 15:40:28] 23 10.0159 ± 0.3644 0.01899 ± 0.00241 0.01411 ± 0.00049 3.492 ± 0.182 % 94.851 ± 0.289 % [2026-06-11 15:40:30] 24 9.5175 ± 0.3358 0.01890 ± 0.00234 0.01388 ± 0.00047 3.469 ± 0.176 % 94.918 ± 0.281 % [2026-06-11 15:40:32] 25 9.3364 ± 0.3215 0.01868 ± 0.00230 0.01381 ± 0.00046 3.458 ± 0.170 % 95.027 ± 0.272 % [2026-06-11 15:40:34] 26 9.0805 ± 0.3041 0.01852 ± 0.00225 0.01373 ± 0.00044 3.434 ± 0.165 % 95.038 ± 0.267 % [2026-06-11 15:40:37] 27 8.9097 ± 0.2916 0.01849 ± 0.00221 0.01370 ± 0.00043 3.439 ± 0.161 % 95.062 ± 0.261 % [2026-06-11 15:40:39] 28 8.7933 ± 0.2821 0.01799 ± 0.00216 0.01363 ± 0.00042 3.433 ± 0.157 % 95.042 ± 0.257 % [2026-06-11 15:40:41] 29 8.7516 ± 0.2756 0.01825 ± 0.00215 0.01356 ± 0.00041 3.424 ± 0.153 % 95.105 ± 0.251 % [2026-06-11 15:40:43] 30 8.7261 ± 0.2699 0.01845 ± 0.00210 0.01357 ± 0.00040 3.435 ± 0.151 % 95.163 ± 0.245 % [2026-06-11 15:40:45] 31 8.6378 ± 0.2619 0.01827 ± 0.00205 0.01348 ± 0.00039 3.404 ± 0.148 % 95.180 ± 0.241 % [2026-06-11 15:40:47] 32 8.6412 ± 0.2580 0.01866 ± 0.00202 0.01353 ± 0.00038 3.408 ± 0.144 % 95.147 ± 0.238 % [2026-06-11 15:40:50] 33 8.5921 ± 0.2523 0.01833 ± 0.00198 0.01353 ± 0.00037 3.400 ± 0.141 % 95.140 ± 0.234 % [2026-06-11 15:40:52] 34 8.6753 ± 0.2516 0.01868 ± 0.00195 0.01354 ± 0.00036 3.392 ± 0.138 % 95.144 ± 0.231 % [2026-06-11 15:40:54] 35 8.7693 ± 0.2507 0.01851 ± 0.00193 0.01357 ± 0.00035 3.387 ± 0.135 % 95.081 ± 0.229 % [2026-06-11 15:40:56] 36 8.9519 ± 0.2526 0.01817 ± 0.00190 0.01357 ± 0.00034 3.370 ± 0.132 % 95.033 ± 0.227 % [2026-06-11 15:40:58] 37 9.0708 ± 0.2524 0.01867 ± 0.00188 0.01371 ± 0.00035 3.395 ± 0.137 % 94.987 ± 0.225 % [2026-06-11 15:41:00] 38 9.0866 ± 0.2495 0.01862 ± 0.00185 0.01371 ± 0.00035 3.402 ± 0.136 % 94.902 ± 0.223 % [2026-06-11 15:41:03] 39 9.0763 ± 0.2461 0.01807 ± 0.00182 0.01363 ± 0.00034 3.379 ± 0.133 % 94.922 ± 0.220 % [2026-06-11 15:41:05] 40 9.1162 ± 0.2448 0.01864 ± 0.00184 0.01364 ± 0.00033 3.369 ± 0.131 % 94.882 ± 0.218 % [2026-06-11 15:41:07] 41 9.1605 ± 0.2434 0.01817 ± 0.00181 0.01361 ± 0.00032 3.354 ± 0.128 % 94.864 ± 0.216 % [2026-06-11 15:41:09] 42 9.2352 ± 0.2426 0.01803 ± 0.00180 0.01366 ± 0.00032 3.364 ± 0.128 % 94.837 ± 0.214 % [2026-06-11 15:41:11] 43 9.2641 ± 0.2412 0.01806 ± 0.00178 0.01373 ± 0.00032 3.370 ± 0.125 % 94.765 ± 0.213 % [2026-06-11 15:41:14] 44 9.2712 ± 0.2387 0.01763 ± 0.00176 0.01370 ± 0.00031 3.359 ± 0.123 % 94.768 ± 0.210 % [2026-06-11 15:41:16] 45 9.3716 ± 0.2393 0.01780 ± 0.00174 0.01371 ± 0.00031 3.355 ± 0.121 % 94.684 ± 0.209 % [2026-06-11 15:41:18] 46 9.3238 ± 0.2350 0.01815 ± 0.00172 0.01373 ± 0.00031 3.382 ± 0.120 % 94.740 ± 0.206 % [2026-06-11 15:41:20] 47 9.5113 ± 0.2383 0.01815 ± 0.00171 0.01382 ± 0.00030 3.373 ± 0.118 % 94.677 ± 0.205 % [2026-06-11 15:41:22] 48 9.5995 ± 0.2385 0.01835 ± 0.00169 0.01380 ± 0.00030 3.365 ± 0.116 % 94.722 ± 0.202 % [2026-06-11 15:41:25] 49 9.5028 ± 0.2330 0.01843 ± 0.00167 0.01375 ± 0.00029 3.349 ± 0.114 % 94.670 ± 0.201 % [2026-06-11 15:41:27] 50 9.5578 ± 0.2323 0.01832 ± 0.00165 0.01369 ± 0.00029 3.336 ± 0.113 % 94.690 ± 0.199 % [2026-06-11 15:41:27] [2026-06-11 15:41:27] ====== Perplexity statistics ====== [2026-06-11 15:41:27] Mean PPL(Q) : 9.557825 ± 0.232274 [2026-06-11 15:41:27] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:41:27] Cor(ln(PPL(Q)), ln(PPL(base))): 99.77% [2026-06-11 15:41:27] Mean ln(PPL(Q)/PPL(base)) : 0.018325 ± 0.001646 [2026-06-11 15:41:27] Mean PPL(Q)/PPL(base) : 1.018494 ± 0.001677 [2026-06-11 15:41:27] Mean PPL(Q)-PPL(base) : 0.173549 ± 0.016218 [2026-06-11 15:41:27] [2026-06-11 15:41:27] ====== KL divergence statistics ====== [2026-06-11 15:41:27] Mean KLD: 0.013694 ± 0.000287 [2026-06-11 15:41:27] Maximum KLD: 1.141934 [2026-06-11 15:41:27] 99.9% KLD: 0.498234 [2026-06-11 15:41:27] 99.0% KLD: 0.112498 [2026-06-11 15:41:27] 95.0% KLD: 0.038748 [2026-06-11 15:41:27] 90.0% KLD: 0.026341 [2026-06-11 15:41:27] Median KLD: 0.007796 [2026-06-11 15:41:27] 10.0% KLD: 0.000453 [2026-06-11 15:41:27] 5.0% KLD: 0.000152 [2026-06-11 15:41:27] 1.0% KLD: 0.000027 [2026-06-11 15:41:27] 0.1% KLD: 0.000003 [2026-06-11 15:41:27] Minimum KLD: -0.000040 [2026-06-11 15:41:27] [2026-06-11 15:41:27] ====== Token probability statistics ====== [2026-06-11 15:41:27] Mean Δp: -0.469 ± 0.029 % [2026-06-11 15:41:27] Maximum Δp: 45.803% [2026-06-11 15:41:27] 99.9% Δp: 17.142% [2026-06-11 15:41:27] 99.0% Δp: 7.056% [2026-06-11 15:41:27] 95.0% Δp: 3.130% [2026-06-11 15:41:27] 90.0% Δp: 1.762% [2026-06-11 15:41:27] 75.0% Δp: 0.233% [2026-06-11 15:41:27] Median Δp: -0.033% [2026-06-11 15:41:27] 25.0% Δp: -0.872% [2026-06-11 15:41:27] 10.0% Δp: -3.031% [2026-06-11 15:41:27] 5.0% Δp: -4.985% [2026-06-11 15:41:27] 1.0% Δp: -11.519% [2026-06-11 15:41:27] 0.1% Δp: -34.382% [2026-06-11 15:41:27] Minimum Δp: -62.289% [2026-06-11 15:41:27] RMS Δp : 3.336 ± 0.113 % [2026-06-11 15:41:27] Same top p: 94.690 ± 0.199 % [2026-06-11 15:41:27] [2026-06-11 15:41:27] ✅ Finished target model 56: 1 files evaluated [2026-06-11 15:41:29] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-Q3_K/Qwen3.5_4B-MoQ-layers_20-23-Q3_K.gguf to free disk space [2026-06-11 15:41:29] ============================================================ [2026-06-11 15:41:29] TARGET MODEL 57/83: w-ahmad/test3 / MoQ-layers_20-23-Q4_K/Qwen3.5_4B-MoQ-layers_20-23-Q4_K.gguf [2026-06-11 15:41:29] ============================================================ [2026-06-11 15:42:04] [1/1] MoQ-layers_20-23-Q4_K/Qwen3.5_4B-MoQ-layers_20-23-Q4_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:42:05] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-Q4_K/Qwen3.5_4B-MoQ-layers_20-23-Q4_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:42:05] 0.00.333.836 I common_init_result: fitting params to device memory ... [2026-06-11 15:42:05] 0.00.333.845 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:42:15] 0.10.429.290 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:42:15] 0.10.473.922 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:42:15] 0.10.754.701 I [2026-06-11 15:42:15] 0.10.754.847 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:42:15] 0.10.849.294 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:42:18] 0.13.044.778 I kl_divergence: 2.20 seconds per pass - ETA 1.82 minutes [2026-06-11 15:42:18] [2026-06-11 15:42:18] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:42:18] 1 5.9956 ± 1.0182 0.00002 ± 0.00744 0.00515 ± 0.00187 1.376 ± 0.143 % 97.255 ± 1.025 % [2026-06-11 15:42:20] 2 8.9125 ± 1.1589 0.00564 ± 0.00535 0.00454 ± 0.00097 1.533 ± 0.146 % 97.255 ± 0.724 % [2026-06-11 15:42:22] 3 9.0687 ± 0.9474 0.00394 ± 0.00415 0.00414 ± 0.00065 1.479 ± 0.105 % 97.124 ± 0.605 % [2026-06-11 15:42:24] 4 8.8690 ± 0.7702 0.00092 ± 0.00332 0.00382 ± 0.00049 1.476 ± 0.084 % 97.353 ± 0.503 % [2026-06-11 15:42:26] 5 8.9449 ± 0.6819 0.00154 ± 0.00283 0.00361 ± 0.00039 1.442 ± 0.072 % 97.176 ± 0.464 % [2026-06-11 15:42:28] 6 9.2632 ± 0.6386 0.00205 ± 0.00250 0.00354 ± 0.00033 1.443 ± 0.068 % 97.190 ± 0.423 % [2026-06-11 15:42:30] 7 9.5850 ± 0.6119 0.00179 ± 0.00225 0.00344 ± 0.00028 1.401 ± 0.061 % 97.143 ± 0.394 % [2026-06-11 15:42:33] 8 10.4551 ± 0.6430 0.00254 ± 0.00209 0.00344 ± 0.00025 1.394 ± 0.055 % 96.912 ± 0.383 % [2026-06-11 15:42:35] 9 11.0815 ± 0.6472 0.00301 ± 0.00196 0.00337 ± 0.00022 1.360 ± 0.051 % 96.863 ± 0.364 % [2026-06-11 15:42:37] 10 11.5207 ± 0.6406 0.00346 ± 0.00183 0.00332 ± 0.00020 1.354 ± 0.048 % 97.059 ± 0.335 % [2026-06-11 15:42:39] 11 11.4185 ± 0.6034 0.00368 ± 0.00174 0.00329 ± 0.00018 1.351 ± 0.045 % 97.255 ± 0.309 % [2026-06-11 15:42:41] 12 11.5539 ± 0.5866 0.00346 ± 0.00166 0.00328 ± 0.00017 1.366 ± 0.045 % 97.320 ± 0.292 % [2026-06-11 15:42:43] 13 12.2414 ± 0.6069 0.00365 ± 0.00161 0.00329 ± 0.00016 1.352 ± 0.042 % 97.315 ± 0.281 % [2026-06-11 15:42:46] 14 11.6656 ± 0.5546 0.00513 ± 0.00163 0.00345 ± 0.00018 1.427 ± 0.056 % 97.255 ± 0.274 % [2026-06-11 15:42:48] 15 11.5417 ± 0.5294 0.00405 ± 0.00158 0.00354 ± 0.00018 1.444 ± 0.056 % 97.124 ± 0.270 % [2026-06-11 15:42:50] 16 11.6656 ± 0.5223 0.00447 ± 0.00152 0.00357 ± 0.00017 1.471 ± 0.054 % 97.034 ± 0.266 % [2026-06-11 15:42:52] 17 10.8655 ± 0.4676 0.00461 ± 0.00147 0.00356 ± 0.00016 1.513 ± 0.060 % 97.070 ± 0.256 % [2026-06-11 15:42:55] 18 10.8551 ± 0.4524 0.00440 ± 0.00145 0.00365 ± 0.00016 1.603 ± 0.084 % 97.059 ± 0.249 % [2026-06-11 15:42:57] 19 10.7541 ± 0.4373 0.00436 ± 0.00141 0.00370 ± 0.00016 1.598 ± 0.080 % 96.966 ± 0.246 % [2026-06-11 15:42:59] 20 10.7870 ± 0.4277 0.00433 ± 0.00138 0.00369 ± 0.00015 1.605 ± 0.077 % 97.000 ± 0.239 % [2026-06-11 15:43:01] 21 10.4011 ± 0.4001 0.00451 ± 0.00134 0.00370 ± 0.00014 1.642 ± 0.075 % 96.975 ± 0.234 % [2026-06-11 15:43:04] 22 10.2683 ± 0.3852 0.00451 ± 0.00130 0.00370 ± 0.00014 1.652 ± 0.072 % 97.005 ± 0.228 % [2026-06-11 15:43:06] 23 9.8711 ± 0.3597 0.00442 ± 0.00126 0.00370 ± 0.00014 1.701 ± 0.083 % 97.016 ± 0.222 % [2026-06-11 15:43:08] 24 9.3820 ± 0.3314 0.00455 ± 0.00123 0.00365 ± 0.00013 1.701 ± 0.079 % 97.026 ± 0.217 % [2026-06-11 15:43:11] 25 9.2049 ± 0.3173 0.00449 ± 0.00121 0.00365 ± 0.00013 1.707 ± 0.077 % 97.082 ± 0.211 % [2026-06-11 15:43:13] 26 8.9501 ± 0.3000 0.00407 ± 0.00118 0.00361 ± 0.00012 1.697 ± 0.074 % 97.074 ± 0.207 % [2026-06-11 15:43:15] 27 8.7798 ± 0.2875 0.00380 ± 0.00116 0.00359 ± 0.00012 1.692 ± 0.072 % 97.124 ± 0.201 % [2026-06-11 15:43:17] 28 8.6670 ± 0.2782 0.00352 ± 0.00113 0.00356 ± 0.00012 1.688 ± 0.070 % 97.171 ± 0.196 % [2026-06-11 15:43:20] 29 8.6282 ± 0.2719 0.00406 ± 0.00117 0.00353 ± 0.00011 1.676 ± 0.068 % 97.241 ± 0.190 % [2026-06-11 15:43:22] 30 8.6011 ± 0.2662 0.00402 ± 0.00114 0.00353 ± 0.00011 1.674 ± 0.066 % 97.255 ± 0.187 % [2026-06-11 15:43:24] 31 8.5138 ± 0.2583 0.00382 ± 0.00112 0.00350 ± 0.00011 1.663 ± 0.064 % 97.268 ± 0.183 % [2026-06-11 15:43:26] 32 8.5128 ± 0.2543 0.00368 ± 0.00110 0.00353 ± 0.00010 1.681 ± 0.063 % 97.230 ± 0.182 % [2026-06-11 15:43:28] 33 8.4683 ± 0.2488 0.00382 ± 0.00108 0.00352 ± 0.00010 1.676 ± 0.062 % 97.195 ± 0.180 % [2026-06-11 15:43:30] 34 8.5503 ± 0.2482 0.00416 ± 0.00106 0.00351 ± 0.00010 1.669 ± 0.060 % 97.209 ± 0.177 % [2026-06-11 15:43:33] 35 8.6455 ± 0.2473 0.00428 ± 0.00105 0.00354 ± 0.00010 1.686 ± 0.060 % 97.188 ± 0.175 % [2026-06-11 15:43:35] 36 8.8291 ± 0.2494 0.00436 ± 0.00103 0.00355 ± 0.00010 1.677 ± 0.058 % 97.146 ± 0.174 % [2026-06-11 15:43:37] 37 8.9428 ± 0.2491 0.00446 ± 0.00102 0.00364 ± 0.00013 1.784 ± 0.118 % 97.138 ± 0.172 % [2026-06-11 15:43:39] 38 8.9587 ± 0.2462 0.00444 ± 0.00101 0.00364 ± 0.00012 1.776 ± 0.115 % 97.110 ± 0.170 % [2026-06-11 15:43:41] 39 8.9540 ± 0.2430 0.00450 ± 0.00099 0.00362 ± 0.00012 1.769 ± 0.113 % 97.114 ± 0.168 % [2026-06-11 15:43:43] 40 8.9876 ± 0.2415 0.00443 ± 0.00102 0.00361 ± 0.00012 1.761 ± 0.111 % 97.098 ± 0.166 % [2026-06-11 15:43:45] 41 9.0367 ± 0.2403 0.00456 ± 0.00100 0.00362 ± 0.00011 1.760 ± 0.108 % 97.083 ± 0.165 % [2026-06-11 15:43:48] 42 9.1127 ± 0.2397 0.00467 ± 0.00099 0.00361 ± 0.00011 1.749 ± 0.106 % 97.068 ± 0.163 % [2026-06-11 15:43:50] 43 9.1412 ± 0.2382 0.00470 ± 0.00097 0.00361 ± 0.00011 1.749 ± 0.104 % 97.054 ± 0.161 % [2026-06-11 15:43:52] 44 9.1519 ± 0.2359 0.00468 ± 0.00096 0.00363 ± 0.00011 1.760 ± 0.102 % 97.077 ± 0.159 % [2026-06-11 15:43:54] 45 9.2505 ± 0.2365 0.00479 ± 0.00095 0.00363 ± 0.00011 1.759 ± 0.100 % 97.081 ± 0.157 % [2026-06-11 15:43:56] 46 9.1988 ± 0.2321 0.00465 ± 0.00093 0.00362 ± 0.00010 1.758 ± 0.098 % 97.084 ± 0.155 % [2026-06-11 15:43:58] 47 9.3839 ± 0.2354 0.00466 ± 0.00092 0.00362 ± 0.00010 1.749 ± 0.096 % 97.113 ± 0.153 % [2026-06-11 15:44:01] 48 9.4700 ± 0.2355 0.00478 ± 0.00092 0.00361 ± 0.00010 1.741 ± 0.094 % 97.116 ± 0.151 % [2026-06-11 15:44:03] 49 9.3720 ± 0.2300 0.00457 ± 0.00091 0.00359 ± 0.00010 1.732 ± 0.093 % 97.127 ± 0.149 % [2026-06-11 15:44:05] 50 9.4276 ± 0.2293 0.00461 ± 0.00090 0.00358 ± 0.00010 1.728 ± 0.091 % 97.145 ± 0.147 % [2026-06-11 15:44:05] [2026-06-11 15:44:05] ====== Perplexity statistics ====== [2026-06-11 15:44:05] Mean PPL(Q) : 9.427637 ± 0.229341 [2026-06-11 15:44:05] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:44:05] Cor(ln(PPL(Q)), ln(PPL(base))): 99.93% [2026-06-11 15:44:05] Mean ln(PPL(Q)/PPL(base)) : 0.004610 ± 0.000896 [2026-06-11 15:44:05] Mean PPL(Q)/PPL(base) : 1.004621 ± 0.000901 [2026-06-11 15:44:05] Mean PPL(Q)-PPL(base) : 0.043360 ± 0.008557 [2026-06-11 15:44:05] [2026-06-11 15:44:05] ====== KL divergence statistics ====== [2026-06-11 15:44:05] Mean KLD: 0.003578 ± 0.000096 [2026-06-11 15:44:05] Maximum KLD: 0.798190 [2026-06-11 15:44:05] 99.9% KLD: 0.099349 [2026-06-11 15:44:05] 99.0% KLD: 0.025307 [2026-06-11 15:44:05] 95.0% KLD: 0.009918 [2026-06-11 15:44:05] 90.0% KLD: 0.006961 [2026-06-11 15:44:05] Median KLD: 0.002227 [2026-06-11 15:44:05] 10.0% KLD: 0.000101 [2026-06-11 15:44:05] 5.0% KLD: 0.000032 [2026-06-11 15:44:05] 1.0% KLD: 0.000003 [2026-06-11 15:44:05] 0.1% KLD: -0.000007 [2026-06-11 15:44:05] Minimum KLD: -0.000179 [2026-06-11 15:44:05] [2026-06-11 15:44:05] ====== Token probability statistics ====== [2026-06-11 15:44:05] Mean Δp: -0.062 ± 0.015 % [2026-06-11 15:44:05] Maximum Δp: 30.797% [2026-06-11 15:44:05] 99.9% Δp: 10.495% [2026-06-11 15:44:05] 99.0% Δp: 4.524% [2026-06-11 15:44:05] 95.0% Δp: 2.185% [2026-06-11 15:44:05] 90.0% Δp: 1.297% [2026-06-11 15:44:05] 75.0% Δp: 0.241% [2026-06-11 15:44:05] Median Δp: -0.000% [2026-06-11 15:44:05] 25.0% Δp: -0.281% [2026-06-11 15:44:05] 10.0% Δp: -1.498% [2026-06-11 15:44:05] 5.0% Δp: -2.496% [2026-06-11 15:44:05] 1.0% Δp: -5.225% [2026-06-11 15:44:05] 0.1% Δp: -11.842% [2026-06-11 15:44:05] Minimum Δp: -59.424% [2026-06-11 15:44:05] RMS Δp : 1.728 ± 0.091 % [2026-06-11 15:44:05] Same top p: 97.145 ± 0.147 % [2026-06-11 15:44:05] [2026-06-11 15:44:05] ✅ Finished target model 57: 1 files evaluated [2026-06-11 15:44:07] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-Q4_K/Qwen3.5_4B-MoQ-layers_20-23-Q4_K.gguf to free disk space [2026-06-11 15:44:07] ============================================================ [2026-06-11 15:44:07] TARGET MODEL 58/83: w-ahmad/test3 / MoQ-layers_20-23-Q5_K/Qwen3.5_4B-MoQ-layers_20-23-Q5_K.gguf [2026-06-11 15:44:07] ============================================================ [2026-06-11 15:44:33] [1/1] MoQ-layers_20-23-Q5_K/Qwen3.5_4B-MoQ-layers_20-23-Q5_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:44:34] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-Q5_K/Qwen3.5_4B-MoQ-layers_20-23-Q5_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:44:34] 0.00.357.119 I common_init_result: fitting params to device memory ... [2026-06-11 15:44:34] 0.00.357.129 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:44:45] 0.10.769.848 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:44:45] 0.10.827.381 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:44:45] 0.11.120.212 I [2026-06-11 15:44:45] 0.11.120.393 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:44:45] 0.11.221.013 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:44:47] 0.13.458.407 I kl_divergence: 2.24 seconds per pass - ETA 1.85 minutes [2026-06-11 15:44:47] [2026-06-11 15:44:47] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:44:48] 1 5.9980 ± 1.0160 0.00042 ± 0.00338 0.00127 ± 0.00023 0.977 ± 0.101 % 98.431 ± 0.780 % [2026-06-11 15:44:50] 2 8.8640 ± 1.1498 0.00018 ± 0.00240 0.00130 ± 0.00012 0.984 ± 0.066 % 98.431 ± 0.551 % [2026-06-11 15:44:52] 3 9.0213 ± 0.9401 -0.00130 ± 0.00201 0.00132 ± 0.00009 0.995 ± 0.051 % 98.431 ± 0.450 % [2026-06-11 15:44:54] 4 8.8546 ± 0.7678 -0.00070 ± 0.00175 0.00132 ± 0.00008 1.022 ± 0.057 % 98.039 ± 0.434 % [2026-06-11 15:44:56] 5 8.9309 ± 0.6797 -0.00003 ± 0.00153 0.00130 ± 0.00006 1.008 ± 0.050 % 97.647 ± 0.425 % [2026-06-11 15:44:58] 6 9.2392 ± 0.6356 -0.00055 ± 0.00138 0.00130 ± 0.00005 1.018 ± 0.047 % 97.712 ± 0.382 % [2026-06-11 15:45:00] 7 9.5680 ± 0.6099 0.00002 ± 0.00126 0.00128 ± 0.00005 0.998 ± 0.042 % 97.759 ± 0.350 % [2026-06-11 15:45:03] 8 10.4332 ± 0.6410 0.00044 ± 0.00119 0.00131 ± 0.00004 0.989 ± 0.038 % 97.794 ± 0.325 % [2026-06-11 15:45:05] 9 11.0533 ± 0.6446 0.00045 ± 0.00111 0.00130 ± 0.00004 0.981 ± 0.036 % 97.647 ± 0.316 % [2026-06-11 15:45:07] 10 11.4867 ± 0.6377 0.00050 ± 0.00104 0.00130 ± 0.00004 0.961 ± 0.033 % 97.686 ± 0.298 % [2026-06-11 15:45:09] 11 11.3763 ± 0.6001 -0.00003 ± 0.00100 0.00129 ± 0.00003 0.959 ± 0.031 % 97.825 ± 0.275 % [2026-06-11 15:45:11] 12 11.5138 ± 0.5835 -0.00002 ± 0.00096 0.00130 ± 0.00003 0.964 ± 0.030 % 97.974 ± 0.255 % [2026-06-11 15:45:14] 13 12.1971 ± 0.6036 0.00002 ± 0.00092 0.00130 ± 0.00003 0.957 ± 0.028 % 97.949 ± 0.246 % [2026-06-11 15:45:16] 14 11.6058 ± 0.5508 -0.00001 ± 0.00101 0.00133 ± 0.00003 0.983 ± 0.030 % 98.095 ± 0.229 % [2026-06-11 15:45:18] 15 11.4936 ± 0.5266 -0.00012 ± 0.00098 0.00134 ± 0.00003 0.978 ± 0.029 % 98.170 ± 0.217 % [2026-06-11 15:45:20] 16 11.6229 ± 0.5199 0.00079 ± 0.00095 0.00135 ± 0.00003 0.996 ± 0.029 % 98.088 ± 0.214 % [2026-06-11 15:45:23] 17 10.8253 ± 0.4654 0.00090 ± 0.00091 0.00135 ± 0.00003 1.006 ± 0.028 % 98.201 ± 0.202 % [2026-06-11 15:45:25] 18 10.8205 ± 0.4506 0.00121 ± 0.00088 0.00135 ± 0.00003 1.011 ± 0.027 % 98.192 ± 0.197 % [2026-06-11 15:45:27] 19 10.7150 ± 0.4354 0.00072 ± 0.00086 0.00140 ± 0.00004 1.049 ± 0.038 % 98.163 ± 0.193 % [2026-06-11 15:45:30] 20 10.7508 ± 0.4260 0.00096 ± 0.00084 0.00141 ± 0.00004 1.056 ± 0.037 % 98.196 ± 0.186 % [2026-06-11 15:45:32] 21 10.3621 ± 0.3984 0.00075 ± 0.00082 0.00140 ± 0.00003 1.060 ± 0.036 % 98.245 ± 0.179 % [2026-06-11 15:45:34] 22 10.2306 ± 0.3834 0.00084 ± 0.00080 0.00141 ± 0.00003 1.077 ± 0.036 % 98.164 ± 0.179 % [2026-06-11 15:45:36] 23 9.8356 ± 0.3581 0.00083 ± 0.00078 0.00140 ± 0.00003 1.081 ± 0.035 % 98.159 ± 0.176 % [2026-06-11 15:45:39] 24 9.3483 ± 0.3299 0.00096 ± 0.00075 0.00139 ± 0.00003 1.077 ± 0.034 % 98.154 ± 0.172 % [2026-06-11 15:45:41] 25 9.1726 ± 0.3159 0.00097 ± 0.00074 0.00138 ± 0.00003 1.075 ± 0.032 % 98.196 ± 0.167 % [2026-06-11 15:45:43] 26 8.9205 ± 0.2988 0.00075 ± 0.00072 0.00137 ± 0.00003 1.074 ± 0.031 % 98.220 ± 0.162 % [2026-06-11 15:45:45] 27 8.7525 ± 0.2864 0.00070 ± 0.00071 0.00137 ± 0.00003 1.075 ± 0.030 % 98.228 ± 0.159 % [2026-06-11 15:45:48] 28 8.6418 ± 0.2772 0.00060 ± 0.00069 0.00136 ± 0.00003 1.068 ± 0.030 % 98.277 ± 0.154 % [2026-06-11 15:45:50] 29 8.6024 ± 0.2708 0.00107 ± 0.00076 0.00135 ± 0.00003 1.065 ± 0.029 % 98.337 ± 0.149 % [2026-06-11 15:45:52] 30 8.5747 ± 0.2651 0.00095 ± 0.00075 0.00135 ± 0.00003 1.069 ± 0.028 % 98.366 ± 0.145 % [2026-06-11 15:45:54] 31 8.4898 ± 0.2573 0.00099 ± 0.00073 0.00135 ± 0.00003 1.067 ± 0.028 % 98.343 ± 0.144 % [2026-06-11 15:45:56] 32 8.4891 ± 0.2533 0.00090 ± 0.00072 0.00137 ± 0.00003 1.089 ± 0.031 % 98.333 ± 0.142 % [2026-06-11 15:45:58] 33 8.4436 ± 0.2478 0.00090 ± 0.00070 0.00136 ± 0.00003 1.085 ± 0.030 % 98.372 ± 0.138 % [2026-06-11 15:46:01] 34 8.5217 ± 0.2470 0.00082 ± 0.00069 0.00136 ± 0.00003 1.081 ± 0.030 % 98.397 ± 0.135 % [2026-06-11 15:46:03] 35 8.6149 ± 0.2461 0.00075 ± 0.00068 0.00137 ± 0.00003 1.084 ± 0.029 % 98.387 ± 0.133 % [2026-06-11 15:46:05] 36 8.7991 ± 0.2483 0.00095 ± 0.00067 0.00138 ± 0.00003 1.085 ± 0.029 % 98.333 ± 0.134 % [2026-06-11 15:46:07] 37 8.9125 ± 0.2480 0.00106 ± 0.00065 0.00139 ± 0.00003 1.086 ± 0.028 % 98.336 ± 0.132 % [2026-06-11 15:46:09] 38 8.9305 ± 0.2452 0.00128 ± 0.00064 0.00138 ± 0.00003 1.083 ± 0.028 % 98.338 ± 0.130 % [2026-06-11 15:46:11] 39 8.9252 ± 0.2420 0.00128 ± 0.00063 0.00138 ± 0.00003 1.081 ± 0.027 % 98.341 ± 0.128 % [2026-06-11 15:46:14] 40 8.9613 ± 0.2406 0.00151 ± 0.00068 0.00139 ± 0.00003 1.090 ± 0.029 % 98.294 ± 0.128 % [2026-06-11 15:46:16] 41 9.0073 ± 0.2394 0.00130 ± 0.00067 0.00138 ± 0.00003 1.089 ± 0.029 % 98.307 ± 0.126 % [2026-06-11 15:46:18] 42 9.0813 ± 0.2386 0.00123 ± 0.00066 0.00138 ± 0.00003 1.085 ± 0.028 % 98.310 ± 0.125 % [2026-06-11 15:46:20] 43 9.1099 ± 0.2372 0.00127 ± 0.00065 0.00139 ± 0.00002 1.088 ± 0.028 % 98.295 ± 0.124 % [2026-06-11 15:46:22] 44 9.1206 ± 0.2349 0.00125 ± 0.00064 0.00139 ± 0.00002 1.087 ± 0.027 % 98.298 ± 0.122 % [2026-06-11 15:46:24] 45 9.2184 ± 0.2354 0.00131 ± 0.00063 0.00139 ± 0.00002 1.087 ± 0.027 % 98.266 ± 0.122 % [2026-06-11 15:46:27] 46 9.1667 ± 0.2311 0.00115 ± 0.00062 0.00139 ± 0.00002 1.088 ± 0.026 % 98.286 ± 0.120 % [2026-06-11 15:46:29] 47 9.3509 ± 0.2343 0.00114 ± 0.00061 0.00139 ± 0.00002 1.086 ± 0.026 % 98.290 ± 0.118 % [2026-06-11 15:46:31] 48 9.4372 ± 0.2345 0.00130 ± 0.00062 0.00139 ± 0.00002 1.084 ± 0.025 % 98.309 ± 0.117 % [2026-06-11 15:46:33] 49 9.3414 ± 0.2291 0.00129 ± 0.00061 0.00138 ± 0.00002 1.082 ± 0.025 % 98.303 ± 0.116 % [2026-06-11 15:46:35] 50 9.3947 ± 0.2283 0.00111 ± 0.00060 0.00138 ± 0.00002 1.078 ± 0.025 % 98.314 ± 0.114 % [2026-06-11 15:46:35] [2026-06-11 15:46:35] ====== Perplexity statistics ====== [2026-06-11 15:46:35] Mean PPL(Q) : 9.394652 ± 0.228282 [2026-06-11 15:46:35] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:46:35] Cor(ln(PPL(Q)), ln(PPL(base))): 99.97% [2026-06-11 15:46:35] Mean ln(PPL(Q)/PPL(base)) : 0.001105 ± 0.000604 [2026-06-11 15:46:35] Mean PPL(Q)/PPL(base) : 1.001106 ± 0.000604 [2026-06-11 15:46:35] Mean PPL(Q)-PPL(base) : 0.010376 ± 0.005684 [2026-06-11 15:46:35] [2026-06-11 15:46:35] ====== KL divergence statistics ====== [2026-06-11 15:46:35] Mean KLD: 0.001381 ± 0.000022 [2026-06-11 15:46:35] Maximum KLD: 0.095031 [2026-06-11 15:46:35] 99.9% KLD: 0.028931 [2026-06-11 15:46:35] 99.0% KLD: 0.008027 [2026-06-11 15:46:35] 95.0% KLD: 0.003670 [2026-06-11 15:46:35] 90.0% KLD: 0.002713 [2026-06-11 15:46:35] Median KLD: 0.000971 [2026-06-11 15:46:35] 10.0% KLD: 0.000033 [2026-06-11 15:46:35] 5.0% KLD: 0.000009 [2026-06-11 15:46:35] 1.0% KLD: -0.000000 [2026-06-11 15:46:35] 0.1% KLD: -0.000016 [2026-06-11 15:46:35] Minimum KLD: -0.000127 [2026-06-11 15:46:35] [2026-06-11 15:46:35] ====== Token probability statistics ====== [2026-06-11 15:46:35] Mean Δp: -0.037 ± 0.010 % [2026-06-11 15:46:35] Maximum Δp: 17.005% [2026-06-11 15:46:35] 99.9% Δp: 6.036% [2026-06-11 15:46:35] 99.0% Δp: 3.012% [2026-06-11 15:46:35] 95.0% Δp: 1.639% [2026-06-11 15:46:35] 90.0% Δp: 0.788% [2026-06-11 15:46:35] 75.0% Δp: 0.101% [2026-06-11 15:46:35] Median Δp: -0.001% [2026-06-11 15:46:35] 25.0% Δp: -0.157% [2026-06-11 15:46:35] 10.0% Δp: -0.961% [2026-06-11 15:46:35] 5.0% Δp: -1.804% [2026-06-11 15:46:35] 1.0% Δp: -3.167% [2026-06-11 15:46:35] 0.1% Δp: -6.119% [2026-06-11 15:46:35] Minimum Δp: -11.705% [2026-06-11 15:46:35] RMS Δp : 1.078 ± 0.025 % [2026-06-11 15:46:35] Same top p: 98.314 ± 0.114 % [2026-06-11 15:46:35] [2026-06-11 15:46:36] ✅ Finished target model 58: 1 files evaluated [2026-06-11 15:46:37] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-Q5_K/Qwen3.5_4B-MoQ-layers_20-23-Q5_K.gguf to free disk space [2026-06-11 15:46:37] ============================================================ [2026-06-11 15:46:37] TARGET MODEL 59/83: w-ahmad/test3 / MoQ-layers_20-23-Q6_K/Qwen3.5_4B-MoQ-layers_20-23-Q6_K.gguf [2026-06-11 15:46:37] ============================================================ [2026-06-11 15:47:03] [1/1] MoQ-layers_20-23-Q6_K/Qwen3.5_4B-MoQ-layers_20-23-Q6_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:47:03] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-Q6_K/Qwen3.5_4B-MoQ-layers_20-23-Q6_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:47:04] 0.00.362.913 I common_init_result: fitting params to device memory ... [2026-06-11 15:47:04] 0.00.362.941 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:47:14] 0.10.571.647 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:47:14] 0.10.630.779 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:47:14] 0.10.927.023 I [2026-06-11 15:47:14] 0.10.927.322 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:47:14] 0.11.031.412 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:47:17] 0.13.274.134 I kl_divergence: 2.24 seconds per pass - ETA 1.87 minutes [2026-06-11 15:47:17] [2026-06-11 15:47:17] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:47:17] 1 5.9969 ± 1.0179 0.00023 ± 0.00243 0.00061 ± 0.00007 0.915 ± 0.084 % 100.000 ± 0.000 % [2026-06-11 15:47:19] 2 8.8743 ± 1.1537 0.00134 ± 0.00185 0.00062 ± 0.00004 0.852 ± 0.055 % 99.412 ± 0.339 % [2026-06-11 15:47:21] 3 9.0405 ± 0.9436 0.00083 ± 0.00150 0.00063 ± 0.00003 0.846 ± 0.049 % 99.608 ± 0.226 % [2026-06-11 15:47:23] 4 8.8728 ± 0.7706 0.00136 ± 0.00125 0.00062 ± 0.00003 0.825 ± 0.042 % 99.412 ± 0.240 % [2026-06-11 15:47:26] 5 8.9452 ± 0.6819 0.00157 ± 0.00110 0.00062 ± 0.00002 0.787 ± 0.036 % 99.373 ± 0.221 % [2026-06-11 15:47:28] 6 9.2606 ± 0.6381 0.00177 ± 0.00098 0.00062 ± 0.00002 0.777 ± 0.033 % 98.954 ± 0.260 % [2026-06-11 15:47:30] 7 9.5863 ± 0.6119 0.00193 ± 0.00090 0.00061 ± 0.00002 0.764 ± 0.030 % 98.936 ± 0.243 % [2026-06-11 15:47:32] 8 10.4482 ± 0.6425 0.00188 ± 0.00084 0.00061 ± 0.00002 0.751 ± 0.027 % 98.971 ± 0.224 % [2026-06-11 15:47:34] 9 11.0699 ± 0.6463 0.00196 ± 0.00079 0.00061 ± 0.00002 0.739 ± 0.026 % 98.954 ± 0.212 % [2026-06-11 15:47:37] 10 11.5035 ± 0.6393 0.00197 ± 0.00074 0.00061 ± 0.00001 0.722 ± 0.024 % 98.863 ± 0.210 % [2026-06-11 15:47:39] 11 11.3962 ± 0.6019 0.00172 ± 0.00070 0.00060 ± 0.00001 0.717 ± 0.023 % 98.859 ± 0.201 % [2026-06-11 15:47:41] 12 11.5340 ± 0.5854 0.00173 ± 0.00068 0.00061 ± 0.00002 0.719 ± 0.022 % 98.922 ± 0.187 % [2026-06-11 15:47:43] 13 12.2151 ± 0.6053 0.00150 ± 0.00065 0.00061 ± 0.00001 0.717 ± 0.021 % 98.884 ± 0.182 % [2026-06-11 15:47:46] 14 11.6295 ± 0.5526 0.00204 ± 0.00077 0.00062 ± 0.00001 0.728 ± 0.020 % 98.908 ± 0.174 % [2026-06-11 15:47:48] 15 11.5187 ± 0.5285 0.00206 ± 0.00075 0.00063 ± 0.00001 0.734 ± 0.020 % 98.902 ± 0.169 % [2026-06-11 15:47:50] 16 11.6349 ± 0.5210 0.00183 ± 0.00072 0.00062 ± 0.00001 0.733 ± 0.019 % 98.873 ± 0.165 % [2026-06-11 15:47:52] 17 10.8344 ± 0.4663 0.00175 ± 0.00069 0.00062 ± 0.00001 0.736 ± 0.018 % 98.916 ± 0.157 % [2026-06-11 15:47:55] 18 10.8271 ± 0.4513 0.00182 ± 0.00066 0.00062 ± 0.00001 0.734 ± 0.018 % 98.932 ± 0.152 % [2026-06-11 15:47:57] 19 10.7241 ± 0.4362 0.00157 ± 0.00064 0.00063 ± 0.00001 0.749 ± 0.021 % 98.906 ± 0.149 % [2026-06-11 15:47:59] 20 10.7558 ± 0.4266 0.00143 ± 0.00063 0.00063 ± 0.00001 0.753 ± 0.021 % 98.882 ± 0.147 % [2026-06-11 15:48:02] 21 10.3700 ± 0.3990 0.00152 ± 0.00061 0.00063 ± 0.00001 0.754 ± 0.020 % 98.898 ± 0.143 % [2026-06-11 15:48:04] 22 10.2378 ± 0.3840 0.00153 ± 0.00059 0.00063 ± 0.00001 0.758 ± 0.020 % 98.895 ± 0.140 % [2026-06-11 15:48:06] 23 9.8424 ± 0.3586 0.00151 ± 0.00057 0.00063 ± 0.00001 0.760 ± 0.019 % 98.909 ± 0.136 % [2026-06-11 15:48:08] 24 9.3548 ± 0.3304 0.00166 ± 0.00056 0.00063 ± 0.00001 0.777 ± 0.023 % 98.905 ± 0.133 % [2026-06-11 15:48:10] 25 9.1788 ± 0.3164 0.00165 ± 0.00054 0.00063 ± 0.00001 0.775 ± 0.022 % 98.918 ± 0.130 % [2026-06-11 15:48:13] 26 8.9265 ± 0.2992 0.00143 ± 0.00053 0.00063 ± 0.00001 0.778 ± 0.021 % 98.914 ± 0.127 % [2026-06-11 15:48:15] 27 8.7591 ± 0.2869 0.00145 ± 0.00052 0.00063 ± 0.00001 0.786 ± 0.021 % 98.911 ± 0.125 % [2026-06-11 15:48:17] 28 8.6498 ± 0.2777 0.00154 ± 0.00051 0.00063 ± 0.00001 0.785 ± 0.020 % 98.922 ± 0.122 % [2026-06-11 15:48:19] 29 8.6103 ± 0.2713 0.00198 ± 0.00060 0.00062 ± 0.00001 0.783 ± 0.020 % 98.945 ± 0.119 % [2026-06-11 15:48:21] 30 8.5836 ± 0.2656 0.00198 ± 0.00059 0.00063 ± 0.00001 0.784 ± 0.019 % 98.902 ± 0.119 % [2026-06-11 15:48:24] 31 8.4982 ± 0.2578 0.00199 ± 0.00057 0.00063 ± 0.00001 0.788 ± 0.019 % 98.925 ± 0.116 % [2026-06-11 15:48:26] 32 8.4977 ± 0.2539 0.00192 ± 0.00056 0.00063 ± 0.00001 0.793 ± 0.019 % 98.934 ± 0.114 % [2026-06-11 15:48:28] 33 8.4515 ± 0.2483 0.00182 ± 0.00055 0.00063 ± 0.00001 0.793 ± 0.018 % 98.919 ± 0.113 % [2026-06-11 15:48:30] 34 8.5301 ± 0.2475 0.00180 ± 0.00054 0.00063 ± 0.00001 0.791 ± 0.018 % 98.927 ± 0.111 % [2026-06-11 15:48:32] 35 8.6242 ± 0.2466 0.00182 ± 0.00053 0.00063 ± 0.00001 0.791 ± 0.018 % 98.924 ± 0.109 % [2026-06-11 15:48:34] 36 8.8071 ± 0.2488 0.00186 ± 0.00052 0.00063 ± 0.00001 0.788 ± 0.018 % 98.889 ± 0.109 % [2026-06-11 15:48:37] 37 8.9213 ± 0.2484 0.00205 ± 0.00051 0.00064 ± 0.00001 0.788 ± 0.017 % 98.877 ± 0.109 % [2026-06-11 15:48:39] 38 8.9375 ± 0.2456 0.00207 ± 0.00050 0.00064 ± 0.00001 0.787 ± 0.017 % 98.875 ± 0.107 % [2026-06-11 15:48:41] 39 8.9325 ± 0.2424 0.00210 ± 0.00049 0.00064 ± 0.00001 0.788 ± 0.017 % 98.894 ± 0.105 % [2026-06-11 15:48:43] 40 8.9682 ± 0.2410 0.00227 ± 0.00055 0.00064 ± 0.00001 0.787 ± 0.016 % 98.873 ± 0.105 % [2026-06-11 15:48:45] 41 9.0157 ± 0.2397 0.00224 ± 0.00054 0.00064 ± 0.00001 0.786 ± 0.016 % 98.862 ± 0.104 % [2026-06-11 15:48:47] 42 9.0905 ± 0.2390 0.00224 ± 0.00053 0.00064 ± 0.00001 0.784 ± 0.016 % 98.889 ± 0.101 % [2026-06-11 15:48:50] 43 9.1188 ± 0.2376 0.00225 ± 0.00052 0.00064 ± 0.00001 0.783 ± 0.016 % 98.896 ± 0.100 % [2026-06-11 15:48:52] 44 9.1297 ± 0.2353 0.00225 ± 0.00052 0.00064 ± 0.00001 0.783 ± 0.015 % 98.868 ± 0.100 % [2026-06-11 15:48:54] 45 9.2264 ± 0.2358 0.00219 ± 0.00051 0.00064 ± 0.00001 0.784 ± 0.015 % 98.832 ± 0.100 % [2026-06-11 15:48:56] 46 9.1753 ± 0.2314 0.00210 ± 0.00050 0.00064 ± 0.00001 0.785 ± 0.015 % 98.824 ± 0.100 % [2026-06-11 15:48:58] 47 9.3585 ± 0.2347 0.00195 ± 0.00049 0.00064 ± 0.00001 0.783 ± 0.015 % 98.832 ± 0.098 % [2026-06-11 15:49:01] 48 9.4446 ± 0.2348 0.00209 ± 0.00050 0.00064 ± 0.00001 0.781 ± 0.015 % 98.848 ± 0.096 % [2026-06-11 15:49:03] 49 9.3484 ± 0.2294 0.00204 ± 0.00049 0.00063 ± 0.00001 0.778 ± 0.014 % 98.832 ± 0.096 % [2026-06-11 15:49:05] 50 9.4030 ± 0.2287 0.00199 ± 0.00049 0.00063 ± 0.00001 0.777 ± 0.014 % 98.839 ± 0.095 % [2026-06-11 15:49:05] [2026-06-11 15:49:05] ====== Perplexity statistics ====== [2026-06-11 15:49:05] Mean PPL(Q) : 9.402952 ± 0.228654 [2026-06-11 15:49:05] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:49:05] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 15:49:05] Mean ln(PPL(Q)/PPL(base)) : 0.001988 ± 0.000486 [2026-06-11 15:49:05] Mean PPL(Q)/PPL(base) : 1.001990 ± 0.000487 [2026-06-11 15:49:05] Mean PPL(Q)-PPL(base) : 0.018676 ± 0.004632 [2026-06-11 15:49:05] [2026-06-11 15:49:05] ====== KL divergence statistics ====== [2026-06-11 15:49:05] Mean KLD: 0.000634 ± 0.000008 [2026-06-11 15:49:05] Maximum KLD: 0.027549 [2026-06-11 15:49:05] 99.9% KLD: 0.009600 [2026-06-11 15:49:05] 99.0% KLD: 0.003563 [2026-06-11 15:49:05] 95.0% KLD: 0.001943 [2026-06-11 15:49:05] 90.0% KLD: 0.001676 [2026-06-11 15:49:05] Median KLD: 0.000352 [2026-06-11 15:49:05] 10.0% KLD: 0.000008 [2026-06-11 15:49:05] 5.0% KLD: 0.000002 [2026-06-11 15:49:05] 1.0% KLD: -0.000005 [2026-06-11 15:49:05] 0.1% KLD: -0.000021 [2026-06-11 15:49:05] Minimum KLD: -0.000073 [2026-06-11 15:49:05] [2026-06-11 15:49:05] ====== Token probability statistics ====== [2026-06-11 15:49:05] Mean Δp: -0.009 ± 0.007 % [2026-06-11 15:49:05] Maximum Δp: 11.089% [2026-06-11 15:49:05] 99.9% Δp: 4.198% [2026-06-11 15:49:05] 99.0% Δp: 2.782% [2026-06-11 15:49:05] 95.0% Δp: 1.184% [2026-06-11 15:49:05] 90.0% Δp: 0.422% [2026-06-11 15:49:05] 75.0% Δp: 0.036% [2026-06-11 15:49:05] Median Δp: -0.001% [2026-06-11 15:49:05] 25.0% Δp: -0.079% [2026-06-11 15:49:05] 10.0% Δp: -0.485% [2026-06-11 15:49:05] 5.0% Δp: -1.108% [2026-06-11 15:49:05] 1.0% Δp: -2.721% [2026-06-11 15:49:05] 0.1% Δp: -4.388% [2026-06-11 15:49:05] Minimum Δp: -6.661% [2026-06-11 15:49:05] RMS Δp : 0.777 ± 0.014 % [2026-06-11 15:49:05] Same top p: 98.839 ± 0.095 % [2026-06-11 15:49:05] [2026-06-11 15:49:06] ✅ Finished target model 59: 1 files evaluated [2026-06-11 15:49:07] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-Q6_K/Qwen3.5_4B-MoQ-layers_20-23-Q6_K.gguf to free disk space [2026-06-11 15:49:07] ============================================================ [2026-06-11 15:49:07] TARGET MODEL 60/83: w-ahmad/test3 / MoQ-layers_20-23-Q8_0/Qwen3.5_4B-MoQ-layers_20-23-Q8_0.gguf [2026-06-11 15:49:07] ============================================================ [2026-06-11 15:49:40] [1/1] MoQ-layers_20-23-Q8_0/Qwen3.5_4B-MoQ-layers_20-23-Q8_0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:49:41] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_20-23-Q8_0/Qwen3.5_4B-MoQ-layers_20-23-Q8_0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:49:41] 0.00.334.662 I common_init_result: fitting params to device memory ... [2026-06-11 15:49:41] 0.00.334.670 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:49:52] 0.10.502.272 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:49:52] 0.10.554.957 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:49:52] 0.10.835.430 I [2026-06-11 15:49:52] 0.10.835.659 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:49:52] 0.10.927.664 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:49:54] 0.13.143.268 I kl_divergence: 2.22 seconds per pass - ETA 1.83 minutes [2026-06-11 15:49:54] [2026-06-11 15:49:54] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:49:55] 1 5.9916 ± 1.0168 -0.00064 ± 0.00177 0.00033 ± 0.00004 0.665 ± 0.085 % 99.608 ± 0.392 % [2026-06-11 15:49:57] 2 8.8610 ± 1.1513 -0.00015 ± 0.00143 0.00036 ± 0.00003 0.663 ± 0.058 % 99.216 ± 0.391 % [2026-06-11 15:49:59] 3 9.0258 ± 0.9418 -0.00080 ± 0.00114 0.00039 ± 0.00002 0.702 ± 0.048 % 99.346 ± 0.292 % [2026-06-11 15:50:01] 4 8.8520 ± 0.7685 -0.00099 ± 0.00097 0.00039 ± 0.00002 0.693 ± 0.040 % 99.412 ± 0.240 % [2026-06-11 15:50:03] 5 8.9290 ± 0.6805 -0.00024 ± 0.00086 0.00040 ± 0.00002 0.703 ± 0.040 % 99.059 ± 0.271 % [2026-06-11 15:50:05] 6 9.2428 ± 0.6367 -0.00016 ± 0.00077 0.00040 ± 0.00002 0.698 ± 0.037 % 98.889 ± 0.268 % [2026-06-11 15:50:07] 7 9.5701 ± 0.6107 0.00024 ± 0.00070 0.00040 ± 0.00002 0.681 ± 0.034 % 99.048 ± 0.230 % [2026-06-11 15:50:09] 8 10.4342 ± 0.6416 0.00053 ± 0.00066 0.00040 ± 0.00001 0.671 ± 0.031 % 99.020 ± 0.218 % [2026-06-11 15:50:11] 9 11.0563 ± 0.6453 0.00073 ± 0.00062 0.00040 ± 0.00001 0.662 ± 0.029 % 98.911 ± 0.217 % [2026-06-11 15:50:14] 10 11.4903 ± 0.6384 0.00082 ± 0.00058 0.00040 ± 0.00001 0.662 ± 0.027 % 98.863 ± 0.210 % [2026-06-11 15:50:16] 11 11.3821 ± 0.6009 0.00049 ± 0.00056 0.00040 ± 0.00001 0.651 ± 0.025 % 98.788 ± 0.207 % [2026-06-11 15:50:18] 12 11.5213 ± 0.5844 0.00063 ± 0.00053 0.00039 ± 0.00001 0.641 ± 0.024 % 98.889 ± 0.190 % [2026-06-11 15:50:20] 13 12.2027 ± 0.6044 0.00048 ± 0.00051 0.00039 ± 0.00001 0.636 ± 0.023 % 98.854 ± 0.185 % [2026-06-11 15:50:22] 14 11.6175 ± 0.5519 0.00100 ± 0.00067 0.00039 ± 0.00001 0.639 ± 0.022 % 98.908 ± 0.174 % [2026-06-11 15:50:25] 15 11.5039 ± 0.5276 0.00077 ± 0.00064 0.00040 ± 0.00001 0.637 ± 0.021 % 98.928 ± 0.167 % [2026-06-11 15:50:27] 16 11.6217 ± 0.5202 0.00070 ± 0.00061 0.00040 ± 0.00001 0.633 ± 0.020 % 98.873 ± 0.165 % [2026-06-11 15:50:29] 17 10.8218 ± 0.4656 0.00058 ± 0.00058 0.00040 ± 0.00001 0.629 ± 0.020 % 98.893 ± 0.159 % [2026-06-11 15:50:32] 18 10.8135 ± 0.4506 0.00056 ± 0.00056 0.00040 ± 0.00001 0.636 ± 0.019 % 98.889 ± 0.155 % [2026-06-11 15:50:34] 19 10.7127 ± 0.4357 0.00051 ± 0.00054 0.00040 ± 0.00001 0.638 ± 0.019 % 98.906 ± 0.149 % [2026-06-11 15:50:36] 20 10.7459 ± 0.4261 0.00051 ± 0.00052 0.00041 ± 0.00001 0.643 ± 0.019 % 98.902 ± 0.146 % [2026-06-11 15:50:38] 21 10.3585 ± 0.3985 0.00040 ± 0.00051 0.00040 ± 0.00001 0.643 ± 0.018 % 98.936 ± 0.140 % [2026-06-11 15:50:41] 22 10.2267 ± 0.3835 0.00045 ± 0.00049 0.00041 ± 0.00001 0.647 ± 0.018 % 98.948 ± 0.136 % [2026-06-11 15:50:43] 23 9.8329 ± 0.3582 0.00054 ± 0.00048 0.00040 ± 0.00001 0.650 ± 0.017 % 98.960 ± 0.132 % [2026-06-11 15:50:45] 24 9.3442 ± 0.3300 0.00052 ± 0.00046 0.00040 ± 0.00001 0.645 ± 0.017 % 98.954 ± 0.130 % [2026-06-11 15:50:47] 25 9.1684 ± 0.3160 0.00052 ± 0.00045 0.00040 ± 0.00001 0.644 ± 0.016 % 98.996 ± 0.125 % [2026-06-11 15:50:50] 26 8.9172 ± 0.2988 0.00038 ± 0.00044 0.00040 ± 0.00001 0.645 ± 0.016 % 98.989 ± 0.123 % [2026-06-11 15:50:52] 27 8.7496 ± 0.2865 0.00036 ± 0.00043 0.00040 ± 0.00001 0.646 ± 0.016 % 99.027 ± 0.118 % [2026-06-11 15:50:54] 28 8.6392 ± 0.2773 0.00031 ± 0.00042 0.00040 ± 0.00001 0.646 ± 0.015 % 99.048 ± 0.115 % [2026-06-11 15:50:56] 29 8.5999 ± 0.2709 0.00076 ± 0.00053 0.00040 ± 0.00001 0.644 ± 0.015 % 99.053 ± 0.113 % [2026-06-11 15:50:59] 30 8.5728 ± 0.2652 0.00072 ± 0.00052 0.00040 ± 0.00001 0.644 ± 0.015 % 99.059 ± 0.110 % [2026-06-11 15:51:01] 31 8.4872 ± 0.2574 0.00069 ± 0.00051 0.00040 ± 0.00001 0.644 ± 0.015 % 99.064 ± 0.108 % [2026-06-11 15:51:03] 32 8.4866 ± 0.2534 0.00060 ± 0.00049 0.00040 ± 0.00001 0.648 ± 0.014 % 99.081 ± 0.106 % [2026-06-11 15:51:05] 33 8.4409 ± 0.2479 0.00057 ± 0.00048 0.00040 ± 0.00001 0.650 ± 0.014 % 99.097 ± 0.103 % [2026-06-11 15:51:07] 34 8.5190 ± 0.2471 0.00049 ± 0.00047 0.00040 ± 0.00001 0.649 ± 0.014 % 99.112 ± 0.101 % [2026-06-11 15:51:09] 35 8.6132 ± 0.2462 0.00054 ± 0.00046 0.00040 ± 0.00001 0.651 ± 0.014 % 99.115 ± 0.099 % [2026-06-11 15:51:12] 36 8.7963 ± 0.2484 0.00064 ± 0.00045 0.00040 ± 0.00001 0.652 ± 0.014 % 99.052 ± 0.101 % [2026-06-11 15:51:14] 37 8.9099 ± 0.2480 0.00077 ± 0.00044 0.00040 ± 0.00001 0.650 ± 0.014 % 99.057 ± 0.100 % [2026-06-11 15:51:16] 38 8.9261 ± 0.2452 0.00079 ± 0.00043 0.00040 ± 0.00001 0.650 ± 0.013 % 99.051 ± 0.099 % [2026-06-11 15:51:18] 39 8.9209 ± 0.2420 0.00079 ± 0.00043 0.00040 ± 0.00001 0.648 ± 0.013 % 99.065 ± 0.097 % [2026-06-11 15:51:20] 40 8.9572 ± 0.2406 0.00104 ± 0.00050 0.00040 ± 0.00001 0.647 ± 0.013 % 99.078 ± 0.095 % [2026-06-11 15:51:22] 41 9.0047 ± 0.2394 0.00101 ± 0.00049 0.00040 ± 0.00001 0.645 ± 0.013 % 99.072 ± 0.094 % [2026-06-11 15:51:24] 42 9.0791 ± 0.2386 0.00098 ± 0.00048 0.00040 ± 0.00001 0.646 ± 0.013 % 99.085 ± 0.092 % [2026-06-11 15:51:27] 43 9.1064 ± 0.2372 0.00089 ± 0.00047 0.00040 ± 0.00001 0.646 ± 0.012 % 99.070 ± 0.092 % [2026-06-11 15:51:29] 44 9.1168 ± 0.2348 0.00084 ± 0.00046 0.00040 ± 0.00001 0.644 ± 0.012 % 99.064 ± 0.091 % [2026-06-11 15:51:31] 45 9.2133 ± 0.2354 0.00076 ± 0.00045 0.00040 ± 0.00001 0.647 ± 0.012 % 99.033 ± 0.091 % [2026-06-11 15:51:33] 46 9.1626 ± 0.2310 0.00070 ± 0.00044 0.00040 ± 0.00001 0.646 ± 0.012 % 99.028 ± 0.091 % [2026-06-11 15:51:35] 47 9.3467 ± 0.2343 0.00069 ± 0.00044 0.00040 ± 0.00001 0.645 ± 0.012 % 99.032 ± 0.089 % [2026-06-11 15:51:37] 48 9.4321 ± 0.2344 0.00077 ± 0.00045 0.00040 ± 0.00001 0.643 ± 0.012 % 99.036 ± 0.088 % [2026-06-11 15:51:40] 49 9.3360 ± 0.2290 0.00072 ± 0.00044 0.00040 ± 0.00001 0.641 ± 0.012 % 99.056 ± 0.087 % [2026-06-11 15:51:42] 50 9.3915 ± 0.2283 0.00077 ± 0.00044 0.00040 ± 0.00001 0.643 ± 0.011 % 99.067 ± 0.085 % [2026-06-11 15:51:42] [2026-06-11 15:51:42] ====== Perplexity statistics ====== [2026-06-11 15:51:42] Mean PPL(Q) : 9.391486 ± 0.228288 [2026-06-11 15:51:42] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:51:42] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 15:51:42] Mean ln(PPL(Q)/PPL(base)) : 0.000768 ± 0.000435 [2026-06-11 15:51:42] Mean PPL(Q)/PPL(base) : 1.000768 ± 0.000436 [2026-06-11 15:51:42] Mean PPL(Q)-PPL(base) : 0.007209 ± 0.004104 [2026-06-11 15:51:42] [2026-06-11 15:51:42] ====== KL divergence statistics ====== [2026-06-11 15:51:42] Mean KLD: 0.000400 ± 0.000005 [2026-06-11 15:51:42] Maximum KLD: 0.007722 [2026-06-11 15:51:42] 99.9% KLD: 0.005829 [2026-06-11 15:51:42] 99.0% KLD: 0.002309 [2026-06-11 15:51:42] 95.0% KLD: 0.001771 [2026-06-11 15:51:42] 90.0% KLD: 0.001318 [2026-06-11 15:51:42] Median KLD: 0.000144 [2026-06-11 15:51:42] 10.0% KLD: 0.000002 [2026-06-11 15:51:42] 5.0% KLD: -0.000001 [2026-06-11 15:51:42] 1.0% KLD: -0.000007 [2026-06-11 15:51:42] 0.1% KLD: -0.000016 [2026-06-11 15:51:42] Minimum KLD: -0.000035 [2026-06-11 15:51:42] [2026-06-11 15:51:42] ====== Token probability statistics ====== [2026-06-11 15:51:42] Mean Δp: -0.002 ± 0.006 % [2026-06-11 15:51:42] Maximum Δp: 5.886% [2026-06-11 15:51:42] 99.9% Δp: 3.299% [2026-06-11 15:51:42] 99.0% Δp: 2.575% [2026-06-11 15:51:42] 95.0% Δp: 0.735% [2026-06-11 15:51:42] 90.0% Δp: 0.248% [2026-06-11 15:51:42] 75.0% Δp: 0.029% [2026-06-11 15:51:42] Median Δp: 0.000% [2026-06-11 15:51:42] 25.0% Δp: -0.022% [2026-06-11 15:51:42] 10.0% Δp: -0.235% [2026-06-11 15:51:42] 5.0% Δp: -0.766% [2026-06-11 15:51:42] 1.0% Δp: -2.618% [2026-06-11 15:51:42] 0.1% Δp: -3.249% [2026-06-11 15:51:42] Minimum Δp: -6.189% [2026-06-11 15:51:42] RMS Δp : 0.643 ± 0.011 % [2026-06-11 15:51:42] Same top p: 99.067 ± 0.085 % [2026-06-11 15:51:42] [2026-06-11 15:51:42] ✅ Finished target model 60: 1 files evaluated [2026-06-11 15:51:44] 🗑️ Deleted /kaggle/working/MoQ-layers_20-23-Q8_0/Qwen3.5_4B-MoQ-layers_20-23-Q8_0.gguf to free disk space [2026-06-11 15:51:44] ============================================================ [2026-06-11 15:51:44] TARGET MODEL 61/83: w-ahmad/test3 / MoQ-layers_24-27-IQ1_M/Qwen3.5_4B-MoQ-layers_24-27-IQ1_M.gguf [2026-06-11 15:51:44] ============================================================ [2026-06-11 15:52:16] [1/1] MoQ-layers_24-27-IQ1_M/Qwen3.5_4B-MoQ-layers_24-27-IQ1_M.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:52:17] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ1_M/Qwen3.5_4B-MoQ-layers_24-27-IQ1_M.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:52:17] 0.00.297.364 I common_init_result: fitting params to device memory ... [2026-06-11 15:52:17] 0.00.297.375 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:52:28] 0.10.383.836 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:52:28] 0.10.429.838 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:52:28] 0.10.701.640 I [2026-06-11 15:52:28] 0.10.701.860 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:52:28] 0.10.797.222 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:52:30] 0.13.003.512 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 15:52:30] [2026-06-11 15:52:30] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:52:30] 1 7.4106 ± 1.3313 0.21190 ± 0.05189 0.15996 ± 0.03333 13.296 ± 2.138 % 89.020 ± 1.962 % [2026-06-11 15:52:32] 2 10.6370 ± 1.4129 0.18252 ± 0.03682 0.16333 ± 0.02442 11.789 ± 1.482 % 87.451 ± 1.468 % [2026-06-11 15:52:35] 3 10.7735 ± 1.1422 0.17620 ± 0.02874 0.17192 ± 0.01928 13.815 ± 1.264 % 86.144 ± 1.250 % [2026-06-11 15:52:37] 4 10.4299 ± 0.9218 0.16304 ± 0.02377 0.15990 ± 0.01649 13.081 ± 1.108 % 86.373 ± 1.075 % [2026-06-11 15:52:39] 5 10.2705 ± 0.7976 0.13973 ± 0.01953 0.14000 ± 0.01326 11.920 ± 0.976 % 86.510 ± 0.957 % [2026-06-11 15:52:41] 6 10.5929 ± 0.7444 0.13619 ± 0.01705 0.13417 ± 0.01130 11.607 ± 0.873 % 86.275 ± 0.880 % [2026-06-11 15:52:43] 7 10.8439 ± 0.7031 0.12519 ± 0.01544 0.12935 ± 0.00997 11.193 ± 0.811 % 86.275 ± 0.815 % [2026-06-11 15:52:45] 8 11.7311 ± 0.7329 0.11770 ± 0.01414 0.12322 ± 0.00878 10.644 ± 0.748 % 86.471 ± 0.757 % [2026-06-11 15:52:47] 9 12.3868 ± 0.7360 0.11436 ± 0.01294 0.11928 ± 0.00786 10.277 ± 0.692 % 86.492 ± 0.714 % [2026-06-11 15:52:50] 10 12.8458 ± 0.7261 0.11233 ± 0.01193 0.11588 ± 0.00716 10.182 ± 0.652 % 86.667 ± 0.673 % [2026-06-11 15:52:52] 11 12.7608 ± 0.6863 0.11482 ± 0.01147 0.11587 ± 0.00670 10.241 ± 0.620 % 86.453 ± 0.646 % [2026-06-11 15:52:54] 12 12.9465 ± 0.6697 0.11726 ± 0.01095 0.11911 ± 0.00630 10.257 ± 0.585 % 86.144 ± 0.625 % [2026-06-11 15:52:56] 13 13.7091 ± 0.6922 0.11689 ± 0.01054 0.11809 ± 0.00590 10.136 ± 0.558 % 86.003 ± 0.603 % [2026-06-11 15:52:58] 14 13.1471 ± 0.6369 0.12469 ± 0.01037 0.12499 ± 0.00591 10.784 ± 0.551 % 85.714 ± 0.586 % [2026-06-11 15:53:01] 15 13.0673 ± 0.6104 0.12821 ± 0.01028 0.12789 ± 0.00586 10.932 ± 0.531 % 85.569 ± 0.568 % [2026-06-11 15:53:03] 16 13.3473 ± 0.6088 0.13913 ± 0.01032 0.13316 ± 0.00594 11.097 ± 0.514 % 85.417 ± 0.553 % [2026-06-11 15:53:05] 17 12.4818 ± 0.5474 0.14330 ± 0.01013 0.13685 ± 0.00594 11.620 ± 0.499 % 85.582 ± 0.534 % [2026-06-11 15:53:08] 18 12.5446 ± 0.5332 0.14905 ± 0.01006 0.14180 ± 0.00595 11.895 ± 0.491 % 85.425 ± 0.521 % [2026-06-11 15:53:10] 19 12.4669 ± 0.5171 0.15215 ± 0.00979 0.14427 ± 0.00582 12.001 ± 0.476 % 85.366 ± 0.508 % [2026-06-11 15:53:12] 20 12.5230 ± 0.5065 0.15355 ± 0.00960 0.14500 ± 0.00564 11.947 ± 0.460 % 85.392 ± 0.495 % [2026-06-11 15:53:14] 21 12.1084 ± 0.4759 0.15650 ± 0.00940 0.14509 ± 0.00548 11.971 ± 0.444 % 85.565 ± 0.480 % [2026-06-11 15:53:17] 22 11.8891 ± 0.4548 0.15107 ± 0.00914 0.14574 ± 0.00530 12.019 ± 0.431 % 85.472 ± 0.471 % [2026-06-11 15:53:19] 23 11.4131 ± 0.4242 0.14957 ± 0.00882 0.14336 ± 0.00509 11.976 ± 0.417 % 85.592 ± 0.459 % [2026-06-11 15:53:21] 24 10.8241 ± 0.3901 0.14754 ± 0.00856 0.14068 ± 0.00490 11.945 ± 0.404 % 85.784 ± 0.446 % [2026-06-11 15:53:23] 25 10.6058 ± 0.3730 0.14616 ± 0.00839 0.14169 ± 0.00477 12.060 ± 0.390 % 85.741 ± 0.438 % [2026-06-11 15:53:26] 26 10.3191 ± 0.3533 0.14640 ± 0.00819 0.14259 ± 0.00466 11.981 ± 0.379 % 85.716 ± 0.430 % [2026-06-11 15:53:28] 27 10.1391 ± 0.3390 0.14775 ± 0.00801 0.14309 ± 0.00454 11.987 ± 0.368 % 85.737 ± 0.421 % [2026-06-11 15:53:30] 28 10.0065 ± 0.3280 0.14723 ± 0.00782 0.14268 ± 0.00441 11.920 ± 0.359 % 85.868 ± 0.412 % [2026-06-11 15:53:32] 29 9.9511 ± 0.3201 0.14670 ± 0.00765 0.14212 ± 0.00432 11.929 ± 0.354 % 85.923 ± 0.404 % [2026-06-11 15:53:34] 30 9.9721 ± 0.3153 0.15192 ± 0.00767 0.14537 ± 0.00438 12.233 ± 0.355 % 85.712 ± 0.400 % [2026-06-11 15:53:37] 31 9.8506 ± 0.3053 0.14966 ± 0.00749 0.14392 ± 0.00424 12.099 ± 0.348 % 85.832 ± 0.392 % [2026-06-11 15:53:39] 32 9.8745 ± 0.3015 0.15208 ± 0.00755 0.14846 ± 0.00448 12.201 ± 0.345 % 85.735 ± 0.387 % [2026-06-11 15:53:41] 33 9.8094 ± 0.2945 0.15082 ± 0.00739 0.14779 ± 0.00436 12.181 ± 0.338 % 85.728 ± 0.381 % [2026-06-11 15:53:43] 34 9.9039 ± 0.2936 0.15113 ± 0.00732 0.14964 ± 0.00434 12.291 ± 0.335 % 85.686 ± 0.376 % [2026-06-11 15:53:45] 35 10.0283 ± 0.2931 0.15266 ± 0.00725 0.15135 ± 0.00434 12.244 ± 0.331 % 85.591 ± 0.372 % [2026-06-11 15:53:48] 36 10.2235 ± 0.2949 0.15099 ± 0.00713 0.15138 ± 0.00427 12.162 ± 0.326 % 85.545 ± 0.367 % [2026-06-11 15:53:50] 37 10.3495 ± 0.2942 0.15055 ± 0.00705 0.15217 ± 0.00424 12.138 ± 0.321 % 85.522 ± 0.362 % [2026-06-11 15:53:52] 38 10.3765 ± 0.2911 0.15136 ± 0.00696 0.15213 ± 0.00418 12.120 ± 0.318 % 85.593 ± 0.357 % [2026-06-11 15:53:54] 39 10.3681 ± 0.2873 0.15113 ± 0.00684 0.15115 ± 0.00409 12.019 ± 0.313 % 85.641 ± 0.352 % [2026-06-11 15:53:56] 40 10.4167 ± 0.2859 0.15200 ± 0.00677 0.15069 ± 0.00402 11.944 ± 0.307 % 85.588 ± 0.348 % [2026-06-11 15:53:58] 41 10.4590 ± 0.2840 0.15073 ± 0.00667 0.15022 ± 0.00393 11.855 ± 0.302 % 85.481 ± 0.345 % [2026-06-11 15:54:01] 42 10.5563 ± 0.2836 0.15172 ± 0.00661 0.15023 ± 0.00389 11.808 ± 0.299 % 85.425 ± 0.341 % [2026-06-11 15:54:03] 43 10.6012 ± 0.2824 0.15288 ± 0.00661 0.15156 ± 0.00399 11.847 ± 0.297 % 85.372 ± 0.337 % [2026-06-11 15:54:05] 44 10.5919 ± 0.2790 0.15081 ± 0.00652 0.15127 ± 0.00391 11.840 ± 0.292 % 85.365 ± 0.334 % [2026-06-11 15:54:07] 45 10.7137 ± 0.2797 0.15164 ± 0.00645 0.15179 ± 0.00387 11.893 ± 0.290 % 85.255 ± 0.331 % [2026-06-11 15:54:09] 46 10.6583 ± 0.2745 0.15192 ± 0.00639 0.15230 ± 0.00385 11.970 ± 0.288 % 85.303 ± 0.327 % [2026-06-11 15:54:12] 47 10.8641 ± 0.2782 0.15113 ± 0.00632 0.15236 ± 0.00381 11.926 ± 0.285 % 85.198 ± 0.324 % [2026-06-11 15:54:14] 48 10.9611 ± 0.2781 0.15100 ± 0.00624 0.15153 ± 0.00374 11.894 ± 0.281 % 85.221 ± 0.321 % [2026-06-11 15:54:16] 49 10.8478 ± 0.2718 0.15081 ± 0.00615 0.15103 ± 0.00369 11.892 ± 0.279 % 85.202 ± 0.318 % [2026-06-11 15:54:18] 50 10.8959 ± 0.2703 0.14935 ± 0.00606 0.15010 ± 0.00363 11.827 ± 0.275 % 85.239 ± 0.314 % [2026-06-11 15:54:18] [2026-06-11 15:54:18] ====== Perplexity statistics ====== [2026-06-11 15:54:18] Mean PPL(Q) : 10.895891 ± 0.270344 [2026-06-11 15:54:18] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:54:18] Cor(ln(PPL(Q)), ln(PPL(base))): 96.97% [2026-06-11 15:54:18] Mean ln(PPL(Q)/PPL(base)) : 0.149350 ± 0.006064 [2026-06-11 15:54:18] Mean PPL(Q)/PPL(base) : 1.161080 ± 0.007041 [2026-06-11 15:54:18] Mean PPL(Q)-PPL(base) : 1.511615 ± 0.074434 [2026-06-11 15:54:18] [2026-06-11 15:54:18] ====== KL divergence statistics ====== [2026-06-11 15:54:18] Mean KLD: 0.150102 ± 0.003626 [2026-06-11 15:54:18] Maximum KLD: 9.430666 [2026-06-11 15:54:18] 99.9% KLD: 5.186389 [2026-06-11 15:54:18] 99.0% KLD: 1.879580 [2026-06-11 15:54:18] 95.0% KLD: 0.493662 [2026-06-11 15:54:18] 90.0% KLD: 0.285017 [2026-06-11 15:54:18] Median KLD: 0.056467 [2026-06-11 15:54:18] 10.0% KLD: 0.004714 [2026-06-11 15:54:18] 5.0% KLD: 0.001779 [2026-06-11 15:54:18] 1.0% KLD: 0.000340 [2026-06-11 15:54:18] 0.1% KLD: 0.000042 [2026-06-11 15:54:18] Minimum KLD: -0.000000 [2026-06-11 15:54:18] [2026-06-11 15:54:18] ====== Token probability statistics ====== [2026-06-11 15:54:18] Mean Δp: -2.782 ± 0.102 % [2026-06-11 15:54:18] Maximum Δp: 77.677% [2026-06-11 15:54:18] 99.9% Δp: 39.571% [2026-06-11 15:54:18] 99.0% Δp: 16.377% [2026-06-11 15:54:18] 95.0% Δp: 6.553% [2026-06-11 15:54:18] 90.0% Δp: 3.452% [2026-06-11 15:54:18] 75.0% Δp: 0.401% [2026-06-11 15:54:18] Median Δp: -0.214% [2026-06-11 15:54:18] 25.0% Δp: -2.980% [2026-06-11 15:54:18] 10.0% Δp: -10.107% [2026-06-11 15:54:18] 5.0% Δp: -18.909% [2026-06-11 15:54:18] 1.0% Δp: -59.409% [2026-06-11 15:54:18] 0.1% Δp: -95.710% [2026-06-11 15:54:18] Minimum Δp: -99.636% [2026-06-11 15:54:18] RMS Δp : 11.827 ± 0.275 % [2026-06-11 15:54:18] Same top p: 85.239 ± 0.314 % [2026-06-11 15:54:18] [2026-06-11 15:54:19] ✅ Finished target model 61: 1 files evaluated [2026-06-11 15:54:20] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ1_M/Qwen3.5_4B-MoQ-layers_24-27-IQ1_M.gguf to free disk space [2026-06-11 15:54:20] ============================================================ [2026-06-11 15:54:20] TARGET MODEL 62/83: w-ahmad/test3 / MoQ-layers_24-27-IQ1_S/Qwen3.5_4B-MoQ-layers_24-27-IQ1_S.gguf [2026-06-11 15:54:20] ============================================================ [2026-06-11 15:54:42] [1/1] MoQ-layers_24-27-IQ1_S/Qwen3.5_4B-MoQ-layers_24-27-IQ1_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:54:42] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ1_S/Qwen3.5_4B-MoQ-layers_24-27-IQ1_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:54:43] 0.00.377.761 I common_init_result: fitting params to device memory ... [2026-06-11 15:54:43] 0.00.377.772 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:54:54] 0.11.819.082 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:54:54] 0.11.868.888 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:54:55] 0.12.163.469 I [2026-06-11 15:54:55] 0.12.163.662 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:54:55] 0.12.259.799 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:54:57] 0.14.467.929 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 15:54:57] [2026-06-11 15:54:57] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:54:57] 1 8.0349 ± 1.4514 0.29279 ± 0.06196 0.22238 ± 0.04757 15.497 ± 2.430 % 87.843 ± 2.050 % [2026-06-11 15:54:59] 2 11.5027 ± 1.5520 0.26076 ± 0.04229 0.21516 ± 0.03059 14.683 ± 1.649 % 85.882 ± 1.543 % [2026-06-11 15:55:01] 3 11.6923 ± 1.2651 0.25804 ± 0.03508 0.22716 ± 0.02631 15.732 ± 1.374 % 84.706 ± 1.302 % [2026-06-11 15:55:04] 4 11.2085 ± 1.0108 0.23503 ± 0.02842 0.20492 ± 0.02091 14.782 ± 1.180 % 85.784 ± 1.094 % [2026-06-11 15:55:06] 5 10.9544 ± 0.8677 0.20420 ± 0.02332 0.18081 ± 0.01681 13.420 ± 1.043 % 85.569 ± 0.985 % [2026-06-11 15:55:08] 6 11.1471 ± 0.7943 0.18718 ± 0.02028 0.17038 ± 0.01415 12.820 ± 0.919 % 84.771 ± 0.919 % [2026-06-11 15:55:10] 7 11.4156 ± 0.7506 0.17657 ± 0.01863 0.16570 ± 0.01271 12.262 ± 0.853 % 85.098 ± 0.843 % [2026-06-11 15:55:12] 8 12.3399 ± 0.7795 0.16829 ± 0.01682 0.15846 ± 0.01119 11.680 ± 0.786 % 84.804 ± 0.795 % [2026-06-11 15:55:14] 9 12.9784 ± 0.7774 0.16101 ± 0.01542 0.15254 ± 0.00999 11.240 ± 0.728 % 84.837 ± 0.749 % [2026-06-11 15:55:17] 10 13.4491 ± 0.7660 0.15822 ± 0.01421 0.14781 ± 0.00904 11.102 ± 0.676 % 84.235 ± 0.722 % [2026-06-11 15:55:19] 11 13.2869 ± 0.7181 0.15522 ± 0.01354 0.14758 ± 0.00853 11.172 ± 0.649 % 84.100 ± 0.691 % [2026-06-11 15:55:21] 12 13.5146 ± 0.7031 0.16021 ± 0.01302 0.15355 ± 0.00818 11.247 ± 0.603 % 84.020 ± 0.663 % [2026-06-11 15:55:23] 13 14.3524 ± 0.7295 0.16274 ± 0.01262 0.15402 ± 0.00781 11.164 ± 0.576 % 84.012 ± 0.637 % [2026-06-11 15:55:25] 14 13.8309 ± 0.6761 0.17539 ± 0.01258 0.16389 ± 0.00788 11.947 ± 0.566 % 83.866 ± 0.616 % [2026-06-11 15:55:28] 15 13.7788 ± 0.6508 0.18122 ± 0.01237 0.16739 ± 0.00770 12.168 ± 0.548 % 83.686 ± 0.598 % [2026-06-11 15:55:30] 16 14.0359 ± 0.6476 0.18944 ± 0.01232 0.17325 ± 0.00769 12.301 ± 0.532 % 83.627 ± 0.579 % [2026-06-11 15:55:32] 17 13.1121 ± 0.5804 0.19256 ± 0.01206 0.17833 ± 0.00764 12.934 ± 0.514 % 83.552 ± 0.563 % [2026-06-11 15:55:35] 18 13.2298 ± 0.5683 0.20223 ± 0.01205 0.18633 ± 0.00788 13.197 ± 0.504 % 83.333 ± 0.550 % [2026-06-11 15:55:37] 19 13.0948 ± 0.5484 0.20129 ± 0.01167 0.18876 ± 0.00769 13.346 ± 0.491 % 83.385 ± 0.535 % [2026-06-11 15:55:39] 20 13.1698 ± 0.5389 0.20391 ± 0.01151 0.18978 ± 0.00750 13.340 ± 0.477 % 83.431 ± 0.521 % [2026-06-11 15:55:42] 21 12.7400 ± 0.5065 0.20734 ± 0.01125 0.19074 ± 0.00731 13.382 ± 0.461 % 83.604 ± 0.506 % [2026-06-11 15:55:44] 22 12.5195 ± 0.4846 0.20274 ± 0.01093 0.19239 ± 0.00707 13.501 ± 0.446 % 83.387 ± 0.497 % [2026-06-11 15:55:46] 23 12.0031 ± 0.4515 0.19998 ± 0.01054 0.18893 ± 0.00680 13.427 ± 0.433 % 83.649 ± 0.483 % [2026-06-11 15:55:48] 24 11.3703 ± 0.4148 0.19677 ± 0.01019 0.18489 ± 0.00653 13.355 ± 0.419 % 83.938 ± 0.469 % [2026-06-11 15:55:51] 25 11.1427 ± 0.3969 0.19554 ± 0.00994 0.18529 ± 0.00633 13.398 ± 0.405 % 83.875 ± 0.461 % [2026-06-11 15:55:53] 26 10.8508 ± 0.3762 0.19663 ± 0.00974 0.18640 ± 0.00617 13.363 ± 0.394 % 83.846 ± 0.452 % [2026-06-11 15:55:55] 27 10.6563 ± 0.3606 0.19751 ± 0.00954 0.18653 ± 0.00598 13.379 ± 0.383 % 83.747 ± 0.445 % [2026-06-11 15:55:57] 28 10.5368 ± 0.3498 0.19887 ± 0.00933 0.18608 ± 0.00581 13.389 ± 0.375 % 83.782 ± 0.436 % [2026-06-11 15:55:59] 29 10.4817 ± 0.3415 0.19865 ± 0.00914 0.18557 ± 0.00571 13.395 ± 0.369 % 83.867 ± 0.428 % [2026-06-11 15:56:02] 30 10.4933 ± 0.3360 0.20287 ± 0.00906 0.18808 ± 0.00567 13.612 ± 0.365 % 83.752 ± 0.422 % [2026-06-11 15:56:04] 31 10.3601 ± 0.3253 0.20009 ± 0.00883 0.18627 ± 0.00550 13.467 ± 0.358 % 83.782 ± 0.415 % [2026-06-11 15:56:06] 32 10.3818 ± 0.3211 0.20217 ± 0.00873 0.18970 ± 0.00551 13.604 ± 0.352 % 83.689 ± 0.409 % [2026-06-11 15:56:08] 33 10.3043 ± 0.3133 0.20004 ± 0.00854 0.18890 ± 0.00538 13.585 ± 0.347 % 83.779 ± 0.402 % [2026-06-11 15:56:10] 34 10.4142 ± 0.3127 0.20137 ± 0.00844 0.19153 ± 0.00533 13.757 ± 0.345 % 83.576 ± 0.398 % [2026-06-11 15:56:12] 35 10.5568 ± 0.3126 0.20402 ± 0.00838 0.19279 ± 0.00528 13.699 ± 0.340 % 83.406 ± 0.394 % [2026-06-11 15:56:14] 36 10.7766 ± 0.3151 0.20369 ± 0.00823 0.19226 ± 0.00515 13.597 ± 0.334 % 83.431 ± 0.388 % [2026-06-11 15:56:17] 37 10.9122 ± 0.3146 0.20349 ± 0.00815 0.19320 ± 0.00511 13.585 ± 0.329 % 83.476 ± 0.382 % [2026-06-11 15:56:19] 38 10.9366 ± 0.3110 0.20393 ± 0.00802 0.19274 ± 0.00501 13.556 ± 0.325 % 83.488 ± 0.377 % [2026-06-11 15:56:21] 39 10.9321 ± 0.3071 0.20410 ± 0.00788 0.19115 ± 0.00489 13.455 ± 0.319 % 83.539 ± 0.372 % [2026-06-11 15:56:23] 40 10.9760 ± 0.3056 0.20430 ± 0.00780 0.19026 ± 0.00478 13.381 ± 0.314 % 83.451 ± 0.368 % [2026-06-11 15:56:25] 41 11.0097 ± 0.3031 0.20204 ± 0.00769 0.18970 ± 0.00468 13.324 ± 0.309 % 83.415 ± 0.364 % [2026-06-11 15:56:27] 42 11.0899 ± 0.3018 0.20104 ± 0.00757 0.18922 ± 0.00459 13.252 ± 0.305 % 83.464 ± 0.359 % [2026-06-11 15:56:29] 43 11.1369 ± 0.3006 0.20217 ± 0.00748 0.18928 ± 0.00454 13.258 ± 0.302 % 83.411 ± 0.355 % [2026-06-11 15:56:32] 44 11.1247 ± 0.2967 0.19988 ± 0.00737 0.18903 ± 0.00447 13.248 ± 0.298 % 83.396 ± 0.351 % [2026-06-11 15:56:34] 45 11.2461 ± 0.2972 0.20013 ± 0.00729 0.18935 ± 0.00442 13.255 ± 0.295 % 83.364 ± 0.348 % [2026-06-11 15:56:36] 46 11.1784 ± 0.2915 0.19956 ± 0.00720 0.18921 ± 0.00436 13.310 ± 0.292 % 83.342 ± 0.344 % [2026-06-11 15:56:38] 47 11.4007 ± 0.2956 0.19934 ± 0.00711 0.18941 ± 0.00431 13.282 ± 0.288 % 83.296 ± 0.341 % [2026-06-11 15:56:40] 48 11.4972 ± 0.2955 0.19875 ± 0.00702 0.18847 ± 0.00423 13.251 ± 0.284 % 83.342 ± 0.337 % [2026-06-11 15:56:43] 49 11.3769 ± 0.2888 0.19843 ± 0.00694 0.18831 ± 0.00420 13.262 ± 0.281 % 83.369 ± 0.333 % [2026-06-11 15:56:45] 50 11.4437 ± 0.2878 0.19841 ± 0.00686 0.18724 ± 0.00413 13.188 ± 0.277 % 83.467 ± 0.329 % [2026-06-11 15:56:45] [2026-06-11 15:56:45] ====== Perplexity statistics ====== [2026-06-11 15:56:45] Mean PPL(Q) : 11.443747 ± 0.287836 [2026-06-11 15:56:45] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:56:45] Cor(ln(PPL(Q)), ln(PPL(base))): 96.21% [2026-06-11 15:56:45] Mean ln(PPL(Q)/PPL(base)) : 0.198408 ± 0.006858 [2026-06-11 15:56:45] Mean PPL(Q)/PPL(base) : 1.219460 ± 0.008363 [2026-06-11 15:56:45] Mean PPL(Q)-PPL(base) : 2.059471 ± 0.092585 [2026-06-11 15:56:45] [2026-06-11 15:56:45] ====== KL divergence statistics ====== [2026-06-11 15:56:45] Mean KLD: 0.187237 ± 0.004129 [2026-06-11 15:56:45] Maximum KLD: 8.734213 [2026-06-11 15:56:45] 99.9% KLD: 5.876085 [2026-06-11 15:56:45] 99.0% KLD: 2.249255 [2026-06-11 15:56:45] 95.0% KLD: 0.651528 [2026-06-11 15:56:45] 90.0% KLD: 0.364943 [2026-06-11 15:56:45] Median KLD: 0.074684 [2026-06-11 15:56:45] 10.0% KLD: 0.006266 [2026-06-11 15:56:45] 5.0% KLD: 0.002431 [2026-06-11 15:56:45] 1.0% KLD: 0.000538 [2026-06-11 15:56:45] 0.1% KLD: 0.000049 [2026-06-11 15:56:45] Minimum KLD: 0.000000 [2026-06-11 15:56:45] [2026-06-11 15:56:45] ====== Token probability statistics ====== [2026-06-11 15:56:45] Mean Δp: -3.379 ± 0.113 % [2026-06-11 15:56:45] Maximum Δp: 64.995% [2026-06-11 15:56:45] 99.9% Δp: 36.511% [2026-06-11 15:56:45] 99.0% Δp: 16.834% [2026-06-11 15:56:45] 95.0% Δp: 7.480% [2026-06-11 15:56:45] 90.0% Δp: 3.894% [2026-06-11 15:56:45] 75.0% Δp: 0.338% [2026-06-11 15:56:45] Median Δp: -0.288% [2026-06-11 15:56:45] 25.0% Δp: -3.588% [2026-06-11 15:56:45] 10.0% Δp: -12.273% [2026-06-11 15:56:45] 5.0% Δp: -22.690% [2026-06-11 15:56:45] 1.0% Δp: -68.762% [2026-06-11 15:56:45] 0.1% Δp: -97.836% [2026-06-11 15:56:45] Minimum Δp: -99.862% [2026-06-11 15:56:45] RMS Δp : 13.188 ± 0.277 % [2026-06-11 15:56:45] Same top p: 83.467 ± 0.329 % [2026-06-11 15:56:45] [2026-06-11 15:56:45] ✅ Finished target model 62: 1 files evaluated [2026-06-11 15:56:46] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ1_S/Qwen3.5_4B-MoQ-layers_24-27-IQ1_S.gguf to free disk space [2026-06-11 15:56:46] ============================================================ [2026-06-11 15:56:46] TARGET MODEL 63/83: w-ahmad/test3 / MoQ-layers_24-27-IQ2_S/Qwen3.5_4B-MoQ-layers_24-27-IQ2_S.gguf [2026-06-11 15:56:46] ============================================================ [2026-06-11 15:57:07] [1/1] MoQ-layers_24-27-IQ2_S/Qwen3.5_4B-MoQ-layers_24-27-IQ2_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:57:08] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ2_S/Qwen3.5_4B-MoQ-layers_24-27-IQ2_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:57:08] 0.00.295.625 I common_init_result: fitting params to device memory ... [2026-06-11 15:57:08] 0.00.295.635 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:57:18] 0.10.139.381 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:57:18] 0.10.188.364 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:57:18] 0.10.483.231 I [2026-06-11 15:57:18] 0.10.483.425 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:57:18] 0.10.578.835 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:57:21] 0.12.819.957 I kl_divergence: 2.24 seconds per pass - ETA 1.87 minutes [2026-06-11 15:57:21] [2026-06-11 15:57:21] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:57:21] 1 6.5775 ± 1.1316 0.09264 ± 0.02342 0.05236 ± 0.01006 6.110 ± 1.095 % 92.941 ± 1.607 % [2026-06-11 15:57:23] 2 9.7204 ± 1.2792 0.09241 ± 0.01581 0.05054 ± 0.00658 5.148 ± 0.672 % 91.569 ± 1.232 % [2026-06-11 15:57:25] 3 10.0111 ± 1.0568 0.10281 ± 0.01583 0.05804 ± 0.00890 7.456 ± 1.227 % 91.503 ± 1.009 % [2026-06-11 15:57:27] 4 9.7333 ± 0.8549 0.09392 ± 0.01325 0.05522 ± 0.00808 7.395 ± 1.130 % 91.667 ± 0.866 % [2026-06-11 15:57:30] 5 9.6719 ± 0.7453 0.07968 ± 0.01093 0.04847 ± 0.00649 6.765 ± 0.989 % 91.922 ± 0.763 % [2026-06-11 15:57:32] 6 9.8957 ± 0.6871 0.06810 ± 0.00951 0.04509 ± 0.00543 6.401 ± 0.876 % 92.026 ± 0.693 % [2026-06-11 15:57:34] 7 10.1940 ± 0.6555 0.06339 ± 0.00840 0.04228 ± 0.00467 6.058 ± 0.794 % 91.989 ± 0.643 % [2026-06-11 15:57:36] 8 11.0677 ± 0.6853 0.05948 ± 0.00760 0.04049 ± 0.00409 5.756 ± 0.732 % 92.059 ± 0.599 % [2026-06-11 15:57:38] 9 11.7023 ± 0.6871 0.05751 ± 0.00701 0.03926 ± 0.00365 5.528 ± 0.678 % 91.939 ± 0.568 % [2026-06-11 15:57:41] 10 12.1458 ± 0.6785 0.05630 ± 0.00644 0.03767 ± 0.00329 5.338 ± 0.633 % 92.000 ± 0.537 % [2026-06-11 15:57:43] 11 12.0256 ± 0.6381 0.05548 ± 0.00612 0.03786 ± 0.00307 5.464 ± 0.586 % 92.121 ± 0.509 % [2026-06-11 15:57:45] 12 12.1703 ± 0.6208 0.05543 ± 0.00595 0.03996 ± 0.00292 5.702 ± 0.539 % 91.863 ± 0.494 % [2026-06-11 15:57:47] 13 12.8820 ± 0.6414 0.05466 ± 0.00566 0.03953 ± 0.00271 5.610 ± 0.508 % 91.674 ± 0.480 % [2026-06-11 15:57:50] 14 12.2357 ± 0.5837 0.05285 ± 0.00548 0.04102 ± 0.00259 5.927 ± 0.473 % 91.653 ± 0.463 % [2026-06-11 15:57:52] 15 12.1268 ± 0.5586 0.05351 ± 0.00545 0.04218 ± 0.00255 6.136 ± 0.463 % 91.686 ± 0.446 % [2026-06-11 15:57:54] 16 12.2967 ± 0.5528 0.05715 ± 0.00547 0.04434 ± 0.00256 6.381 ± 0.458 % 91.373 ± 0.440 % [2026-06-11 15:57:56] 17 11.4534 ± 0.4950 0.05731 ± 0.00529 0.04478 ± 0.00255 6.576 ± 0.447 % 91.511 ± 0.423 % [2026-06-11 15:57:59] 18 11.4831 ± 0.4806 0.06064 ± 0.00537 0.04694 ± 0.00265 6.879 ± 0.439 % 91.394 ± 0.414 % [2026-06-11 15:58:01] 19 11.4019 ± 0.4658 0.06285 ± 0.00536 0.04808 ± 0.00261 6.885 ± 0.425 % 91.290 ± 0.405 % [2026-06-11 15:58:03] 20 11.4283 ± 0.4555 0.06207 ± 0.00524 0.04907 ± 0.00260 6.964 ± 0.415 % 91.314 ± 0.394 % [2026-06-11 15:58:06] 21 11.0251 ± 0.4264 0.06277 ± 0.00508 0.04923 ± 0.00251 7.076 ± 0.402 % 91.317 ± 0.385 % [2026-06-11 15:58:08] 22 10.8881 ± 0.4108 0.06312 ± 0.00497 0.04971 ± 0.00242 7.091 ± 0.385 % 91.230 ± 0.378 % [2026-06-11 15:58:10] 23 10.4695 ± 0.3839 0.06328 ± 0.00483 0.04873 ± 0.00232 7.013 ± 0.373 % 91.424 ± 0.366 % [2026-06-11 15:58:12] 24 9.9201 ± 0.3527 0.06033 ± 0.00466 0.04769 ± 0.00223 6.942 ± 0.362 % 91.536 ± 0.356 % [2026-06-11 15:58:15] 25 9.7265 ± 0.3373 0.05961 ± 0.00458 0.04804 ± 0.00217 6.946 ± 0.350 % 91.624 ± 0.347 % [2026-06-11 15:58:17] 26 9.4570 ± 0.3189 0.05916 ± 0.00452 0.04915 ± 0.00213 6.992 ± 0.336 % 91.584 ± 0.341 % [2026-06-11 15:58:19] 27 9.2802 ± 0.3057 0.05923 ± 0.00445 0.04959 ± 0.00209 7.001 ± 0.327 % 91.590 ± 0.334 % [2026-06-11 15:58:21] 28 9.1520 ± 0.2955 0.05796 ± 0.00434 0.04920 ± 0.00202 6.964 ± 0.318 % 91.597 ± 0.328 % [2026-06-11 15:58:23] 29 9.1024 ± 0.2884 0.05756 ± 0.00424 0.04863 ± 0.00195 6.917 ± 0.310 % 91.670 ± 0.321 % [2026-06-11 15:58:26] 30 9.0875 ± 0.2828 0.05902 ± 0.00420 0.04943 ± 0.00194 7.067 ± 0.310 % 91.712 ± 0.315 % [2026-06-11 15:58:28] 31 8.9986 ± 0.2746 0.05920 ± 0.00411 0.04923 ± 0.00189 6.997 ± 0.303 % 91.664 ± 0.311 % [2026-06-11 15:58:30] 32 9.0103 ± 0.2707 0.06049 ± 0.00407 0.05075 ± 0.00193 7.119 ± 0.299 % 91.593 ± 0.307 % [2026-06-11 15:58:32] 33 8.9569 ± 0.2647 0.05991 ± 0.00399 0.05066 ± 0.00189 7.119 ± 0.295 % 91.527 ± 0.304 % [2026-06-11 15:58:34] 34 9.0414 ± 0.2639 0.06001 ± 0.00396 0.05125 ± 0.00187 7.212 ± 0.293 % 91.407 ± 0.301 % [2026-06-11 15:58:36] 35 9.1504 ± 0.2633 0.06105 ± 0.00391 0.05157 ± 0.00183 7.194 ± 0.287 % 91.328 ± 0.298 % [2026-06-11 15:58:39] 36 9.3412 ± 0.2654 0.06074 ± 0.00386 0.05172 ± 0.00180 7.174 ± 0.284 % 91.264 ± 0.295 % [2026-06-11 15:58:41] 37 9.4649 ± 0.2651 0.06120 ± 0.00379 0.05210 ± 0.00180 7.184 ± 0.280 % 91.182 ± 0.292 % [2026-06-11 15:58:43] 38 9.4672 ± 0.2615 0.05964 ± 0.00375 0.05177 ± 0.00175 7.140 ± 0.275 % 91.197 ± 0.288 % [2026-06-11 15:58:45] 39 9.4582 ± 0.2580 0.05928 ± 0.00370 0.05153 ± 0.00172 7.087 ± 0.270 % 91.232 ± 0.284 % [2026-06-11 15:58:47] 40 9.4872 ± 0.2562 0.05853 ± 0.00366 0.05119 ± 0.00168 7.055 ± 0.266 % 91.245 ± 0.280 % [2026-06-11 15:58:49] 41 9.5260 ± 0.2544 0.05730 ± 0.00360 0.05111 ± 0.00167 7.007 ± 0.261 % 91.248 ± 0.276 % [2026-06-11 15:58:52] 42 9.6045 ± 0.2536 0.05724 ± 0.00355 0.05095 ± 0.00163 6.956 ± 0.257 % 91.186 ± 0.274 % [2026-06-11 15:58:54] 43 9.6386 ± 0.2522 0.05769 ± 0.00352 0.05099 ± 0.00162 6.983 ± 0.256 % 91.190 ± 0.271 % [2026-06-11 15:58:56] 44 9.6526 ± 0.2498 0.05794 ± 0.00346 0.05068 ± 0.00159 6.940 ± 0.252 % 91.194 ± 0.268 % [2026-06-11 15:58:58] 45 9.7584 ± 0.2505 0.05824 ± 0.00342 0.05067 ± 0.00156 6.920 ± 0.249 % 91.190 ± 0.265 % [2026-06-11 15:59:00] 46 9.7018 ± 0.2458 0.05789 ± 0.00338 0.05060 ± 0.00154 6.938 ± 0.245 % 91.202 ± 0.262 % [2026-06-11 15:59:02] 47 9.8967 ± 0.2493 0.05787 ± 0.00335 0.05049 ± 0.00151 6.910 ± 0.241 % 91.181 ± 0.259 % [2026-06-11 15:59:05] 48 9.9881 ± 0.2495 0.05804 ± 0.00330 0.05019 ± 0.00148 6.883 ± 0.237 % 91.225 ± 0.256 % [2026-06-11 15:59:07] 49 9.8807 ± 0.2436 0.05743 ± 0.00326 0.04995 ± 0.00145 6.848 ± 0.234 % 91.261 ± 0.253 % [2026-06-11 15:59:09] 50 9.9317 ± 0.2427 0.05670 ± 0.00321 0.04958 ± 0.00142 6.798 ± 0.231 % 91.294 ± 0.250 % [2026-06-11 15:59:09] [2026-06-11 15:59:09] ====== Perplexity statistics ====== [2026-06-11 15:59:09] Mean PPL(Q) : 9.931735 ± 0.242651 [2026-06-11 15:59:09] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 15:59:09] Cor(ln(PPL(Q)), ln(PPL(base))): 99.13% [2026-06-11 15:59:09] Mean ln(PPL(Q)/PPL(base)) : 0.056700 ± 0.003213 [2026-06-11 15:59:09] Mean PPL(Q)/PPL(base) : 1.058338 ± 0.003400 [2026-06-11 15:59:09] Mean PPL(Q)-PPL(base) : 0.547459 ± 0.034354 [2026-06-11 15:59:09] [2026-06-11 15:59:09] ====== KL divergence statistics ====== [2026-06-11 15:59:09] Mean KLD: 0.049576 ± 0.001424 [2026-06-11 15:59:09] Maximum KLD: 4.904949 [2026-06-11 15:59:09] 99.9% KLD: 2.491148 [2026-06-11 15:59:09] 99.0% KLD: 0.623300 [2026-06-11 15:59:09] 95.0% KLD: 0.153583 [2026-06-11 15:59:09] 90.0% KLD: 0.087243 [2026-06-11 15:59:09] Median KLD: 0.018990 [2026-06-11 15:59:09] 10.0% KLD: 0.001562 [2026-06-11 15:59:09] 5.0% KLD: 0.000577 [2026-06-11 15:59:09] 1.0% KLD: 0.000110 [2026-06-11 15:59:09] 0.1% KLD: 0.000015 [2026-06-11 15:59:09] Minimum KLD: -0.000019 [2026-06-11 15:59:09] [2026-06-11 15:59:09] ====== Token probability statistics ====== [2026-06-11 15:59:09] Mean Δp: -1.174 ± 0.059 % [2026-06-11 15:59:09] Maximum Δp: 84.387% [2026-06-11 15:59:09] 99.9% Δp: 29.656% [2026-06-11 15:59:09] 99.0% Δp: 11.104% [2026-06-11 15:59:09] 95.0% Δp: 4.442% [2026-06-11 15:59:09] 90.0% Δp: 2.379% [2026-06-11 15:59:09] 75.0% Δp: 0.274% [2026-06-11 15:59:09] Median Δp: -0.102% [2026-06-11 15:59:09] 25.0% Δp: -1.566% [2026-06-11 15:59:09] 10.0% Δp: -5.006% [2026-06-11 15:59:09] 5.0% Δp: -8.765% [2026-06-11 15:59:09] 1.0% Δp: -26.090% [2026-06-11 15:59:09] 0.1% Δp: -75.628% [2026-06-11 15:59:09] Minimum Δp: -99.028% [2026-06-11 15:59:09] RMS Δp : 6.798 ± 0.231 % [2026-06-11 15:59:09] Same top p: 91.294 ± 0.250 % [2026-06-11 15:59:09] [2026-06-11 15:59:10] ✅ Finished target model 63: 1 files evaluated [2026-06-11 15:59:11] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ2_S/Qwen3.5_4B-MoQ-layers_24-27-IQ2_S.gguf to free disk space [2026-06-11 15:59:11] ============================================================ [2026-06-11 15:59:11] TARGET MODEL 64/83: w-ahmad/test3 / MoQ-layers_24-27-IQ2_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XS.gguf [2026-06-11 15:59:11] ============================================================ [2026-06-11 15:59:33] [1/1] MoQ-layers_24-27-IQ2_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 15:59:34] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ2_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 15:59:35] 0.00.308.612 I common_init_result: fitting params to device memory ... [2026-06-11 15:59:35] 0.00.308.633 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 15:59:45] 0.10.575.422 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 15:59:45] 0.10.625.605 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 15:59:45] 0.10.920.364 I [2026-06-11 15:59:45] 0.10.920.562 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 15:59:45] 0.11.015.929 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 15:59:48] 0.13.258.433 I kl_divergence: 2.24 seconds per pass - ETA 1.87 minutes [2026-06-11 15:59:48] [2026-06-11 15:59:48] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 15:59:48] 1 6.5412 ± 1.1391 0.08711 ± 0.02963 0.07623 ± 0.01923 8.884 ± 2.075 % 95.294 ± 1.329 % [2026-06-11 15:59:50] 2 9.7483 ± 1.2941 0.09528 ± 0.02115 0.07575 ± 0.01323 8.511 ± 1.416 % 91.961 ± 1.205 % [2026-06-11 15:59:52] 3 9.8275 ± 1.0452 0.08429 ± 0.01730 0.06945 ± 0.00908 8.207 ± 1.049 % 91.111 ± 1.030 % [2026-06-11 15:59:54] 4 9.5677 ± 0.8468 0.07676 ± 0.01367 0.06075 ± 0.00686 7.336 ± 0.882 % 91.176 ± 0.889 % [2026-06-11 15:59:56] 5 9.5504 ± 0.7417 0.06703 ± 0.01149 0.05512 ± 0.00553 6.861 ± 0.759 % 91.059 ± 0.799 % [2026-06-11 15:59:59] 6 9.8072 ± 0.6871 0.05912 ± 0.00994 0.05312 ± 0.00466 6.606 ± 0.664 % 90.980 ± 0.733 % [2026-06-11 16:00:01] 7 10.1520 ± 0.6575 0.05927 ± 0.00903 0.05138 ± 0.00403 6.314 ± 0.597 % 91.261 ± 0.669 % [2026-06-11 16:00:03] 8 10.9819 ± 0.6828 0.05170 ± 0.00832 0.04977 ± 0.00355 6.051 ± 0.547 % 91.127 ± 0.630 % [2026-06-11 16:00:05] 9 11.6674 ± 0.6898 0.05452 ± 0.00767 0.04850 ± 0.00318 5.836 ± 0.505 % 90.980 ± 0.598 % [2026-06-11 16:00:07] 10 12.1059 ± 0.6809 0.05301 ± 0.00708 0.04692 ± 0.00287 5.662 ± 0.470 % 91.059 ± 0.565 % [2026-06-11 16:00:10] 11 11.9852 ± 0.6400 0.05211 ± 0.00673 0.04711 ± 0.00271 5.791 ± 0.460 % 90.945 ± 0.542 % [2026-06-11 16:00:12] 12 12.1825 ± 0.6253 0.05644 ± 0.00669 0.05033 ± 0.00269 5.919 ± 0.435 % 90.850 ± 0.521 % [2026-06-11 16:00:14] 13 12.9503 ± 0.6492 0.05994 ± 0.00638 0.05001 ± 0.00251 5.891 ± 0.412 % 90.649 ± 0.506 % [2026-06-11 16:00:16] 14 12.3559 ± 0.5937 0.06262 ± 0.00634 0.05320 ± 0.00253 6.302 ± 0.390 % 90.560 ± 0.489 % [2026-06-11 16:00:19] 15 12.2634 ± 0.5687 0.06471 ± 0.00623 0.05508 ± 0.00259 6.678 ± 0.407 % 90.431 ± 0.476 % [2026-06-11 16:00:21] 16 12.4683 ± 0.5640 0.07101 ± 0.00640 0.05899 ± 0.00292 7.012 ± 0.411 % 90.074 ± 0.468 % [2026-06-11 16:00:23] 17 11.6355 ± 0.5060 0.07308 ± 0.00630 0.06086 ± 0.00306 7.435 ± 0.419 % 90.150 ± 0.453 % [2026-06-11 16:00:26] 18 11.6282 ± 0.4891 0.07320 ± 0.00632 0.06419 ± 0.00323 7.785 ± 0.423 % 89.956 ± 0.444 % [2026-06-11 16:00:28] 19 11.5387 ± 0.4739 0.07478 ± 0.00623 0.06599 ± 0.00333 7.773 ± 0.419 % 89.928 ± 0.432 % [2026-06-11 16:00:30] 20 11.5815 ± 0.4640 0.07539 ± 0.00613 0.06819 ± 0.00341 7.932 ± 0.410 % 89.980 ± 0.420 % [2026-06-11 16:00:32] 21 11.1813 ± 0.4348 0.07684 ± 0.00606 0.07021 ± 0.00339 8.239 ± 0.407 % 89.972 ± 0.411 % [2026-06-11 16:00:35] 22 11.0453 ± 0.4185 0.07746 ± 0.00595 0.07183 ± 0.00331 8.410 ± 0.395 % 89.626 ± 0.407 % [2026-06-11 16:00:37] 23 10.6194 ± 0.3912 0.07749 ± 0.00576 0.07016 ± 0.00317 8.283 ± 0.384 % 89.821 ± 0.395 % [2026-06-11 16:00:39] 24 10.0637 ± 0.3596 0.07470 ± 0.00559 0.06839 ± 0.00305 8.183 ± 0.373 % 90.033 ± 0.383 % [2026-06-11 16:00:41] 25 9.8684 ± 0.3441 0.07409 ± 0.00549 0.06882 ± 0.00296 8.281 ± 0.362 % 90.086 ± 0.374 % [2026-06-11 16:00:44] 26 9.6036 ± 0.3258 0.07454 ± 0.00538 0.06909 ± 0.00287 8.248 ± 0.351 % 90.121 ± 0.366 % [2026-06-11 16:00:46] 27 9.4452 ± 0.3133 0.07686 ± 0.00530 0.06934 ± 0.00279 8.258 ± 0.340 % 90.051 ± 0.361 % [2026-06-11 16:00:48] 28 9.3141 ± 0.3029 0.07553 ± 0.00518 0.06883 ± 0.00271 8.198 ± 0.331 % 90.168 ± 0.352 % [2026-06-11 16:00:50] 29 9.2622 ± 0.2955 0.07496 ± 0.00504 0.06788 ± 0.00262 8.132 ± 0.323 % 90.318 ± 0.344 % [2026-06-11 16:00:52] 30 9.2590 ± 0.2903 0.07772 ± 0.00500 0.06876 ± 0.00264 8.255 ± 0.322 % 90.301 ± 0.338 % [2026-06-11 16:00:54] 31 9.1653 ± 0.2818 0.07756 ± 0.00490 0.06829 ± 0.00256 8.182 ± 0.315 % 90.310 ± 0.333 % [2026-06-11 16:00:57] 32 9.1740 ± 0.2779 0.07849 ± 0.00488 0.06951 ± 0.00256 8.235 ± 0.310 % 90.135 ± 0.330 % [2026-06-11 16:00:59] 33 9.1152 ± 0.2716 0.07742 ± 0.00477 0.06933 ± 0.00250 8.206 ± 0.303 % 90.101 ± 0.326 % [2026-06-11 16:01:01] 34 9.2069 ± 0.2710 0.07815 ± 0.00470 0.06982 ± 0.00245 8.249 ± 0.299 % 89.965 ± 0.323 % [2026-06-11 16:01:03] 35 9.3256 ± 0.2706 0.08001 ± 0.00468 0.07106 ± 0.00245 8.303 ± 0.297 % 89.849 ± 0.320 % [2026-06-11 16:01:05] 36 9.5266 ± 0.2731 0.08039 ± 0.00462 0.07095 ± 0.00239 8.227 ± 0.292 % 89.847 ± 0.315 % [2026-06-11 16:01:07] 37 9.6659 ± 0.2733 0.08221 ± 0.00460 0.07182 ± 0.00243 8.275 ± 0.290 % 89.719 ± 0.313 % [2026-06-11 16:01:10] 38 9.6762 ± 0.2700 0.08148 ± 0.00453 0.07147 ± 0.00237 8.217 ± 0.285 % 89.742 ± 0.308 % [2026-06-11 16:01:12] 39 9.6622 ± 0.2662 0.08062 ± 0.00445 0.07080 ± 0.00232 8.147 ± 0.280 % 89.804 ± 0.303 % [2026-06-11 16:01:14] 40 9.7000 ± 0.2647 0.08072 ± 0.00440 0.07048 ± 0.00227 8.110 ± 0.276 % 89.853 ± 0.299 % [2026-06-11 16:01:16] 41 9.7434 ± 0.2630 0.07985 ± 0.00432 0.07031 ± 0.00224 8.059 ± 0.271 % 89.775 ± 0.296 % [2026-06-11 16:01:18] 42 9.8242 ± 0.2623 0.07986 ± 0.00426 0.07006 ± 0.00219 8.027 ± 0.268 % 89.776 ± 0.293 % [2026-06-11 16:01:21] 43 9.8578 ± 0.2608 0.08018 ± 0.00429 0.07069 ± 0.00231 8.053 ± 0.266 % 89.740 ± 0.290 % [2026-06-11 16:01:23] 44 9.8623 ± 0.2580 0.07944 ± 0.00421 0.07022 ± 0.00226 7.999 ± 0.262 % 89.759 ± 0.286 % [2026-06-11 16:01:25] 45 9.9735 ± 0.2588 0.08004 ± 0.00419 0.07083 ± 0.00227 8.089 ± 0.265 % 89.656 ± 0.284 % [2026-06-11 16:01:27] 46 9.9108 ± 0.2537 0.07920 ± 0.00415 0.07084 ± 0.00224 8.155 ± 0.262 % 89.693 ± 0.281 % [2026-06-11 16:01:29] 47 10.1041 ± 0.2571 0.07861 ± 0.00411 0.07059 ± 0.00219 8.104 ± 0.258 % 89.695 ± 0.278 % [2026-06-11 16:01:32] 48 10.1987 ± 0.2572 0.07891 ± 0.00406 0.07016 ± 0.00215 8.063 ± 0.254 % 89.796 ± 0.274 % [2026-06-11 16:01:34] 49 10.0843 ± 0.2510 0.07782 ± 0.00400 0.06989 ± 0.00211 8.046 ± 0.251 % 89.756 ± 0.271 % [2026-06-11 16:01:36] 50 10.1409 ± 0.2501 0.07754 ± 0.00396 0.06950 ± 0.00208 7.998 ± 0.247 % 89.765 ± 0.268 % [2026-06-11 16:01:36] [2026-06-11 16:01:36] ====== Perplexity statistics ====== [2026-06-11 16:01:36] Mean PPL(Q) : 10.140888 ± 0.250123 [2026-06-11 16:01:36] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:01:36] Cor(ln(PPL(Q)), ln(PPL(base))): 98.71% [2026-06-11 16:01:36] Mean ln(PPL(Q)/PPL(base)) : 0.077540 ± 0.003956 [2026-06-11 16:01:36] Mean PPL(Q)/PPL(base) : 1.080625 ± 0.004275 [2026-06-11 16:01:36] Mean PPL(Q)-PPL(base) : 0.756611 ± 0.044417 [2026-06-11 16:01:36] [2026-06-11 16:01:36] ====== KL divergence statistics ====== [2026-06-11 16:01:36] Mean KLD: 0.069504 ± 0.002078 [2026-06-11 16:01:36] Maximum KLD: 9.289499 [2026-06-11 16:01:36] 99.9% KLD: 3.088752 [2026-06-11 16:01:36] 99.0% KLD: 0.859581 [2026-06-11 16:01:36] 95.0% KLD: 0.218640 [2026-06-11 16:01:36] 90.0% KLD: 0.121677 [2026-06-11 16:01:36] Median KLD: 0.025646 [2026-06-11 16:01:36] 10.0% KLD: 0.001850 [2026-06-11 16:01:36] 5.0% KLD: 0.000656 [2026-06-11 16:01:36] 1.0% KLD: 0.000136 [2026-06-11 16:01:36] 0.1% KLD: 0.000025 [2026-06-11 16:01:36] Minimum KLD: 0.000001 [2026-06-11 16:01:36] [2026-06-11 16:01:36] ====== Token probability statistics ====== [2026-06-11 16:01:36] Mean Δp: -1.217 ± 0.070 % [2026-06-11 16:01:36] Maximum Δp: 85.802% [2026-06-11 16:01:36] 99.9% Δp: 35.950% [2026-06-11 16:01:36] 99.0% Δp: 12.750% [2026-06-11 16:01:36] 95.0% Δp: 5.378% [2026-06-11 16:01:36] 90.0% Δp: 2.932% [2026-06-11 16:01:36] 75.0% Δp: 0.497% [2026-06-11 16:01:36] Median Δp: -0.043% [2026-06-11 16:01:36] 25.0% Δp: -1.416% [2026-06-11 16:01:36] 10.0% Δp: -5.347% [2026-06-11 16:01:36] 5.0% Δp: -10.023% [2026-06-11 16:01:36] 1.0% Δp: -35.041% [2026-06-11 16:01:36] 0.1% Δp: -86.755% [2026-06-11 16:01:36] Minimum Δp: -99.361% [2026-06-11 16:01:36] RMS Δp : 7.998 ± 0.247 % [2026-06-11 16:01:36] Same top p: 89.765 ± 0.268 % [2026-06-11 16:01:36] [2026-06-11 16:01:37] ✅ Finished target model 64: 1 files evaluated [2026-06-11 16:01:38] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ2_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XS.gguf to free disk space [2026-06-11 16:01:38] ============================================================ [2026-06-11 16:01:38] TARGET MODEL 65/83: w-ahmad/test3 / MoQ-layers_24-27-IQ2_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XXS.gguf [2026-06-11 16:01:38] ============================================================ [2026-06-11 16:01:59] [1/1] MoQ-layers_24-27-IQ2_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:02:00] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ2_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:02:00] 0.00.342.892 I common_init_result: fitting params to device memory ... [2026-06-11 16:02:00] 0.00.342.903 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:02:10] 0.10.268.843 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:02:10] 0.10.317.159 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:02:11] 0.10.671.532 I [2026-06-11 16:02:11] 0.10.671.716 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:02:11] 0.10.858.509 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:02:13] 0.13.068.657 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 16:02:13] [2026-06-11 16:02:13] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:02:13] 1 6.6868 ± 1.1482 0.10913 ± 0.03704 0.11238 ± 0.02665 11.709 ± 2.390 % 89.412 ± 1.931 % [2026-06-11 16:02:15] 2 10.0289 ± 1.3241 0.12366 ± 0.02894 0.10979 ± 0.01752 10.731 ± 1.642 % 89.412 ± 1.364 % [2026-06-11 16:02:18] 3 10.1535 ± 1.0812 0.11693 ± 0.02188 0.09986 ± 0.01307 10.361 ± 1.298 % 88.627 ± 1.149 % [2026-06-11 16:02:20] 4 9.7722 ± 0.8653 0.09790 ± 0.01723 0.08638 ± 0.00987 9.210 ± 1.098 % 89.118 ± 0.976 % [2026-06-11 16:02:22] 5 9.7618 ± 0.7604 0.08893 ± 0.01426 0.07716 ± 0.00793 8.455 ± 0.958 % 89.725 ± 0.851 % [2026-06-11 16:02:24] 6 10.0061 ± 0.7026 0.07920 ± 0.01231 0.07302 ± 0.00665 8.027 ± 0.845 % 90.131 ± 0.763 % [2026-06-11 16:02:26] 7 10.3328 ± 0.6695 0.07691 ± 0.01122 0.07035 ± 0.00577 7.646 ± 0.763 % 90.476 ± 0.695 % [2026-06-11 16:02:28] 8 11.2212 ± 0.6997 0.07325 ± 0.01026 0.06826 ± 0.00508 7.295 ± 0.701 % 90.588 ± 0.647 % [2026-06-11 16:02:30] 9 11.8839 ± 0.7043 0.07291 ± 0.00943 0.06626 ± 0.00455 7.016 ± 0.649 % 90.283 ± 0.618 % [2026-06-11 16:02:33] 10 12.3607 ± 0.6980 0.07383 ± 0.00871 0.06357 ± 0.00411 6.738 ± 0.608 % 90.314 ± 0.586 % [2026-06-11 16:02:35] 11 12.2843 ± 0.6602 0.07677 ± 0.00825 0.06332 ± 0.00382 6.815 ± 0.573 % 90.196 ± 0.562 % [2026-06-11 16:02:37] 12 12.4652 ± 0.6442 0.07937 ± 0.00803 0.06624 ± 0.00369 6.792 ± 0.534 % 90.000 ± 0.542 % [2026-06-11 16:02:39] 13 13.1968 ± 0.6653 0.07880 ± 0.00769 0.06598 ± 0.00351 6.793 ± 0.524 % 89.955 ± 0.522 % [2026-06-11 16:02:42] 14 12.5840 ± 0.6071 0.08092 ± 0.00749 0.07138 ± 0.00361 7.599 ± 0.510 % 89.720 ± 0.508 % [2026-06-11 16:02:44] 15 12.5084 ± 0.5823 0.08449 ± 0.00760 0.07521 ± 0.00397 8.029 ± 0.507 % 89.516 ± 0.495 % [2026-06-11 16:02:46] 16 12.7003 ± 0.5770 0.08945 ± 0.00760 0.07762 ± 0.00389 8.153 ± 0.487 % 89.093 ± 0.488 % [2026-06-11 16:02:49] 17 11.8415 ± 0.5168 0.09063 ± 0.00736 0.07918 ± 0.00383 8.605 ± 0.473 % 89.020 ± 0.475 % [2026-06-11 16:02:51] 18 11.8509 ± 0.5008 0.09217 ± 0.00733 0.08235 ± 0.00401 8.890 ± 0.469 % 88.867 ± 0.464 % [2026-06-11 16:02:53] 19 11.7241 ± 0.4836 0.09072 ± 0.00715 0.08365 ± 0.00396 8.919 ± 0.455 % 88.793 ± 0.453 % [2026-06-11 16:02:56] 20 11.7854 ± 0.4741 0.09284 ± 0.00703 0.08601 ± 0.00404 9.045 ± 0.441 % 88.843 ± 0.441 % [2026-06-11 16:02:58] 21 11.3809 ± 0.4444 0.09454 ± 0.00700 0.08851 ± 0.00413 9.323 ± 0.441 % 88.926 ± 0.429 % [2026-06-11 16:03:00] 22 11.2369 ± 0.4275 0.09465 ± 0.00688 0.08990 ± 0.00404 9.453 ± 0.429 % 88.681 ± 0.423 % [2026-06-11 16:03:02] 23 10.7954 ± 0.3990 0.09393 ± 0.00666 0.08796 ± 0.00387 9.355 ± 0.416 % 88.900 ± 0.410 % [2026-06-11 16:03:04] 24 10.2338 ± 0.3668 0.09146 ± 0.00645 0.08579 ± 0.00372 9.235 ± 0.404 % 89.118 ± 0.398 % [2026-06-11 16:03:07] 25 10.0496 ± 0.3518 0.09229 ± 0.00633 0.08574 ± 0.00360 9.296 ± 0.392 % 89.114 ± 0.390 % [2026-06-11 16:03:09] 26 9.7806 ± 0.3331 0.09280 ± 0.00617 0.08620 ± 0.00349 9.252 ± 0.380 % 89.035 ± 0.384 % [2026-06-11 16:03:11] 27 9.6112 ± 0.3199 0.09428 ± 0.00603 0.08621 ± 0.00338 9.247 ± 0.369 % 88.976 ± 0.377 % [2026-06-11 16:03:13] 28 9.4643 ± 0.3087 0.09152 ± 0.00590 0.08572 ± 0.00327 9.178 ± 0.359 % 89.062 ± 0.369 % [2026-06-11 16:03:15] 29 9.4072 ± 0.3010 0.09049 ± 0.00575 0.08491 ± 0.00319 9.116 ± 0.351 % 89.141 ± 0.362 % [2026-06-11 16:03:17] 30 9.3950 ± 0.2954 0.09230 ± 0.00568 0.08543 ± 0.00313 9.171 ± 0.344 % 89.176 ± 0.355 % [2026-06-11 16:03:20] 31 9.2929 ± 0.2865 0.09138 ± 0.00554 0.08488 ± 0.00303 9.068 ± 0.337 % 89.197 ± 0.349 % [2026-06-11 16:03:22] 32 9.3136 ± 0.2830 0.09359 ± 0.00553 0.08765 ± 0.00317 9.188 ± 0.333 % 89.118 ± 0.345 % [2026-06-11 16:03:24] 33 9.2543 ± 0.2767 0.09257 ± 0.00542 0.08730 ± 0.00308 9.163 ± 0.325 % 89.055 ± 0.340 % [2026-06-11 16:03:26] 34 9.3503 ± 0.2761 0.09360 ± 0.00535 0.08868 ± 0.00306 9.333 ± 0.323 % 88.904 ± 0.337 % [2026-06-11 16:03:28] 35 9.4714 ± 0.2756 0.09552 ± 0.00528 0.08976 ± 0.00302 9.358 ± 0.319 % 88.796 ± 0.334 % [2026-06-11 16:03:30] 36 9.6791 ± 0.2784 0.09627 ± 0.00522 0.08971 ± 0.00295 9.298 ± 0.313 % 88.824 ± 0.329 % [2026-06-11 16:03:33] 37 9.8099 ± 0.2782 0.09699 ± 0.00516 0.09030 ± 0.00291 9.341 ± 0.309 % 88.712 ± 0.326 % [2026-06-11 16:03:35] 38 9.8182 ± 0.2746 0.09605 ± 0.00509 0.09005 ± 0.00284 9.301 ± 0.303 % 88.669 ± 0.322 % [2026-06-11 16:03:37] 39 9.8046 ± 0.2706 0.09525 ± 0.00500 0.08933 ± 0.00277 9.245 ± 0.298 % 88.808 ± 0.316 % [2026-06-11 16:03:39] 40 9.8339 ± 0.2686 0.09443 ± 0.00493 0.08882 ± 0.00271 9.189 ± 0.293 % 88.765 ± 0.313 % [2026-06-11 16:03:41] 41 9.8697 ± 0.2668 0.09274 ± 0.00485 0.08823 ± 0.00265 9.126 ± 0.288 % 88.704 ± 0.310 % [2026-06-11 16:03:43] 42 9.9604 ± 0.2663 0.09362 ± 0.00479 0.08813 ± 0.00260 9.068 ± 0.284 % 88.693 ± 0.306 % [2026-06-11 16:03:46] 43 9.9938 ± 0.2648 0.09387 ± 0.00474 0.08825 ± 0.00256 9.101 ± 0.280 % 88.637 ± 0.303 % [2026-06-11 16:03:48] 44 9.9959 ± 0.2619 0.09290 ± 0.00466 0.08785 ± 0.00251 9.072 ± 0.276 % 88.663 ± 0.299 % [2026-06-11 16:03:50] 45 10.0952 ± 0.2622 0.09217 ± 0.00460 0.08769 ± 0.00247 9.042 ± 0.272 % 88.575 ± 0.297 % [2026-06-11 16:03:52] 46 10.0289 ± 0.2571 0.09105 ± 0.00454 0.08725 ± 0.00243 9.021 ± 0.268 % 88.653 ± 0.293 % [2026-06-11 16:03:54] 47 10.2280 ± 0.2607 0.09080 ± 0.00449 0.08733 ± 0.00239 8.990 ± 0.265 % 88.586 ± 0.290 % [2026-06-11 16:03:57] 48 10.3247 ± 0.2609 0.09118 ± 0.00443 0.08691 ± 0.00234 8.963 ± 0.262 % 88.611 ± 0.287 % [2026-06-11 16:03:59] 49 10.2162 ± 0.2548 0.09081 ± 0.00438 0.08655 ± 0.00230 8.940 ± 0.258 % 88.619 ± 0.284 % [2026-06-11 16:04:01] 50 10.2735 ± 0.2540 0.09054 ± 0.00433 0.08618 ± 0.00226 8.915 ± 0.254 % 88.627 ± 0.281 % [2026-06-11 16:04:01] [2026-06-11 16:04:01] ====== Perplexity statistics ====== [2026-06-11 16:04:01] Mean PPL(Q) : 10.273547 ± 0.253973 [2026-06-11 16:04:01] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:04:01] Cor(ln(PPL(Q)), ln(PPL(base))): 98.46% [2026-06-11 16:04:01] Mean ln(PPL(Q)/PPL(base)) : 0.090537 ± 0.004326 [2026-06-11 16:04:01] Mean PPL(Q)/PPL(base) : 1.094762 ± 0.004735 [2026-06-11 16:04:01] Mean PPL(Q)-PPL(base) : 0.889271 ± 0.049695 [2026-06-11 16:04:01] [2026-06-11 16:04:01] ====== KL divergence statistics ====== [2026-06-11 16:04:01] Mean KLD: 0.086183 ± 0.002263 [2026-06-11 16:04:01] Maximum KLD: 7.043885 [2026-06-11 16:04:01] 99.9% KLD: 3.395330 [2026-06-11 16:04:01] 99.0% KLD: 1.035309 [2026-06-11 16:04:01] 95.0% KLD: 0.270191 [2026-06-11 16:04:01] 90.0% KLD: 0.158944 [2026-06-11 16:04:01] Median KLD: 0.033648 [2026-06-11 16:04:01] 10.0% KLD: 0.002516 [2026-06-11 16:04:01] 5.0% KLD: 0.000854 [2026-06-11 16:04:01] 1.0% KLD: 0.000164 [2026-06-11 16:04:01] 0.1% KLD: 0.000024 [2026-06-11 16:04:01] Minimum KLD: -0.000001 [2026-06-11 16:04:01] [2026-06-11 16:04:01] ====== Token probability statistics ====== [2026-06-11 16:04:01] Mean Δp: -1.510 ± 0.078 % [2026-06-11 16:04:01] Maximum Δp: 85.859% [2026-06-11 16:04:01] 99.9% Δp: 41.798% [2026-06-11 16:04:01] 99.0% Δp: 14.816% [2026-06-11 16:04:01] 95.0% Δp: 5.916% [2026-06-11 16:04:01] 90.0% Δp: 3.226% [2026-06-11 16:04:01] 75.0% Δp: 0.519% [2026-06-11 16:04:01] Median Δp: -0.075% [2026-06-11 16:04:01] 25.0% Δp: -1.791% [2026-06-11 16:04:01] 10.0% Δp: -6.592% [2026-06-11 16:04:01] 5.0% Δp: -12.263% [2026-06-11 16:04:01] 1.0% Δp: -39.445% [2026-06-11 16:04:01] 0.1% Δp: -88.660% [2026-06-11 16:04:01] Minimum Δp: -99.025% [2026-06-11 16:04:01] RMS Δp : 8.915 ± 0.254 % [2026-06-11 16:04:01] Same top p: 88.627 ± 0.281 % [2026-06-11 16:04:01] [2026-06-11 16:04:02] ✅ Finished target model 65: 1 files evaluated [2026-06-11 16:04:03] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ2_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ2_XXS.gguf to free disk space [2026-06-11 16:04:03] ============================================================ [2026-06-11 16:04:03] TARGET MODEL 66/83: w-ahmad/test3 / MoQ-layers_24-27-IQ3_S/Qwen3.5_4B-MoQ-layers_24-27-IQ3_S.gguf [2026-06-11 16:04:03] ============================================================ [2026-06-11 16:04:32] [1/1] MoQ-layers_24-27-IQ3_S/Qwen3.5_4B-MoQ-layers_24-27-IQ3_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:04:33] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ3_S/Qwen3.5_4B-MoQ-layers_24-27-IQ3_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:04:34] 0.00.335.304 I common_init_result: fitting params to device memory ... [2026-06-11 16:04:34] 0.00.335.314 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:04:44] 0.10.531.010 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:04:44] 0.10.582.855 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:04:44] 0.10.890.786 I [2026-06-11 16:04:44] 0.10.891.001 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:04:44] 0.10.988.486 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:04:46] 0.13.158.561 I kl_divergence: 2.17 seconds per pass - ETA 1.80 minutes [2026-06-11 16:04:46] [2026-06-11 16:04:46] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:04:47] 1 6.1083 ± 1.0439 0.01864 ± 0.01013 0.01525 ± 0.00341 2.804 ± 0.464 % 96.863 ± 1.094 % [2026-06-11 16:04:49] 2 9.0692 ± 1.1894 0.02307 ± 0.00867 0.01415 ± 0.00190 2.636 ± 0.295 % 96.275 ± 0.839 % [2026-06-11 16:04:51] 3 9.2582 ± 0.9728 0.02462 ± 0.00703 0.01392 ± 0.00174 3.059 ± 0.482 % 95.817 ± 0.724 % [2026-06-11 16:04:53] 4 9.0789 ± 0.7945 0.02431 ± 0.00574 0.01258 ± 0.00132 2.829 ± 0.392 % 96.078 ± 0.608 % [2026-06-11 16:04:55] 5 9.1382 ± 0.7022 0.02291 ± 0.00499 0.01153 ± 0.00107 2.729 ± 0.332 % 95.922 ± 0.554 % [2026-06-11 16:04:57] 6 9.4163 ± 0.6529 0.01845 ± 0.00436 0.01130 ± 0.00091 2.760 ± 0.294 % 95.752 ± 0.516 % [2026-06-11 16:04:59] 7 9.7104 ± 0.6229 0.01479 ± 0.00393 0.01104 ± 0.00079 2.655 ± 0.263 % 95.966 ± 0.466 % [2026-06-11 16:05:02] 8 10.5706 ± 0.6528 0.01353 ± 0.00359 0.01080 ± 0.00070 2.540 ± 0.241 % 96.127 ± 0.427 % [2026-06-11 16:05:04] 9 11.2030 ± 0.6564 0.01391 ± 0.00339 0.01060 ± 0.00063 2.495 ± 0.221 % 95.904 ± 0.414 % [2026-06-11 16:05:06] 10 11.6442 ± 0.6496 0.01412 ± 0.00316 0.01025 ± 0.00057 2.439 ± 0.205 % 95.922 ± 0.392 % [2026-06-11 16:05:08] 11 11.5422 ± 0.6120 0.01445 ± 0.00300 0.01043 ± 0.00057 2.560 ± 0.227 % 95.829 ± 0.378 % [2026-06-11 16:05:10] 12 11.6924 ± 0.5960 0.01538 ± 0.00288 0.01112 ± 0.00059 2.626 ± 0.210 % 95.556 ± 0.373 % [2026-06-11 16:05:12] 13 12.3662 ± 0.6147 0.01380 ± 0.00277 0.01101 ± 0.00055 2.591 ± 0.197 % 95.445 ± 0.362 % [2026-06-11 16:05:15] 14 11.7715 ± 0.5606 0.01417 ± 0.00301 0.01236 ± 0.00107 2.943 ± 0.301 % 95.462 ± 0.348 % [2026-06-11 16:05:17] 15 11.6623 ± 0.5363 0.01445 ± 0.00297 0.01248 ± 0.00101 2.918 ± 0.284 % 95.477 ± 0.336 % [2026-06-11 16:05:19] 16 11.8025 ± 0.5296 0.01613 ± 0.00300 0.01355 ± 0.00111 3.244 ± 0.344 % 95.343 ± 0.330 % [2026-06-11 16:05:22] 17 10.9973 ± 0.4744 0.01667 ± 0.00288 0.01344 ± 0.00105 3.311 ± 0.322 % 95.363 ± 0.319 % [2026-06-11 16:05:24] 18 10.9906 ± 0.4592 0.01680 ± 0.00284 0.01398 ± 0.00102 3.431 ± 0.306 % 95.316 ± 0.312 % [2026-06-11 16:05:26] 19 10.9060 ± 0.4448 0.01839 ± 0.00296 0.01471 ± 0.00106 3.466 ± 0.293 % 95.294 ± 0.304 % [2026-06-11 16:05:28] 20 10.9391 ± 0.4353 0.01832 ± 0.00290 0.01507 ± 0.00105 3.680 ± 0.296 % 95.196 ± 0.299 % [2026-06-11 16:05:31] 21 10.5450 ± 0.4070 0.01825 ± 0.00282 0.01536 ± 0.00103 3.797 ± 0.292 % 95.126 ± 0.294 % [2026-06-11 16:05:33] 22 10.4029 ± 0.3914 0.01753 ± 0.00275 0.01554 ± 0.00100 3.867 ± 0.285 % 95.062 ± 0.289 % [2026-06-11 16:05:35] 23 10.0005 ± 0.3656 0.01745 ± 0.00266 0.01521 ± 0.00095 3.830 ± 0.276 % 95.175 ± 0.280 % [2026-06-11 16:05:38] 24 9.4960 ± 0.3365 0.01663 ± 0.00256 0.01484 ± 0.00091 3.774 ± 0.269 % 95.278 ± 0.271 % [2026-06-11 16:05:40] 25 9.3099 ± 0.3220 0.01584 ± 0.00250 0.01474 ± 0.00088 3.751 ± 0.260 % 95.373 ± 0.263 % [2026-06-11 16:05:42] 26 9.0480 ± 0.3042 0.01495 ± 0.00245 0.01476 ± 0.00085 3.727 ± 0.252 % 95.415 ± 0.257 % [2026-06-11 16:05:44] 27 8.8788 ± 0.2917 0.01502 ± 0.00240 0.01473 ± 0.00082 3.724 ± 0.243 % 95.410 ± 0.252 % [2026-06-11 16:05:46] 28 8.7678 ± 0.2823 0.01507 ± 0.00235 0.01465 ± 0.00079 3.717 ± 0.236 % 95.420 ± 0.247 % [2026-06-11 16:05:49] 29 8.7257 ± 0.2758 0.01529 ± 0.00233 0.01446 ± 0.00076 3.681 ± 0.230 % 95.510 ± 0.241 % [2026-06-11 16:05:51] 30 8.7049 ± 0.2702 0.01602 ± 0.00235 0.01509 ± 0.00091 3.887 ± 0.265 % 95.556 ± 0.236 % [2026-06-11 16:05:53] 31 8.6214 ± 0.2624 0.01638 ± 0.00230 0.01501 ± 0.00088 3.843 ± 0.260 % 95.534 ± 0.232 % [2026-06-11 16:05:55] 32 8.6255 ± 0.2586 0.01684 ± 0.00229 0.01526 ± 0.00087 3.890 ± 0.255 % 95.502 ± 0.229 % [2026-06-11 16:05:57] 33 8.5748 ± 0.2528 0.01631 ± 0.00224 0.01516 ± 0.00084 3.858 ± 0.250 % 95.532 ± 0.225 % [2026-06-11 16:05:59] 34 8.6583 ± 0.2522 0.01671 ± 0.00222 0.01527 ± 0.00082 3.864 ± 0.243 % 95.513 ± 0.222 % [2026-06-11 16:06:02] 35 8.7586 ± 0.2515 0.01729 ± 0.00222 0.01551 ± 0.00081 3.871 ± 0.237 % 95.473 ± 0.220 % [2026-06-11 16:06:04] 36 8.9373 ± 0.2534 0.01654 ± 0.00219 0.01546 ± 0.00079 3.845 ± 0.232 % 95.458 ± 0.217 % [2026-06-11 16:06:06] 37 9.0535 ± 0.2530 0.01676 ± 0.00218 0.01575 ± 0.00080 3.925 ± 0.240 % 95.411 ± 0.215 % [2026-06-11 16:06:08] 38 9.0673 ± 0.2499 0.01649 ± 0.00214 0.01567 ± 0.00078 3.904 ± 0.235 % 95.397 ± 0.213 % [2026-06-11 16:06:10] 39 9.0570 ± 0.2465 0.01594 ± 0.00211 0.01557 ± 0.00076 3.876 ± 0.231 % 95.415 ± 0.210 % [2026-06-11 16:06:12] 40 9.0979 ± 0.2452 0.01663 ± 0.00211 0.01549 ± 0.00075 3.848 ± 0.227 % 95.402 ± 0.207 % [2026-06-11 16:06:15] 41 9.1438 ± 0.2439 0.01634 ± 0.00208 0.01546 ± 0.00073 3.836 ± 0.222 % 95.332 ± 0.206 % [2026-06-11 16:06:17] 42 9.2193 ± 0.2432 0.01630 ± 0.00204 0.01539 ± 0.00071 3.807 ± 0.218 % 95.303 ± 0.204 % [2026-06-11 16:06:19] 43 9.2452 ± 0.2416 0.01601 ± 0.00201 0.01533 ± 0.00070 3.789 ± 0.214 % 95.276 ± 0.203 % [2026-06-11 16:06:21] 44 9.2490 ± 0.2390 0.01523 ± 0.00198 0.01526 ± 0.00068 3.771 ± 0.211 % 95.258 ± 0.201 % [2026-06-11 16:06:23] 45 9.3432 ± 0.2394 0.01476 ± 0.00195 0.01520 ± 0.00067 3.744 ± 0.207 % 95.242 ± 0.199 % [2026-06-11 16:06:25] 46 9.2906 ± 0.2350 0.01458 ± 0.00193 0.01521 ± 0.00066 3.764 ± 0.204 % 95.260 ± 0.196 % [2026-06-11 16:06:28] 47 9.4761 ± 0.2383 0.01444 ± 0.00191 0.01516 ± 0.00064 3.734 ± 0.201 % 95.277 ± 0.194 % [2026-06-11 16:06:30] 48 9.5657 ± 0.2385 0.01483 ± 0.00189 0.01508 ± 0.00063 3.721 ± 0.198 % 95.286 ± 0.192 % [2026-06-11 16:06:32] 49 9.4660 ± 0.2329 0.01454 ± 0.00186 0.01497 ± 0.00062 3.695 ± 0.195 % 95.294 ± 0.189 % [2026-06-11 16:06:34] 50 9.5208 ± 0.2322 0.01445 ± 0.00184 0.01489 ± 0.00061 3.682 ± 0.192 % 95.302 ± 0.187 % [2026-06-11 16:06:34] [2026-06-11 16:06:34] ====== Perplexity statistics ====== [2026-06-11 16:06:34] Mean PPL(Q) : 9.520819 ± 0.232185 [2026-06-11 16:06:34] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:06:34] Cor(ln(PPL(Q)), ln(PPL(base))): 99.72% [2026-06-11 16:06:34] Mean ln(PPL(Q)/PPL(base)) : 0.014445 ± 0.001839 [2026-06-11 16:06:34] Mean PPL(Q)/PPL(base) : 1.014550 ± 0.001866 [2026-06-11 16:06:34] Mean PPL(Q)-PPL(base) : 0.136542 ± 0.017897 [2026-06-11 16:06:34] [2026-06-11 16:06:34] ====== KL divergence statistics ====== [2026-06-11 16:06:34] Mean KLD: 0.014892 ± 0.000607 [2026-06-11 16:06:34] Maximum KLD: 3.931668 [2026-06-11 16:06:34] 99.9% KLD: 0.793273 [2026-06-11 16:06:34] 99.0% KLD: 0.145629 [2026-06-11 16:06:34] 95.0% KLD: 0.044230 [2026-06-11 16:06:34] 90.0% KLD: 0.026224 [2026-06-11 16:06:34] Median KLD: 0.005971 [2026-06-11 16:06:34] 10.0% KLD: 0.000400 [2026-06-11 16:06:34] 5.0% KLD: 0.000144 [2026-06-11 16:06:34] 1.0% KLD: 0.000024 [2026-06-11 16:06:34] 0.1% KLD: 0.000004 [2026-06-11 16:06:34] Minimum KLD: -0.000038 [2026-06-11 16:06:34] [2026-06-11 16:06:34] ====== Token probability statistics ====== [2026-06-11 16:06:34] Mean Δp: -0.253 ± 0.033 % [2026-06-11 16:06:34] Maximum Δp: 61.835% [2026-06-11 16:06:34] 99.9% Δp: 20.800% [2026-06-11 16:06:34] 99.0% Δp: 7.662% [2026-06-11 16:06:34] 95.0% Δp: 3.201% [2026-06-11 16:06:34] 90.0% Δp: 1.926% [2026-06-11 16:06:34] 75.0% Δp: 0.336% [2026-06-11 16:06:34] Median Δp: -0.009% [2026-06-11 16:06:34] 25.0% Δp: -0.588% [2026-06-11 16:06:34] 10.0% Δp: -2.374% [2026-06-11 16:06:34] 5.0% Δp: -4.071% [2026-06-11 16:06:34] 1.0% Δp: -11.086% [2026-06-11 16:06:34] 0.1% Δp: -38.695% [2026-06-11 16:06:34] Minimum Δp: -93.363% [2026-06-11 16:06:34] RMS Δp : 3.682 ± 0.192 % [2026-06-11 16:06:34] Same top p: 95.302 ± 0.187 % [2026-06-11 16:06:34] [2026-06-11 16:06:35] ✅ Finished target model 66: 1 files evaluated [2026-06-11 16:06:36] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ3_S/Qwen3.5_4B-MoQ-layers_24-27-IQ3_S.gguf to free disk space [2026-06-11 16:06:36] ============================================================ [2026-06-11 16:06:36] TARGET MODEL 67/83: w-ahmad/test3 / MoQ-layers_24-27-IQ3_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ3_XXS.gguf [2026-06-11 16:06:36] ============================================================ [2026-06-11 16:06:58] [1/1] MoQ-layers_24-27-IQ3_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ3_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:06:59] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ3_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ3_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:06:59] 0.00.321.949 I common_init_result: fitting params to device memory ... [2026-06-11 16:06:59] 0.00.321.960 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:07:10] 0.10.440.018 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:07:10] 0.10.488.223 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:07:10] 0.10.782.578 I [2026-06-11 16:07:10] 0.10.782.723 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:07:10] 0.10.879.764 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:07:12] 0.13.104.437 I kl_divergence: 2.22 seconds per pass - ETA 1.85 minutes [2026-06-11 16:07:12] [2026-06-11 16:07:12] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:07:13] 1 6.2813 ± 1.0845 0.04657 ± 0.01957 0.03026 ± 0.00746 6.583 ± 1.694 % 95.686 ± 1.275 % [2026-06-11 16:07:15] 2 9.1870 ± 1.2030 0.03597 ± 0.01269 0.03000 ± 0.00532 6.274 ± 1.205 % 95.098 ± 0.957 % [2026-06-11 16:07:17] 3 9.2880 ± 0.9776 0.02784 ± 0.00916 0.02638 ± 0.00361 5.590 ± 0.912 % 94.641 ± 0.815 % [2026-06-11 16:07:19] 4 9.0714 ± 0.7942 0.02349 ± 0.00727 0.02318 ± 0.00273 5.022 ± 0.763 % 94.706 ± 0.701 % [2026-06-11 16:07:21] 5 9.1094 ± 0.6999 0.01976 ± 0.00614 0.02082 ± 0.00222 4.721 ± 0.663 % 94.588 ± 0.634 % [2026-06-11 16:07:23] 6 9.4342 ± 0.6542 0.02035 ± 0.00541 0.02024 ± 0.00196 4.712 ± 0.590 % 94.706 ± 0.573 % [2026-06-11 16:07:25] 7 9.7441 ± 0.6241 0.01825 ± 0.00499 0.01933 ± 0.00170 4.443 ± 0.536 % 94.342 ± 0.547 % [2026-06-11 16:07:28] 8 10.5761 ± 0.6512 0.01405 ± 0.00458 0.01855 ± 0.00149 4.229 ± 0.493 % 94.510 ± 0.504 % [2026-06-11 16:07:30] 9 11.2173 ± 0.6564 0.01519 ± 0.00429 0.01803 ± 0.00134 4.088 ± 0.455 % 94.641 ± 0.470 % [2026-06-11 16:07:32] 10 11.6501 ± 0.6489 0.01463 ± 0.00397 0.01732 ± 0.00121 3.919 ± 0.427 % 94.353 ± 0.457 % [2026-06-11 16:07:34] 11 11.5285 ± 0.6100 0.01327 ± 0.00378 0.01740 ± 0.00121 4.051 ± 0.452 % 94.474 ± 0.431 % [2026-06-11 16:07:36] 12 11.7310 ± 0.5970 0.01867 ± 0.00388 0.01895 ± 0.00127 4.152 ± 0.420 % 94.248 ± 0.421 % [2026-06-11 16:07:39] 13 12.4251 ± 0.6174 0.01854 ± 0.00371 0.01877 ± 0.00119 4.148 ± 0.400 % 94.329 ± 0.402 % [2026-06-11 16:07:41] 14 11.8557 ± 0.5647 0.02130 ± 0.00362 0.01955 ± 0.00115 4.341 ± 0.367 % 94.258 ± 0.389 % [2026-06-11 16:07:43] 15 11.7513 ± 0.5404 0.02205 ± 0.00358 0.02060 ± 0.00124 4.594 ± 0.389 % 94.275 ± 0.376 % [2026-06-11 16:07:46] 16 11.9073 ± 0.5344 0.02497 ± 0.00363 0.02138 ± 0.00123 4.630 ± 0.368 % 94.142 ± 0.368 % [2026-06-11 16:07:48] 17 11.0822 ± 0.4780 0.02436 ± 0.00348 0.02136 ± 0.00118 4.746 ± 0.351 % 94.210 ± 0.355 % [2026-06-11 16:07:50] 18 11.0841 ± 0.4632 0.02527 ± 0.00345 0.02189 ± 0.00120 4.790 ± 0.339 % 94.205 ± 0.345 % [2026-06-11 16:07:52] 19 10.9822 ± 0.4480 0.02535 ± 0.00355 0.02277 ± 0.00129 4.831 ± 0.332 % 94.159 ± 0.337 % [2026-06-11 16:07:55] 20 11.0196 ± 0.4385 0.02566 ± 0.00350 0.02345 ± 0.00132 5.002 ± 0.337 % 94.176 ± 0.328 % [2026-06-11 16:07:57] 21 10.6275 ± 0.4101 0.02604 ± 0.00343 0.02408 ± 0.00131 5.220 ± 0.338 % 94.192 ± 0.320 % [2026-06-11 16:07:59] 22 10.4938 ± 0.3947 0.02623 ± 0.00335 0.02478 ± 0.00131 5.266 ± 0.327 % 94.064 ± 0.316 % [2026-06-11 16:08:01] 23 10.0833 ± 0.3684 0.02570 ± 0.00323 0.02420 ± 0.00125 5.194 ± 0.317 % 94.203 ± 0.305 % [2026-06-11 16:08:04] 24 9.5769 ± 0.3392 0.02512 ± 0.00312 0.02357 ± 0.00120 5.121 ± 0.308 % 94.265 ± 0.297 % [2026-06-11 16:08:06] 25 9.3971 ± 0.3249 0.02515 ± 0.00305 0.02353 ± 0.00116 5.070 ± 0.299 % 94.275 ± 0.291 % [2026-06-11 16:08:08] 26 9.1327 ± 0.3070 0.02426 ± 0.00300 0.02370 ± 0.00113 5.024 ± 0.291 % 94.238 ± 0.286 % [2026-06-11 16:08:10] 27 8.9593 ± 0.2943 0.02405 ± 0.00294 0.02365 ± 0.00109 5.015 ± 0.281 % 94.219 ± 0.281 % [2026-06-11 16:08:12] 28 8.8489 ± 0.2849 0.02428 ± 0.00288 0.02357 ± 0.00105 4.986 ± 0.274 % 94.314 ± 0.274 % [2026-06-11 16:08:15] 29 8.8077 ± 0.2782 0.02464 ± 0.00282 0.02340 ± 0.00102 4.988 ± 0.268 % 94.456 ± 0.266 % [2026-06-11 16:08:17] 30 8.7958 ± 0.2729 0.02640 ± 0.00284 0.02412 ± 0.00106 5.195 ± 0.274 % 94.471 ± 0.261 % [2026-06-11 16:08:19] 31 8.7031 ± 0.2646 0.02582 ± 0.00277 0.02393 ± 0.00103 5.135 ± 0.268 % 94.472 ± 0.257 % [2026-06-11 16:08:21] 32 8.6998 ± 0.2604 0.02542 ± 0.00278 0.02443 ± 0.00103 5.151 ± 0.262 % 94.375 ± 0.255 % [2026-06-11 16:08:23] 33 8.6495 ± 0.2546 0.02498 ± 0.00273 0.02433 ± 0.00101 5.147 ± 0.257 % 94.308 ± 0.253 % [2026-06-11 16:08:25] 34 8.7307 ± 0.2539 0.02504 ± 0.00268 0.02427 ± 0.00098 5.103 ± 0.251 % 94.279 ± 0.249 % [2026-06-11 16:08:28] 35 8.8377 ± 0.2534 0.02628 ± 0.00268 0.02466 ± 0.00098 5.102 ± 0.246 % 94.162 ± 0.248 % [2026-06-11 16:08:30] 36 9.0295 ± 0.2557 0.02680 ± 0.00264 0.02461 ± 0.00096 5.055 ± 0.242 % 94.139 ± 0.245 % [2026-06-11 16:08:32] 37 9.1531 ± 0.2557 0.02770 ± 0.00266 0.02497 ± 0.00098 5.096 ± 0.244 % 94.139 ± 0.242 % [2026-06-11 16:08:34] 38 9.1651 ± 0.2526 0.02722 ± 0.00261 0.02477 ± 0.00095 5.044 ± 0.240 % 94.097 ± 0.239 % [2026-06-11 16:08:36] 39 9.1586 ± 0.2492 0.02709 ± 0.00257 0.02455 ± 0.00093 5.003 ± 0.236 % 94.077 ± 0.237 % [2026-06-11 16:08:38] 40 9.1948 ± 0.2478 0.02723 ± 0.00256 0.02442 ± 0.00091 4.964 ± 0.232 % 93.990 ± 0.235 % [2026-06-11 16:08:40] 41 9.2397 ± 0.2463 0.02677 ± 0.00252 0.02433 ± 0.00089 4.934 ± 0.228 % 93.945 ± 0.233 % [2026-06-11 16:08:43] 42 9.3192 ± 0.2457 0.02708 ± 0.00248 0.02431 ± 0.00087 4.935 ± 0.227 % 93.931 ± 0.231 % [2026-06-11 16:08:45] 43 9.3499 ± 0.2443 0.02728 ± 0.00246 0.02449 ± 0.00090 4.980 ± 0.232 % 93.926 ± 0.228 % [2026-06-11 16:08:47] 44 9.3551 ± 0.2417 0.02663 ± 0.00242 0.02434 ± 0.00088 4.944 ± 0.228 % 93.939 ± 0.225 % [2026-06-11 16:08:49] 45 9.4563 ± 0.2423 0.02679 ± 0.00239 0.02429 ± 0.00086 4.919 ± 0.224 % 93.874 ± 0.224 % [2026-06-11 16:08:51] 46 9.4011 ± 0.2378 0.02641 ± 0.00237 0.02427 ± 0.00085 4.934 ± 0.220 % 93.870 ± 0.221 % [2026-06-11 16:08:54] 47 9.5864 ± 0.2410 0.02601 ± 0.00234 0.02418 ± 0.00083 4.902 ± 0.217 % 93.859 ± 0.219 % [2026-06-11 16:08:56] 48 9.6722 ± 0.2411 0.02591 ± 0.00231 0.02400 ± 0.00081 4.868 ± 0.214 % 93.889 ± 0.217 % [2026-06-11 16:08:58] 49 9.5741 ± 0.2355 0.02590 ± 0.00228 0.02390 ± 0.00080 4.846 ± 0.211 % 93.886 ± 0.214 % [2026-06-11 16:09:00] 50 9.6273 ± 0.2347 0.02556 ± 0.00225 0.02376 ± 0.00079 4.822 ± 0.208 % 93.890 ± 0.212 % [2026-06-11 16:09:00] [2026-06-11 16:09:00] ====== Perplexity statistics ====== [2026-06-11 16:09:00] Mean PPL(Q) : 9.627276 ± 0.234704 [2026-06-11 16:09:00] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:09:00] Cor(ln(PPL(Q)), ln(PPL(base))): 99.57% [2026-06-11 16:09:00] Mean ln(PPL(Q)/PPL(base)) : 0.025565 ± 0.002246 [2026-06-11 16:09:00] Mean PPL(Q)/PPL(base) : 1.025894 ± 0.002304 [2026-06-11 16:09:00] Mean PPL(Q)-PPL(base) : 0.242999 ± 0.022416 [2026-06-11 16:09:00] [2026-06-11 16:09:00] ====== KL divergence statistics ====== [2026-06-11 16:09:00] Mean KLD: 0.023762 ± 0.000785 [2026-06-11 16:09:00] Maximum KLD: 2.912810 [2026-06-11 16:09:00] 99.9% KLD: 1.420942 [2026-06-11 16:09:00] 99.0% KLD: 0.274260 [2026-06-11 16:09:00] 95.0% KLD: 0.069511 [2026-06-11 16:09:00] 90.0% KLD: 0.040645 [2026-06-11 16:09:00] Median KLD: 0.008770 [2026-06-11 16:09:00] 10.0% KLD: 0.000621 [2026-06-11 16:09:00] 5.0% KLD: 0.000227 [2026-06-11 16:09:00] 1.0% KLD: 0.000041 [2026-06-11 16:09:00] 0.1% KLD: 0.000006 [2026-06-11 16:09:00] Minimum KLD: -0.000018 [2026-06-11 16:09:00] [2026-06-11 16:09:00] ====== Token probability statistics ====== [2026-06-11 16:09:00] Mean Δp: -0.462 ± 0.043 % [2026-06-11 16:09:00] Maximum Δp: 76.164% [2026-06-11 16:09:00] 99.9% Δp: 21.210% [2026-06-11 16:09:00] 99.0% Δp: 8.556% [2026-06-11 16:09:00] 95.0% Δp: 3.594% [2026-06-11 16:09:00] 90.0% Δp: 2.175% [2026-06-11 16:09:00] 75.0% Δp: 0.408% [2026-06-11 16:09:00] Median Δp: -0.007% [2026-06-11 16:09:00] 25.0% Δp: -0.660% [2026-06-11 16:09:00] 10.0% Δp: -2.848% [2026-06-11 16:09:00] 5.0% Δp: -5.196% [2026-06-11 16:09:00] 1.0% Δp: -16.642% [2026-06-11 16:09:00] 0.1% Δp: -60.428% [2026-06-11 16:09:00] Minimum Δp: -89.340% [2026-06-11 16:09:00] RMS Δp : 4.822 ± 0.208 % [2026-06-11 16:09:00] Same top p: 93.890 ± 0.212 % [2026-06-11 16:09:00] [2026-06-11 16:09:01] ✅ Finished target model 67: 1 files evaluated [2026-06-11 16:09:02] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ3_XXS/Qwen3.5_4B-MoQ-layers_24-27-IQ3_XXS.gguf to free disk space [2026-06-11 16:09:02] ============================================================ [2026-06-11 16:09:02] TARGET MODEL 68/83: w-ahmad/test3 / MoQ-layers_24-27-IQ4_NL/Qwen3.5_4B-MoQ-layers_24-27-IQ4_NL.gguf [2026-06-11 16:09:02] ============================================================ [2026-06-11 16:09:26] [1/1] MoQ-layers_24-27-IQ4_NL/Qwen3.5_4B-MoQ-layers_24-27-IQ4_NL.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:09:27] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ4_NL/Qwen3.5_4B-MoQ-layers_24-27-IQ4_NL.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:09:28] 0.00.326.442 I common_init_result: fitting params to device memory ... [2026-06-11 16:09:28] 0.00.326.453 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:09:42] 0.14.720.654 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:09:42] 0.14.774.876 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:09:43] 0.15.077.416 I [2026-06-11 16:09:43] 0.15.077.564 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:09:43] 0.15.173.957 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:09:45] 0.17.335.890 I kl_divergence: 2.16 seconds per pass - ETA 1.80 minutes [2026-06-11 16:09:45] [2026-06-11 16:09:45] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:09:45] 1 6.0452 ± 1.0296 0.00826 ± 0.00558 0.00420 ± 0.00081 1.656 ± 0.167 % 98.039 ± 0.870 % [2026-06-11 16:09:47] 2 8.9396 ± 1.1647 0.00868 ± 0.00426 0.00424 ± 0.00051 1.599 ± 0.195 % 96.863 ± 0.773 % [2026-06-11 16:09:49] 3 9.0864 ± 0.9513 0.00589 ± 0.00344 0.00398 ± 0.00035 1.606 ± 0.150 % 97.386 ± 0.577 % [2026-06-11 16:09:52] 4 8.9309 ± 0.7780 0.00787 ± 0.00293 0.00392 ± 0.00039 1.609 ± 0.147 % 96.961 ± 0.538 % [2026-06-11 16:09:54] 5 8.9830 ± 0.6865 0.00579 ± 0.00255 0.00369 ± 0.00031 1.532 ± 0.124 % 96.941 ± 0.482 % [2026-06-11 16:09:56] 6 9.2894 ± 0.6414 0.00487 ± 0.00223 0.00364 ± 0.00027 1.524 ± 0.108 % 96.732 ± 0.455 % [2026-06-11 16:09:58] 7 9.6201 ± 0.6151 0.00544 ± 0.00205 0.00358 ± 0.00023 1.515 ± 0.097 % 96.807 ± 0.416 % [2026-06-11 16:10:00] 8 10.4835 ± 0.6457 0.00525 ± 0.00189 0.00351 ± 0.00021 1.481 ± 0.087 % 96.765 ± 0.392 % [2026-06-11 16:10:02] 9 11.0989 ± 0.6488 0.00458 ± 0.00177 0.00342 ± 0.00018 1.435 ± 0.080 % 96.688 ± 0.374 % [2026-06-11 16:10:04] 10 11.5356 ± 0.6417 0.00475 ± 0.00167 0.00332 ± 0.00017 1.411 ± 0.074 % 96.784 ± 0.349 % [2026-06-11 16:10:07] 11 11.4196 ± 0.6035 0.00377 ± 0.00158 0.00331 ± 0.00016 1.404 ± 0.070 % 96.827 ± 0.331 % [2026-06-11 16:10:09] 12 11.5631 ± 0.5871 0.00426 ± 0.00153 0.00341 ± 0.00015 1.411 ± 0.065 % 96.895 ± 0.314 % [2026-06-11 16:10:11] 13 12.2458 ± 0.6073 0.00401 ± 0.00151 0.00341 ± 0.00014 1.417 ± 0.065 % 96.923 ± 0.300 % [2026-06-11 16:10:13] 14 11.6612 ± 0.5545 0.00476 ± 0.00152 0.00357 ± 0.00014 1.501 ± 0.068 % 97.031 ± 0.284 % [2026-06-11 16:10:16] 15 11.5411 ± 0.5295 0.00400 ± 0.00149 0.00369 ± 0.00015 1.543 ± 0.082 % 97.072 ± 0.273 % [2026-06-11 16:10:18] 16 11.6609 ± 0.5222 0.00406 ± 0.00147 0.00391 ± 0.00016 1.606 ± 0.086 % 97.059 ± 0.265 % [2026-06-11 16:10:20] 17 10.8576 ± 0.4674 0.00389 ± 0.00141 0.00386 ± 0.00016 1.595 ± 0.081 % 97.093 ± 0.255 % [2026-06-11 16:10:22] 18 10.8470 ± 0.4522 0.00365 ± 0.00139 0.00405 ± 0.00016 1.659 ± 0.083 % 97.037 ± 0.250 % [2026-06-11 16:10:25] 19 10.7662 ± 0.4382 0.00548 ± 0.00171 0.00448 ± 0.00037 1.744 ± 0.098 % 97.090 ± 0.242 % [2026-06-11 16:10:27] 20 10.8035 ± 0.4287 0.00585 ± 0.00169 0.00458 ± 0.00036 1.849 ± 0.118 % 97.059 ± 0.237 % [2026-06-11 16:10:29] 21 10.4157 ± 0.4010 0.00591 ± 0.00164 0.00458 ± 0.00034 1.864 ± 0.112 % 97.049 ± 0.231 % [2026-06-11 16:10:32] 22 10.2853 ± 0.3860 0.00616 ± 0.00159 0.00461 ± 0.00033 1.866 ± 0.108 % 97.094 ± 0.224 % [2026-06-11 16:10:34] 23 9.8825 ± 0.3602 0.00558 ± 0.00154 0.00452 ± 0.00031 1.850 ± 0.104 % 97.153 ± 0.217 % [2026-06-11 16:10:36] 24 9.3902 ± 0.3318 0.00543 ± 0.00149 0.00443 ± 0.00030 1.829 ± 0.101 % 97.190 ± 0.211 % [2026-06-11 16:10:38] 25 9.2105 ± 0.3176 0.00510 ± 0.00146 0.00446 ± 0.00029 1.854 ± 0.098 % 97.176 ± 0.207 % [2026-06-11 16:10:41] 26 8.9502 ± 0.3000 0.00407 ± 0.00144 0.00448 ± 0.00028 1.848 ± 0.094 % 97.210 ± 0.202 % [2026-06-11 16:10:43] 27 8.7819 ± 0.2876 0.00405 ± 0.00141 0.00447 ± 0.00027 1.862 ± 0.091 % 97.240 ± 0.197 % [2026-06-11 16:10:45] 28 8.6713 ± 0.2783 0.00401 ± 0.00137 0.00445 ± 0.00026 1.855 ± 0.088 % 97.269 ± 0.193 % [2026-06-11 16:10:47] 29 8.6312 ± 0.2720 0.00441 ± 0.00138 0.00441 ± 0.00025 1.844 ± 0.086 % 97.295 ± 0.189 % [2026-06-11 16:10:49] 30 8.6057 ± 0.2663 0.00455 ± 0.00134 0.00444 ± 0.00025 1.851 ± 0.083 % 97.346 ± 0.184 % [2026-06-11 16:10:52] 31 8.5209 ± 0.2585 0.00465 ± 0.00132 0.00443 ± 0.00024 1.843 ± 0.081 % 97.369 ± 0.180 % [2026-06-11 16:10:54] 32 8.5209 ± 0.2545 0.00464 ± 0.00130 0.00454 ± 0.00024 1.864 ± 0.079 % 97.377 ± 0.177 % [2026-06-11 16:10:56] 33 8.4750 ± 0.2490 0.00460 ± 0.00127 0.00452 ± 0.00023 1.858 ± 0.077 % 97.374 ± 0.174 % [2026-06-11 16:10:58] 34 8.5535 ± 0.2482 0.00454 ± 0.00125 0.00455 ± 0.00023 1.884 ± 0.082 % 97.428 ± 0.170 % [2026-06-11 16:11:00] 35 8.6501 ± 0.2473 0.00482 ± 0.00124 0.00461 ± 0.00023 1.919 ± 0.084 % 97.378 ± 0.169 % [2026-06-11 16:11:02] 36 8.8341 ± 0.2495 0.00493 ± 0.00122 0.00461 ± 0.00022 1.904 ± 0.082 % 97.364 ± 0.167 % [2026-06-11 16:11:05] 37 8.9481 ± 0.2491 0.00504 ± 0.00120 0.00472 ± 0.00023 1.980 ± 0.101 % 97.340 ± 0.166 % [2026-06-11 16:11:07] 38 8.9645 ± 0.2462 0.00509 ± 0.00119 0.00469 ± 0.00022 1.969 ± 0.099 % 97.317 ± 0.164 % [2026-06-11 16:11:09] 39 8.9580 ± 0.2430 0.00495 ± 0.00117 0.00467 ± 0.00021 1.960 ± 0.097 % 97.315 ± 0.162 % [2026-06-11 16:11:11] 40 8.9963 ± 0.2417 0.00540 ± 0.00120 0.00468 ± 0.00021 1.956 ± 0.095 % 97.284 ± 0.161 % [2026-06-11 16:11:13] 41 9.0433 ± 0.2404 0.00530 ± 0.00118 0.00466 ± 0.00021 1.944 ± 0.094 % 97.303 ± 0.158 % [2026-06-11 16:11:15] 42 9.1170 ± 0.2396 0.00514 ± 0.00116 0.00465 ± 0.00020 1.933 ± 0.092 % 97.320 ± 0.156 % [2026-06-11 16:11:17] 43 9.1441 ± 0.2381 0.00503 ± 0.00114 0.00464 ± 0.00020 1.927 ± 0.090 % 97.337 ± 0.154 % [2026-06-11 16:11:20] 44 9.1548 ± 0.2358 0.00500 ± 0.00112 0.00462 ± 0.00019 1.921 ± 0.089 % 97.362 ± 0.151 % [2026-06-11 16:11:22] 45 9.2521 ± 0.2364 0.00496 ± 0.00111 0.00462 ± 0.00019 1.920 ± 0.087 % 97.290 ± 0.152 % [2026-06-11 16:11:24] 46 9.2016 ± 0.2320 0.00496 ± 0.00109 0.00460 ± 0.00019 1.924 ± 0.086 % 97.332 ± 0.149 % [2026-06-11 16:11:26] 47 9.3858 ± 0.2353 0.00486 ± 0.00108 0.00459 ± 0.00018 1.912 ± 0.085 % 97.313 ± 0.148 % [2026-06-11 16:11:28] 48 9.4710 ± 0.2354 0.00488 ± 0.00107 0.00458 ± 0.00018 1.903 ± 0.083 % 97.337 ± 0.146 % [2026-06-11 16:11:30] 49 9.3761 ± 0.2300 0.00500 ± 0.00106 0.00455 ± 0.00017 1.902 ± 0.082 % 97.327 ± 0.144 % [2026-06-11 16:11:33] 50 9.4326 ± 0.2294 0.00514 ± 0.00104 0.00453 ± 0.00017 1.891 ± 0.081 % 97.341 ± 0.142 % [2026-06-11 16:11:33] [2026-06-11 16:11:33] ====== Perplexity statistics ====== [2026-06-11 16:11:33] Mean PPL(Q) : 9.432598 ± 0.229377 [2026-06-11 16:11:33] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:11:33] Cor(ln(PPL(Q)), ln(PPL(base))): 99.91% [2026-06-11 16:11:33] Mean ln(PPL(Q)/PPL(base)) : 0.005136 ± 0.001045 [2026-06-11 16:11:33] Mean PPL(Q)/PPL(base) : 1.005149 ± 0.001050 [2026-06-11 16:11:33] Mean PPL(Q)-PPL(base) : 0.048321 ± 0.009948 [2026-06-11 16:11:33] [2026-06-11 16:11:33] ====== KL divergence statistics ====== [2026-06-11 16:11:33] Mean KLD: 0.004532 ± 0.000171 [2026-06-11 16:11:33] Maximum KLD: 1.554507 [2026-06-11 16:11:33] 99.9% KLD: 0.193854 [2026-06-11 16:11:33] 99.0% KLD: 0.044931 [2026-06-11 16:11:33] 95.0% KLD: 0.012808 [2026-06-11 16:11:33] 90.0% KLD: 0.007956 [2026-06-11 16:11:33] Median KLD: 0.002244 [2026-06-11 16:11:33] 10.0% KLD: 0.000123 [2026-06-11 16:11:33] 5.0% KLD: 0.000040 [2026-06-11 16:11:33] 1.0% KLD: 0.000005 [2026-06-11 16:11:33] 0.1% KLD: -0.000008 [2026-06-11 16:11:33] Minimum KLD: -0.000102 [2026-06-11 16:11:33] [2026-06-11 16:11:33] ====== Token probability statistics ====== [2026-06-11 16:11:33] Mean Δp: -0.064 ± 0.017 % [2026-06-11 16:11:33] Maximum Δp: 23.271% [2026-06-11 16:11:33] 99.9% Δp: 11.023% [2026-06-11 16:11:33] 99.0% Δp: 4.783% [2026-06-11 16:11:33] 95.0% Δp: 2.253% [2026-06-11 16:11:33] 90.0% Δp: 1.294% [2026-06-11 16:11:33] 75.0% Δp: 0.241% [2026-06-11 16:11:33] Median Δp: -0.000% [2026-06-11 16:11:33] 25.0% Δp: -0.271% [2026-06-11 16:11:33] 10.0% Δp: -1.414% [2026-06-11 16:11:33] 5.0% Δp: -2.488% [2026-06-11 16:11:33] 1.0% Δp: -5.443% [2026-06-11 16:11:33] 0.1% Δp: -17.654% [2026-06-11 16:11:33] Minimum Δp: -48.728% [2026-06-11 16:11:33] RMS Δp : 1.891 ± 0.081 % [2026-06-11 16:11:33] Same top p: 97.341 ± 0.142 % [2026-06-11 16:11:33] [2026-06-11 16:11:33] ✅ Finished target model 68: 1 files evaluated [2026-06-11 16:11:34] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ4_NL/Qwen3.5_4B-MoQ-layers_24-27-IQ4_NL.gguf to free disk space [2026-06-11 16:11:35] ============================================================ [2026-06-11 16:11:35] TARGET MODEL 69/83: w-ahmad/test3 / MoQ-layers_24-27-IQ4_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ4_XS.gguf [2026-06-11 16:11:35] ============================================================ [2026-06-11 16:12:01] [1/1] MoQ-layers_24-27-IQ4_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ4_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:12:01] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-IQ4_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ4_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:12:01] 0.00.308.836 I common_init_result: fitting params to device memory ... [2026-06-11 16:12:01] 0.00.308.846 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:12:12] 0.10.602.869 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:12:13] 0.10.661.552 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:12:13] 0.10.957.415 I [2026-06-11 16:12:13] 0.10.957.617 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:12:13] 0.11.058.496 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:12:14] 0.13.248.892 I kl_divergence: 2.19 seconds per pass - ETA 1.82 minutes [2026-06-11 16:12:14] [2026-06-11 16:12:14] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:12:15] 1 6.0504 ± 1.0306 0.00911 ± 0.00568 0.00443 ± 0.00085 1.686 ± 0.185 % 97.647 ± 0.951 % [2026-06-11 16:12:17] 2 8.9500 ± 1.1667 0.00984 ± 0.00478 0.00450 ± 0.00054 1.759 ± 0.178 % 97.059 ± 0.749 % [2026-06-11 16:12:19] 3 9.0967 ± 0.9528 0.00703 ± 0.00380 0.00442 ± 0.00048 1.958 ± 0.295 % 96.993 ± 0.618 % [2026-06-11 16:12:21] 4 8.9309 ± 0.7783 0.00788 ± 0.00317 0.00426 ± 0.00045 1.881 ± 0.245 % 96.569 ± 0.570 % [2026-06-11 16:12:23] 5 8.9887 ± 0.6874 0.00642 ± 0.00270 0.00393 ± 0.00036 1.761 ± 0.210 % 96.627 ± 0.506 % [2026-06-11 16:12:25] 6 9.2926 ± 0.6420 0.00522 ± 0.00236 0.00382 ± 0.00031 1.706 ± 0.182 % 96.536 ± 0.468 % [2026-06-11 16:12:27] 7 9.6213 ± 0.6154 0.00557 ± 0.00213 0.00368 ± 0.00026 1.646 ± 0.162 % 96.807 ± 0.416 % [2026-06-11 16:12:30] 8 10.4806 ± 0.6458 0.00497 ± 0.00196 0.00359 ± 0.00023 1.589 ± 0.147 % 96.814 ± 0.389 % [2026-06-11 16:12:32] 9 11.0935 ± 0.6486 0.00409 ± 0.00183 0.00352 ± 0.00021 1.539 ± 0.135 % 96.819 ± 0.366 % [2026-06-11 16:12:34] 10 11.5312 ± 0.6416 0.00437 ± 0.00173 0.00342 ± 0.00019 1.501 ± 0.125 % 96.941 ± 0.341 % [2026-06-11 16:12:36] 11 11.4149 ± 0.6034 0.00336 ± 0.00164 0.00340 ± 0.00018 1.493 ± 0.115 % 97.041 ± 0.320 % [2026-06-11 16:12:38] 12 11.5601 ± 0.5871 0.00399 ± 0.00157 0.00350 ± 0.00017 1.482 ± 0.107 % 97.190 ± 0.299 % [2026-06-11 16:12:41] 13 12.2424 ± 0.6074 0.00374 ± 0.00154 0.00351 ± 0.00015 1.489 ± 0.100 % 97.285 ± 0.282 % [2026-06-11 16:12:43] 14 11.6590 ± 0.5546 0.00457 ± 0.00155 0.00370 ± 0.00016 1.606 ± 0.102 % 97.283 ± 0.272 % [2026-06-11 16:12:45] 15 11.5395 ± 0.5297 0.00387 ± 0.00152 0.00383 ± 0.00017 1.657 ± 0.114 % 97.281 ± 0.263 % [2026-06-11 16:12:48] 16 11.6652 ± 0.5227 0.00443 ± 0.00149 0.00402 ± 0.00018 1.724 ± 0.122 % 97.255 ± 0.256 % [2026-06-11 16:12:50] 17 10.8603 ± 0.4678 0.00413 ± 0.00143 0.00401 ± 0.00017 1.712 ± 0.116 % 97.301 ± 0.246 % [2026-06-11 16:12:52] 18 10.8521 ± 0.4527 0.00413 ± 0.00139 0.00419 ± 0.00018 1.759 ± 0.114 % 97.298 ± 0.239 % [2026-06-11 16:12:54] 19 10.7671 ± 0.4385 0.00557 ± 0.00163 0.00454 ± 0.00034 1.806 ± 0.112 % 97.276 ± 0.234 % [2026-06-11 16:12:57] 20 10.8073 ± 0.4292 0.00620 ± 0.00162 0.00463 ± 0.00032 1.882 ± 0.112 % 97.216 ± 0.230 % [2026-06-11 16:12:59] 21 10.4202 ± 0.4015 0.00634 ± 0.00157 0.00465 ± 0.00031 1.906 ± 0.107 % 97.162 ± 0.227 % [2026-06-11 16:13:01] 22 10.2914 ± 0.3865 0.00676 ± 0.00153 0.00468 ± 0.00030 1.903 ± 0.103 % 97.184 ± 0.221 % [2026-06-11 16:13:03] 23 9.8894 ± 0.3608 0.00628 ± 0.00148 0.00460 ± 0.00029 1.884 ± 0.100 % 97.238 ± 0.214 % [2026-06-11 16:13:06] 24 9.3977 ± 0.3324 0.00623 ± 0.00144 0.00451 ± 0.00028 1.867 ± 0.097 % 97.239 ± 0.209 % [2026-06-11 16:13:08] 25 9.2167 ± 0.3181 0.00577 ± 0.00140 0.00458 ± 0.00027 1.892 ± 0.094 % 97.239 ± 0.205 % [2026-06-11 16:13:10] 26 8.9563 ± 0.3005 0.00476 ± 0.00138 0.00459 ± 0.00026 1.888 ± 0.090 % 97.270 ± 0.200 % [2026-06-11 16:13:12] 27 8.7874 ± 0.2880 0.00467 ± 0.00135 0.00458 ± 0.00025 1.892 ± 0.087 % 97.313 ± 0.195 % [2026-06-11 16:13:14] 28 8.6755 ± 0.2787 0.00449 ± 0.00132 0.00457 ± 0.00024 1.887 ± 0.084 % 97.353 ± 0.190 % [2026-06-11 16:13:17] 29 8.6345 ± 0.2723 0.00478 ± 0.00133 0.00452 ± 0.00024 1.875 ± 0.082 % 97.390 ± 0.185 % [2026-06-11 16:13:19] 30 8.6088 ± 0.2666 0.00491 ± 0.00130 0.00453 ± 0.00023 1.878 ± 0.080 % 97.399 ± 0.182 % [2026-06-11 16:13:21] 31 8.5232 ± 0.2587 0.00492 ± 0.00127 0.00452 ± 0.00022 1.869 ± 0.078 % 97.432 ± 0.178 % [2026-06-11 16:13:23] 32 8.5230 ± 0.2547 0.00489 ± 0.00125 0.00462 ± 0.00022 1.894 ± 0.076 % 97.451 ± 0.174 % [2026-06-11 16:13:25] 33 8.4760 ± 0.2491 0.00472 ± 0.00123 0.00460 ± 0.00021 1.890 ± 0.074 % 97.445 ± 0.172 % [2026-06-11 16:13:27] 34 8.5555 ± 0.2484 0.00477 ± 0.00121 0.00462 ± 0.00021 1.903 ± 0.075 % 97.439 ± 0.170 % [2026-06-11 16:13:29] 35 8.6517 ± 0.2475 0.00500 ± 0.00121 0.00471 ± 0.00021 1.946 ± 0.080 % 97.401 ± 0.168 % [2026-06-11 16:13:32] 36 8.8367 ± 0.2497 0.00522 ± 0.00118 0.00471 ± 0.00021 1.928 ± 0.078 % 97.386 ± 0.167 % [2026-06-11 16:13:34] 37 8.9509 ± 0.2494 0.00536 ± 0.00118 0.00485 ± 0.00022 2.034 ± 0.122 % 97.361 ± 0.165 % [2026-06-11 16:13:36] 38 8.9683 ± 0.2465 0.00552 ± 0.00116 0.00482 ± 0.00022 2.027 ± 0.120 % 97.348 ± 0.163 % [2026-06-11 16:13:38] 39 8.9613 ± 0.2432 0.00532 ± 0.00114 0.00480 ± 0.00021 2.016 ± 0.117 % 97.345 ± 0.161 % [2026-06-11 16:13:40] 40 8.9994 ± 0.2419 0.00575 ± 0.00117 0.00481 ± 0.00021 2.013 ± 0.115 % 97.324 ± 0.160 % [2026-06-11 16:13:42] 41 9.0457 ± 0.2406 0.00555 ± 0.00115 0.00479 ± 0.00020 2.000 ± 0.113 % 97.341 ± 0.157 % [2026-06-11 16:13:44] 42 9.1197 ± 0.2399 0.00544 ± 0.00113 0.00477 ± 0.00020 1.988 ± 0.111 % 97.348 ± 0.155 % [2026-06-11 16:13:47] 43 9.1468 ± 0.2384 0.00532 ± 0.00112 0.00475 ± 0.00020 1.978 ± 0.109 % 97.355 ± 0.153 % [2026-06-11 16:13:49] 44 9.1572 ± 0.2361 0.00525 ± 0.00110 0.00474 ± 0.00019 1.975 ± 0.107 % 97.362 ± 0.151 % [2026-06-11 16:13:51] 45 9.2549 ± 0.2366 0.00526 ± 0.00109 0.00474 ± 0.00019 1.972 ± 0.105 % 97.264 ± 0.152 % [2026-06-11 16:13:53] 46 9.2053 ± 0.2323 0.00536 ± 0.00107 0.00473 ± 0.00018 1.976 ± 0.103 % 97.289 ± 0.150 % [2026-06-11 16:13:55] 47 9.3896 ± 0.2356 0.00527 ± 0.00106 0.00472 ± 0.00018 1.962 ± 0.101 % 97.247 ± 0.149 % [2026-06-11 16:13:57] 48 9.4760 ± 0.2358 0.00541 ± 0.00106 0.00470 ± 0.00018 1.954 ± 0.100 % 97.271 ± 0.147 % [2026-06-11 16:14:00] 49 9.3810 ± 0.2304 0.00553 ± 0.00104 0.00468 ± 0.00017 1.953 ± 0.098 % 97.263 ± 0.146 % [2026-06-11 16:14:02] 50 9.4378 ± 0.2297 0.00569 ± 0.00103 0.00466 ± 0.00017 1.940 ± 0.097 % 97.294 ± 0.144 % [2026-06-11 16:14:02] [2026-06-11 16:14:02] ====== Perplexity statistics ====== [2026-06-11 16:14:02] Mean PPL(Q) : 9.437791 ± 0.229707 [2026-06-11 16:14:02] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:14:02] Cor(ln(PPL(Q)), ln(PPL(base))): 99.91% [2026-06-11 16:14:02] Mean ln(PPL(Q)/PPL(base)) : 0.005686 ± 0.001030 [2026-06-11 16:14:02] Mean PPL(Q)/PPL(base) : 1.005703 ± 0.001036 [2026-06-11 16:14:02] Mean PPL(Q)-PPL(base) : 0.053515 ± 0.009859 [2026-06-11 16:14:02] [2026-06-11 16:14:02] ====== KL divergence statistics ====== [2026-06-11 16:14:02] Mean KLD: 0.004656 ± 0.000170 [2026-06-11 16:14:02] Maximum KLD: 1.389632 [2026-06-11 16:14:02] 99.9% KLD: 0.205544 [2026-06-11 16:14:02] 99.0% KLD: 0.046868 [2026-06-11 16:14:02] 95.0% KLD: 0.013114 [2026-06-11 16:14:02] 90.0% KLD: 0.008113 [2026-06-11 16:14:02] Median KLD: 0.002263 [2026-06-11 16:14:02] 10.0% KLD: 0.000122 [2026-06-11 16:14:02] 5.0% KLD: 0.000038 [2026-06-11 16:14:02] 1.0% KLD: 0.000005 [2026-06-11 16:14:02] 0.1% KLD: -0.000005 [2026-06-11 16:14:02] Minimum KLD: -0.000032 [2026-06-11 16:14:02] [2026-06-11 16:14:02] ====== Token probability statistics ====== [2026-06-11 16:14:02] Mean Δp: -0.061 ± 0.017 % [2026-06-11 16:14:02] Maximum Δp: 24.453% [2026-06-11 16:14:02] 99.9% Δp: 10.608% [2026-06-11 16:14:02] 99.0% Δp: 4.600% [2026-06-11 16:14:02] 95.0% Δp: 2.298% [2026-06-11 16:14:02] 90.0% Δp: 1.323% [2026-06-11 16:14:02] 75.0% Δp: 0.259% [2026-06-11 16:14:02] Median Δp: 0.000% [2026-06-11 16:14:02] 25.0% Δp: -0.274% [2026-06-11 16:14:02] 10.0% Δp: -1.408% [2026-06-11 16:14:02] 5.0% Δp: -2.474% [2026-06-11 16:14:02] 1.0% Δp: -5.578% [2026-06-11 16:14:02] 0.1% Δp: -18.465% [2026-06-11 16:14:02] Minimum Δp: -61.206% [2026-06-11 16:14:02] RMS Δp : 1.940 ± 0.097 % [2026-06-11 16:14:02] Same top p: 97.294 ± 0.144 % [2026-06-11 16:14:02] [2026-06-11 16:14:02] ✅ Finished target model 69: 1 files evaluated [2026-06-11 16:14:04] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-IQ4_XS/Qwen3.5_4B-MoQ-layers_24-27-IQ4_XS.gguf to free disk space [2026-06-11 16:14:04] ============================================================ [2026-06-11 16:14:04] TARGET MODEL 70/83: w-ahmad/test3 / MoQ-layers_24-27-Q2_K/Qwen3.5_4B-MoQ-layers_24-27-Q2_K.gguf [2026-06-11 16:14:04] ============================================================ [2026-06-11 16:14:24] [1/1] MoQ-layers_24-27-Q2_K/Qwen3.5_4B-MoQ-layers_24-27-Q2_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:14:25] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-Q2_K/Qwen3.5_4B-MoQ-layers_24-27-Q2_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:14:26] 0.00.316.533 I common_init_result: fitting params to device memory ... [2026-06-11 16:14:26] 0.00.316.562 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:14:35] 0.10.192.626 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:14:36] 0.10.249.331 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:14:36] 0.10.551.957 I [2026-06-11 16:14:36] 0.10.552.156 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:14:36] 0.10.648.034 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:14:38] 0.12.823.003 I kl_divergence: 2.17 seconds per pass - ETA 1.80 minutes [2026-06-11 16:14:38] [2026-06-11 16:14:38] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:14:38] 1 6.6276 ± 1.1497 0.10024 ± 0.03098 0.07672 ± 0.02212 10.383 ± 2.343 % 94.118 ± 1.476 % [2026-06-11 16:14:41] 2 9.6768 ± 1.2708 0.08792 ± 0.02219 0.07186 ± 0.01460 9.674 ± 1.646 % 92.549 ± 1.164 % [2026-06-11 16:14:43] 3 9.7425 ± 1.0256 0.07561 ± 0.01623 0.06346 ± 0.00998 9.045 ± 1.253 % 92.157 ± 0.973 % [2026-06-11 16:14:45] 4 9.3600 ± 0.8166 0.05481 ± 0.01260 0.05428 ± 0.00751 7.998 ± 1.065 % 92.255 ± 0.837 % [2026-06-11 16:14:47] 5 9.3532 ± 0.7148 0.04617 ± 0.01055 0.04830 ± 0.00604 7.377 ± 0.929 % 92.078 ± 0.757 % [2026-06-11 16:14:49] 6 9.6609 ± 0.6674 0.04409 ± 0.00924 0.04651 ± 0.00511 7.149 ± 0.813 % 91.569 ± 0.711 % [2026-06-11 16:14:51] 7 9.9007 ± 0.6295 0.03420 ± 0.00846 0.04418 ± 0.00440 6.718 ± 0.742 % 91.541 ± 0.659 % [2026-06-11 16:14:54] 8 10.8027 ± 0.6627 0.03524 ± 0.00769 0.04235 ± 0.00386 6.409 ± 0.682 % 91.373 ± 0.622 % [2026-06-11 16:14:56] 9 11.3974 ± 0.6625 0.03111 ± 0.00705 0.04111 ± 0.00346 6.191 ± 0.630 % 91.285 ± 0.589 % [2026-06-11 16:14:58] 10 11.8397 ± 0.6556 0.03078 ± 0.00650 0.03947 ± 0.00312 5.962 ± 0.589 % 91.451 ± 0.554 % [2026-06-11 16:15:00] 11 11.7279 ± 0.6174 0.03041 ± 0.00611 0.03894 ± 0.00288 5.951 ± 0.550 % 91.622 ± 0.523 % [2026-06-11 16:15:03] 12 11.8932 ± 0.6021 0.03240 ± 0.00592 0.04088 ± 0.00273 6.017 ± 0.506 % 91.373 ± 0.508 % [2026-06-11 16:15:05] 13 12.6308 ± 0.6256 0.03496 ± 0.00585 0.04110 ± 0.00265 6.025 ± 0.479 % 91.403 ± 0.487 % [2026-06-11 16:15:07] 14 12.0856 ± 0.5737 0.04051 ± 0.00600 0.04474 ± 0.00294 6.516 ± 0.469 % 91.261 ± 0.473 % [2026-06-11 16:15:09] 15 11.9509 ± 0.5471 0.03890 ± 0.00593 0.04593 ± 0.00291 6.627 ± 0.466 % 91.163 ± 0.459 % [2026-06-11 16:15:12] 16 12.1128 ± 0.5419 0.04208 ± 0.00576 0.04700 ± 0.00279 6.655 ± 0.446 % 91.078 ± 0.446 % [2026-06-11 16:15:14] 17 11.3094 ± 0.4864 0.04466 ± 0.00562 0.04844 ± 0.00279 7.110 ± 0.446 % 91.142 ± 0.432 % [2026-06-11 16:15:16] 18 11.3581 ± 0.4732 0.04970 ± 0.00571 0.05065 ± 0.00281 7.456 ± 0.443 % 91.089 ± 0.421 % [2026-06-11 16:15:19] 19 11.2781 ± 0.4588 0.05193 ± 0.00581 0.05228 ± 0.00294 7.507 ± 0.437 % 91.146 ± 0.408 % [2026-06-11 16:15:21] 20 11.3183 ± 0.4491 0.05240 ± 0.00569 0.05298 ± 0.00285 7.450 ± 0.420 % 91.078 ± 0.399 % [2026-06-11 16:15:23] 21 10.9200 ± 0.4205 0.05319 ± 0.00554 0.05329 ± 0.00277 7.518 ± 0.409 % 91.148 ± 0.388 % [2026-06-11 16:15:26] 22 10.7831 ± 0.4048 0.05343 ± 0.00538 0.05424 ± 0.00271 7.493 ± 0.394 % 91.052 ± 0.381 % [2026-06-11 16:15:28] 23 10.3673 ± 0.3783 0.05347 ± 0.00521 0.05335 ± 0.00260 7.456 ± 0.381 % 91.202 ± 0.370 % [2026-06-11 16:15:30] 24 9.8419 ± 0.3483 0.05241 ± 0.00505 0.05208 ± 0.00249 7.384 ± 0.369 % 91.389 ± 0.359 % [2026-06-11 16:15:32] 25 9.6519 ± 0.3333 0.05191 ± 0.00495 0.05257 ± 0.00242 7.473 ± 0.358 % 91.388 ± 0.351 % [2026-06-11 16:15:34] 26 9.3996 ± 0.3160 0.05307 ± 0.00490 0.05319 ± 0.00236 7.431 ± 0.347 % 91.403 ± 0.344 % [2026-06-11 16:15:37] 27 9.2280 ± 0.3031 0.05360 ± 0.00481 0.05357 ± 0.00230 7.459 ± 0.336 % 91.445 ± 0.337 % [2026-06-11 16:15:39] 28 9.1285 ± 0.2942 0.05540 ± 0.00471 0.05359 ± 0.00223 7.474 ± 0.327 % 91.513 ± 0.330 % [2026-06-11 16:15:41] 29 9.0798 ± 0.2873 0.05507 ± 0.00460 0.05316 ± 0.00216 7.477 ± 0.321 % 91.535 ± 0.324 % [2026-06-11 16:15:43] 30 9.0672 ± 0.2817 0.05680 ± 0.00454 0.05394 ± 0.00214 7.657 ± 0.318 % 91.477 ± 0.319 % [2026-06-11 16:15:45] 31 8.9709 ± 0.2732 0.05612 ± 0.00444 0.05375 ± 0.00208 7.575 ± 0.311 % 91.474 ± 0.314 % [2026-06-11 16:15:48] 32 8.9921 ± 0.2698 0.05846 ± 0.00448 0.05645 ± 0.00238 7.667 ± 0.308 % 91.348 ± 0.311 % [2026-06-11 16:15:50] 33 8.9374 ± 0.2637 0.05772 ± 0.00439 0.05602 ± 0.00232 7.605 ± 0.302 % 91.384 ± 0.306 % [2026-06-11 16:15:52] 34 9.0252 ± 0.2629 0.05821 ± 0.00435 0.05686 ± 0.00230 7.715 ± 0.299 % 91.269 ± 0.303 % [2026-06-11 16:15:54] 35 9.1383 ± 0.2626 0.05973 ± 0.00430 0.05752 ± 0.00227 7.722 ± 0.295 % 91.182 ± 0.300 % [2026-06-11 16:15:56] 36 9.3400 ± 0.2652 0.06062 ± 0.00423 0.05733 ± 0.00221 7.669 ± 0.290 % 91.176 ± 0.296 % [2026-06-11 16:15:58] 37 9.4679 ± 0.2651 0.06151 ± 0.00426 0.05837 ± 0.00230 7.746 ± 0.289 % 91.108 ± 0.293 % [2026-06-11 16:16:01] 38 9.4759 ± 0.2617 0.06057 ± 0.00418 0.05806 ± 0.00225 7.677 ± 0.285 % 91.032 ± 0.290 % [2026-06-11 16:16:03] 39 9.4697 ± 0.2583 0.06050 ± 0.00411 0.05765 ± 0.00220 7.621 ± 0.280 % 91.061 ± 0.286 % [2026-06-11 16:16:05] 40 9.4943 ± 0.2564 0.05928 ± 0.00405 0.05726 ± 0.00215 7.561 ± 0.275 % 91.039 ± 0.283 % [2026-06-11 16:16:07] 41 9.5350 ± 0.2548 0.05823 ± 0.00399 0.05692 ± 0.00210 7.511 ± 0.270 % 90.990 ± 0.280 % [2026-06-11 16:16:09] 42 9.6146 ± 0.2541 0.05829 ± 0.00395 0.05658 ± 0.00205 7.446 ± 0.266 % 90.971 ± 0.277 % [2026-06-11 16:16:11] 43 9.6361 ± 0.2522 0.05743 ± 0.00389 0.05642 ± 0.00201 7.412 ± 0.262 % 90.926 ± 0.274 % [2026-06-11 16:16:14] 44 9.6386 ± 0.2495 0.05650 ± 0.00383 0.05613 ± 0.00197 7.363 ± 0.258 % 90.918 ± 0.271 % [2026-06-11 16:16:16] 45 9.7422 ± 0.2500 0.05658 ± 0.00378 0.05613 ± 0.00193 7.380 ± 0.255 % 90.841 ± 0.269 % [2026-06-11 16:16:18] 46 9.6863 ± 0.2453 0.05629 ± 0.00375 0.05628 ± 0.00191 7.436 ± 0.253 % 90.870 ± 0.266 % [2026-06-11 16:16:20] 47 9.8757 ± 0.2486 0.05574 ± 0.00370 0.05618 ± 0.00188 7.392 ± 0.250 % 90.797 ± 0.264 % [2026-06-11 16:16:22] 48 9.9627 ± 0.2485 0.05550 ± 0.00365 0.05576 ± 0.00184 7.347 ± 0.246 % 90.842 ± 0.261 % [2026-06-11 16:16:25] 49 9.8562 ± 0.2427 0.05494 ± 0.00360 0.05551 ± 0.00181 7.327 ± 0.242 % 90.828 ± 0.258 % [2026-06-11 16:16:27] 50 9.9130 ± 0.2419 0.05482 ± 0.00355 0.05521 ± 0.00177 7.288 ± 0.239 % 90.847 ± 0.255 % [2026-06-11 16:16:27] [2026-06-11 16:16:27] ====== Perplexity statistics ====== [2026-06-11 16:16:27] Mean PPL(Q) : 9.913047 ± 0.241858 [2026-06-11 16:16:27] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:16:27] Cor(ln(PPL(Q)), ln(PPL(base))): 98.94% [2026-06-11 16:16:27] Mean ln(PPL(Q)/PPL(base)) : 0.054816 ± 0.003549 [2026-06-11 16:16:27] Mean PPL(Q)/PPL(base) : 1.056346 ± 0.003749 [2026-06-11 16:16:27] Mean PPL(Q)-PPL(base) : 0.528770 ± 0.036985 [2026-06-11 16:16:27] [2026-06-11 16:16:27] ====== KL divergence statistics ====== [2026-06-11 16:16:27] Mean KLD: 0.055205 ± 0.001773 [2026-06-11 16:16:27] Maximum KLD: 7.178882 [2026-06-11 16:16:27] 99.9% KLD: 2.569648 [2026-06-11 16:16:27] 99.0% KLD: 0.699604 [2026-06-11 16:16:27] 95.0% KLD: 0.173851 [2026-06-11 16:16:27] 90.0% KLD: 0.095501 [2026-06-11 16:16:27] Median KLD: 0.019875 [2026-06-11 16:16:27] 10.0% KLD: 0.001478 [2026-06-11 16:16:27] 5.0% KLD: 0.000514 [2026-06-11 16:16:27] 1.0% KLD: 0.000090 [2026-06-11 16:16:27] 0.1% KLD: 0.000012 [2026-06-11 16:16:27] Minimum KLD: 0.000000 [2026-06-11 16:16:27] [2026-06-11 16:16:27] ====== Token probability statistics ====== [2026-06-11 16:16:27] Mean Δp: -1.183 ± 0.064 % [2026-06-11 16:16:27] Maximum Δp: 58.172% [2026-06-11 16:16:27] 99.9% Δp: 31.862% [2026-06-11 16:16:27] 99.0% Δp: 11.717% [2026-06-11 16:16:27] 95.0% Δp: 4.696% [2026-06-11 16:16:27] 90.0% Δp: 2.475% [2026-06-11 16:16:27] 75.0% Δp: 0.393% [2026-06-11 16:16:27] Median Δp: -0.046% [2026-06-11 16:16:27] 25.0% Δp: -1.405% [2026-06-11 16:16:27] 10.0% Δp: -4.999% [2026-06-11 16:16:27] 5.0% Δp: -9.262% [2026-06-11 16:16:27] 1.0% Δp: -29.177% [2026-06-11 16:16:27] 0.1% Δp: -84.222% [2026-06-11 16:16:27] Minimum Δp: -94.477% [2026-06-11 16:16:27] RMS Δp : 7.288 ± 0.239 % [2026-06-11 16:16:27] Same top p: 90.847 ± 0.255 % [2026-06-11 16:16:27] [2026-06-11 16:16:27] ✅ Finished target model 70: 1 files evaluated [2026-06-11 16:16:29] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-Q2_K/Qwen3.5_4B-MoQ-layers_24-27-Q2_K.gguf to free disk space [2026-06-11 16:16:29] ============================================================ [2026-06-11 16:16:29] TARGET MODEL 71/83: w-ahmad/test3 / MoQ-layers_24-27-Q3_K/Qwen3.5_4B-MoQ-layers_24-27-Q3_K.gguf [2026-06-11 16:16:29] ============================================================ [2026-06-11 16:16:50] [1/1] MoQ-layers_24-27-Q3_K/Qwen3.5_4B-MoQ-layers_24-27-Q3_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:16:51] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-Q3_K/Qwen3.5_4B-MoQ-layers_24-27-Q3_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:16:51] 0.00.318.670 I common_init_result: fitting params to device memory ... [2026-06-11 16:16:51] 0.00.318.679 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:17:01] 0.10.394.729 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:17:02] 0.10.446.659 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:17:02] 0.10.745.610 I [2026-06-11 16:17:02] 0.10.745.792 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:17:02] 0.10.843.827 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:17:04] 0.13.102.605 I kl_divergence: 2.26 seconds per pass - ETA 1.87 minutes [2026-06-11 16:17:04] [2026-06-11 16:17:04] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:17:04] 1 6.2635 ± 1.0828 0.04374 ± 0.01577 0.01743 ± 0.00416 3.188 ± 0.411 % 96.078 ± 1.218 % [2026-06-11 16:17:07] 2 9.1318 ± 1.1995 0.02995 ± 0.00924 0.01744 ± 0.00282 3.224 ± 0.454 % 95.098 ± 0.957 % [2026-06-11 16:17:09] 3 9.2483 ± 0.9705 0.02355 ± 0.00735 0.01645 ± 0.00198 3.260 ± 0.353 % 95.163 ± 0.776 % [2026-06-11 16:17:11] 4 9.0390 ± 0.7898 0.01991 ± 0.00593 0.01470 ± 0.00150 3.100 ± 0.286 % 94.902 ± 0.689 % [2026-06-11 16:17:13] 5 9.0997 ± 0.6984 0.01870 ± 0.00507 0.01330 ± 0.00121 2.878 ± 0.247 % 94.510 ± 0.638 % [2026-06-11 16:17:15] 6 9.4198 ± 0.6535 0.01882 ± 0.00449 0.01292 ± 0.00102 2.870 ± 0.222 % 94.641 ± 0.576 % [2026-06-11 16:17:17] 7 9.7427 ± 0.6262 0.01811 ± 0.00412 0.01256 ± 0.00089 2.768 ± 0.199 % 94.342 ± 0.547 % [2026-06-11 16:17:19] 8 10.6104 ± 0.6561 0.01728 ± 0.00382 0.01228 ± 0.00078 2.670 ± 0.181 % 94.167 ± 0.519 % [2026-06-11 16:17:22] 9 11.2433 ± 0.6597 0.01750 ± 0.00357 0.01210 ± 0.00070 2.597 ± 0.168 % 94.292 ± 0.484 % [2026-06-11 16:17:24] 10 11.6777 ± 0.6520 0.01699 ± 0.00335 0.01177 ± 0.00064 2.538 ± 0.156 % 94.353 ± 0.457 % [2026-06-11 16:17:26] 11 11.5554 ± 0.6128 0.01560 ± 0.00315 0.01180 ± 0.00060 2.609 ± 0.171 % 94.225 ± 0.441 % [2026-06-11 16:17:28] 12 11.7239 ± 0.5980 0.01806 ± 0.00310 0.01267 ± 0.00068 2.687 ± 0.170 % 94.314 ± 0.419 % [2026-06-11 16:17:31] 13 12.4305 ± 0.6196 0.01898 ± 0.00304 0.01271 ± 0.00065 2.711 ± 0.174 % 94.238 ± 0.405 % [2026-06-11 16:17:33] 14 11.8434 ± 0.5660 0.02026 ± 0.00306 0.01368 ± 0.00070 2.994 ± 0.187 % 94.342 ± 0.387 % [2026-06-11 16:17:35] 15 11.7448 ± 0.5423 0.02150 ± 0.00310 0.01426 ± 0.00072 3.213 ± 0.237 % 94.275 ± 0.376 % [2026-06-11 16:17:37] 16 11.8967 ± 0.5364 0.02408 ± 0.00308 0.01485 ± 0.00072 3.291 ± 0.228 % 94.314 ± 0.363 % [2026-06-11 16:17:40] 17 11.0729 ± 0.4800 0.02352 ± 0.00294 0.01469 ± 0.00068 3.298 ± 0.217 % 94.487 ± 0.347 % [2026-06-11 16:17:42] 18 11.0692 ± 0.4648 0.02393 ± 0.00287 0.01495 ± 0.00067 3.327 ± 0.207 % 94.532 ± 0.336 % [2026-06-11 16:17:44] 19 10.9718 ± 0.4495 0.02440 ± 0.00284 0.01585 ± 0.00080 3.624 ± 0.266 % 94.427 ± 0.330 % [2026-06-11 16:17:47] 20 11.0155 ± 0.4400 0.02529 ± 0.00281 0.01597 ± 0.00077 3.626 ± 0.254 % 94.471 ± 0.320 % [2026-06-11 16:17:49] 21 10.6224 ± 0.4116 0.02556 ± 0.00273 0.01612 ± 0.00076 3.716 ± 0.256 % 94.547 ± 0.310 % [2026-06-11 16:17:51] 22 10.4795 ± 0.3957 0.02487 ± 0.00268 0.01616 ± 0.00073 3.715 ± 0.245 % 94.635 ± 0.301 % [2026-06-11 16:17:54] 23 10.0711 ± 0.3695 0.02448 ± 0.00258 0.01582 ± 0.00070 3.672 ± 0.238 % 94.766 ± 0.291 % [2026-06-11 16:17:56] 24 9.5644 ± 0.3401 0.02381 ± 0.00249 0.01547 ± 0.00068 3.646 ± 0.230 % 94.853 ± 0.282 % [2026-06-11 16:17:58] 25 9.3759 ± 0.3253 0.02290 ± 0.00245 0.01547 ± 0.00065 3.625 ± 0.222 % 94.933 ± 0.275 % [2026-06-11 16:18:00] 26 9.1218 ± 0.3078 0.02307 ± 0.00243 0.01568 ± 0.00064 3.633 ± 0.215 % 94.917 ± 0.270 % [2026-06-11 16:18:02] 27 8.9499 ± 0.2951 0.02299 ± 0.00240 0.01567 ± 0.00062 3.626 ± 0.208 % 94.931 ± 0.264 % [2026-06-11 16:18:05] 28 8.8374 ± 0.2856 0.02299 ± 0.00235 0.01561 ± 0.00060 3.615 ± 0.202 % 94.986 ± 0.258 % [2026-06-11 16:18:07] 29 8.7887 ± 0.2788 0.02249 ± 0.00232 0.01552 ± 0.00059 3.627 ± 0.200 % 95.118 ± 0.251 % [2026-06-11 16:18:09] 30 8.7619 ± 0.2729 0.02254 ± 0.00230 0.01577 ± 0.00061 3.695 ± 0.202 % 95.163 ± 0.245 % [2026-06-11 16:18:11] 31 8.6741 ± 0.2648 0.02248 ± 0.00224 0.01564 ± 0.00060 3.652 ± 0.198 % 95.130 ± 0.242 % [2026-06-11 16:18:13] 32 8.6766 ± 0.2609 0.02275 ± 0.00224 0.01588 ± 0.00059 3.688 ± 0.193 % 95.074 ± 0.240 % [2026-06-11 16:18:15] 33 8.6319 ± 0.2552 0.02295 ± 0.00219 0.01582 ± 0.00058 3.673 ± 0.188 % 95.045 ± 0.237 % [2026-06-11 16:18:18] 34 8.7125 ± 0.2544 0.02296 ± 0.00217 0.01605 ± 0.00058 3.759 ± 0.198 % 95.075 ± 0.232 % [2026-06-11 16:18:20] 35 8.8083 ± 0.2535 0.02294 ± 0.00215 0.01635 ± 0.00058 3.851 ± 0.196 % 95.014 ± 0.230 % [2026-06-11 16:18:22] 36 8.9933 ± 0.2555 0.02279 ± 0.00211 0.01638 ± 0.00057 3.832 ± 0.192 % 94.967 ± 0.228 % [2026-06-11 16:18:24] 37 9.1042 ± 0.2550 0.02234 ± 0.00209 0.01664 ± 0.00059 3.907 ± 0.203 % 94.934 ± 0.226 % [2026-06-11 16:18:26] 38 9.1206 ± 0.2520 0.02235 ± 0.00205 0.01655 ± 0.00057 3.876 ± 0.199 % 94.892 ± 0.224 % [2026-06-11 16:18:28] 39 9.1096 ± 0.2485 0.02173 ± 0.00202 0.01644 ± 0.00056 3.846 ± 0.195 % 94.872 ± 0.221 % [2026-06-11 16:18:31] 40 9.1463 ± 0.2472 0.02194 ± 0.00202 0.01636 ± 0.00055 3.815 ± 0.192 % 94.863 ± 0.219 % [2026-06-11 16:18:33] 41 9.1969 ± 0.2460 0.02213 ± 0.00200 0.01630 ± 0.00054 3.796 ± 0.188 % 94.835 ± 0.216 % [2026-06-11 16:18:35] 42 9.2750 ± 0.2453 0.02232 ± 0.00197 0.01628 ± 0.00052 3.793 ± 0.185 % 94.827 ± 0.214 % [2026-06-11 16:18:37] 43 9.3024 ± 0.2438 0.02219 ± 0.00194 0.01639 ± 0.00052 3.860 ± 0.187 % 94.802 ± 0.212 % [2026-06-11 16:18:39] 44 9.3163 ± 0.2415 0.02249 ± 0.00193 0.01657 ± 0.00056 3.849 ± 0.183 % 94.777 ± 0.210 % [2026-06-11 16:18:41] 45 9.4120 ± 0.2419 0.02210 ± 0.00191 0.01653 ± 0.00055 3.834 ± 0.180 % 94.736 ± 0.208 % [2026-06-11 16:18:44] 46 9.3617 ± 0.2375 0.02221 ± 0.00188 0.01648 ± 0.00054 3.819 ± 0.177 % 94.774 ± 0.205 % [2026-06-11 16:18:46] 47 9.5477 ± 0.2407 0.02197 ± 0.00188 0.01664 ± 0.00054 3.822 ± 0.174 % 94.743 ± 0.204 % [2026-06-11 16:18:48] 48 9.6348 ± 0.2408 0.02203 ± 0.00186 0.01657 ± 0.00053 3.801 ± 0.171 % 94.820 ± 0.200 % [2026-06-11 16:18:50] 49 9.5391 ± 0.2353 0.02224 ± 0.00184 0.01652 ± 0.00052 3.791 ± 0.168 % 94.806 ± 0.199 % [2026-06-11 16:18:53] 50 9.5919 ± 0.2345 0.02188 ± 0.00182 0.01645 ± 0.00051 3.775 ± 0.166 % 94.855 ± 0.196 % [2026-06-11 16:18:53] [2026-06-11 16:18:53] ====== Perplexity statistics ====== [2026-06-11 16:18:53] Mean PPL(Q) : 9.591861 ± 0.234472 [2026-06-11 16:18:53] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:18:53] Cor(ln(PPL(Q)), ln(PPL(base))): 99.72% [2026-06-11 16:18:53] Mean ln(PPL(Q)/PPL(base)) : 0.021879 ± 0.001820 [2026-06-11 16:18:53] Mean PPL(Q)/PPL(base) : 1.022120 ± 0.001860 [2026-06-11 16:18:53] Mean PPL(Q)-PPL(base) : 0.207584 ± 0.018440 [2026-06-11 16:18:53] [2026-06-11 16:18:53] ====== KL divergence statistics ====== [2026-06-11 16:18:53] Mean KLD: 0.016450 ± 0.000509 [2026-06-11 16:18:53] Maximum KLD: 2.616628 [2026-06-11 16:18:53] 99.9% KLD: 0.853916 [2026-06-11 16:18:53] 99.0% KLD: 0.171202 [2026-06-11 16:18:53] 95.0% KLD: 0.049891 [2026-06-11 16:18:53] 90.0% KLD: 0.029386 [2026-06-11 16:18:53] Median KLD: 0.006975 [2026-06-11 16:18:53] 10.0% KLD: 0.000467 [2026-06-11 16:18:53] 5.0% KLD: 0.000169 [2026-06-11 16:18:53] 1.0% KLD: 0.000029 [2026-06-11 16:18:53] 0.1% KLD: 0.000003 [2026-06-11 16:18:53] Minimum KLD: -0.000037 [2026-06-11 16:18:53] [2026-06-11 16:18:53] ====== Token probability statistics ====== [2026-06-11 16:18:53] Mean Δp: -0.312 ± 0.033 % [2026-06-11 16:18:53] Maximum Δp: 44.927% [2026-06-11 16:18:53] 99.9% Δp: 18.356% [2026-06-11 16:18:53] 99.0% Δp: 7.541% [2026-06-11 16:18:53] 95.0% Δp: 3.329% [2026-06-11 16:18:53] 90.0% Δp: 1.929% [2026-06-11 16:18:53] 75.0% Δp: 0.392% [2026-06-11 16:18:53] Median Δp: -0.003% [2026-06-11 16:18:53] 25.0% Δp: -0.560% [2026-06-11 16:18:53] 10.0% Δp: -2.459% [2026-06-11 16:18:53] 5.0% Δp: -4.415% [2026-06-11 16:18:53] 1.0% Δp: -12.881% [2026-06-11 16:18:53] 0.1% Δp: -42.612% [2026-06-11 16:18:53] Minimum Δp: -78.876% [2026-06-11 16:18:53] RMS Δp : 3.775 ± 0.166 % [2026-06-11 16:18:53] Same top p: 94.855 ± 0.196 % [2026-06-11 16:18:53] [2026-06-11 16:18:53] ✅ Finished target model 71: 1 files evaluated [2026-06-11 16:18:54] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-Q3_K/Qwen3.5_4B-MoQ-layers_24-27-Q3_K.gguf to free disk space [2026-06-11 16:18:54] ============================================================ [2026-06-11 16:18:54] TARGET MODEL 72/83: w-ahmad/test3 / MoQ-layers_24-27-Q4_K/Qwen3.5_4B-MoQ-layers_24-27-Q4_K.gguf [2026-06-11 16:18:54] ============================================================ [2026-06-11 16:19:15] [1/1] MoQ-layers_24-27-Q4_K/Qwen3.5_4B-MoQ-layers_24-27-Q4_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:19:16] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-Q4_K/Qwen3.5_4B-MoQ-layers_24-27-Q4_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:19:17] 0.00.310.003 I common_init_result: fitting params to device memory ... [2026-06-11 16:19:17] 0.00.310.014 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:19:26] 0.10.104.181 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:19:26] 0.10.154.347 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:19:27] 0.10.446.416 I [2026-06-11 16:19:27] 0.10.446.645 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:19:27] 0.10.557.822 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:19:29] 0.12.873.235 I kl_divergence: 2.32 seconds per pass - ETA 1.92 minutes [2026-06-11 16:19:29] [2026-06-11 16:19:29] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:19:29] 1 6.0609 ± 1.0348 0.01085 ± 0.00482 0.00414 ± 0.00089 1.215 ± 0.122 % 97.255 ± 1.025 % [2026-06-11 16:19:31] 2 8.9590 ± 1.1682 0.01084 ± 0.00348 0.00447 ± 0.00078 1.317 ± 0.111 % 97.059 ± 0.749 % [2026-06-11 16:19:34] 3 9.1034 ± 0.9528 0.00776 ± 0.00296 0.00410 ± 0.00053 1.440 ± 0.101 % 96.863 ± 0.631 % [2026-06-11 16:19:36] 4 8.9276 ± 0.7778 0.00751 ± 0.00264 0.00386 ± 0.00041 1.499 ± 0.099 % 96.667 ± 0.562 % [2026-06-11 16:19:38] 5 8.9914 ± 0.6873 0.00673 ± 0.00229 0.00356 ± 0.00033 1.445 ± 0.084 % 96.863 ± 0.488 % [2026-06-11 16:19:40] 6 9.3053 ± 0.6427 0.00658 ± 0.00206 0.00350 ± 0.00028 1.483 ± 0.082 % 96.667 ± 0.459 % [2026-06-11 16:19:42] 7 9.6371 ± 0.6166 0.00721 ± 0.00189 0.00342 ± 0.00024 1.464 ± 0.073 % 96.807 ± 0.416 % [2026-06-11 16:19:44] 8 10.5141 ± 0.6481 0.00816 ± 0.00179 0.00340 ± 0.00023 1.426 ± 0.067 % 96.667 ± 0.398 % [2026-06-11 16:19:47] 9 11.1404 ± 0.6519 0.00831 ± 0.00169 0.00331 ± 0.00021 1.389 ± 0.061 % 96.863 ± 0.364 % [2026-06-11 16:19:49] 10 11.5692 ± 0.6444 0.00767 ± 0.00158 0.00320 ± 0.00019 1.355 ± 0.057 % 96.941 ± 0.341 % [2026-06-11 16:19:51] 11 11.4524 ± 0.6060 0.00664 ± 0.00150 0.00316 ± 0.00017 1.327 ± 0.053 % 96.970 ± 0.324 % [2026-06-11 16:19:53] 12 11.5867 ± 0.5888 0.00630 ± 0.00146 0.00329 ± 0.00016 1.420 ± 0.062 % 97.026 ± 0.307 % [2026-06-11 16:19:55] 13 12.2796 ± 0.6092 0.00676 ± 0.00141 0.00326 ± 0.00015 1.417 ± 0.062 % 97.014 ± 0.296 % [2026-06-11 16:19:58] 14 11.6975 ± 0.5566 0.00786 ± 0.00159 0.00366 ± 0.00023 1.732 ± 0.183 % 97.059 ± 0.283 % [2026-06-11 16:20:00] 15 11.5900 ± 0.5325 0.00824 ± 0.00154 0.00378 ± 0.00023 1.739 ± 0.172 % 97.046 ± 0.274 % [2026-06-11 16:20:02] 16 11.7173 ± 0.5255 0.00889 ± 0.00152 0.00391 ± 0.00022 1.758 ± 0.160 % 96.961 ± 0.269 % [2026-06-11 16:20:05] 17 10.9071 ± 0.4702 0.00844 ± 0.00145 0.00386 ± 0.00021 1.749 ± 0.152 % 97.001 ± 0.259 % [2026-06-11 16:20:07] 18 10.8977 ± 0.4549 0.00832 ± 0.00140 0.00396 ± 0.00021 1.790 ± 0.148 % 96.972 ± 0.253 % [2026-06-11 16:20:09] 19 10.7951 ± 0.4398 0.00816 ± 0.00141 0.00408 ± 0.00021 1.816 ± 0.142 % 96.966 ± 0.246 % [2026-06-11 16:20:12] 20 10.8220 ± 0.4299 0.00756 ± 0.00138 0.00414 ± 0.00021 1.853 ± 0.136 % 96.980 ± 0.240 % [2026-06-11 16:20:14] 21 10.4330 ± 0.4020 0.00757 ± 0.00134 0.00416 ± 0.00020 1.866 ± 0.130 % 97.012 ± 0.233 % [2026-06-11 16:20:16] 22 10.2942 ± 0.3867 0.00703 ± 0.00131 0.00418 ± 0.00019 1.862 ± 0.124 % 97.005 ± 0.228 % [2026-06-11 16:20:18] 23 9.8976 ± 0.3612 0.00711 ± 0.00126 0.00409 ± 0.00019 1.841 ± 0.120 % 97.084 ± 0.220 % [2026-06-11 16:20:21] 24 9.4060 ± 0.3327 0.00712 ± 0.00122 0.00400 ± 0.00018 1.820 ± 0.117 % 97.141 ± 0.213 % [2026-06-11 16:20:23] 25 9.2290 ± 0.3186 0.00710 ± 0.00122 0.00399 ± 0.00017 1.822 ± 0.112 % 97.208 ± 0.206 % [2026-06-11 16:20:25] 26 8.9722 ± 0.3012 0.00654 ± 0.00120 0.00404 ± 0.00017 1.822 ± 0.108 % 97.225 ± 0.202 % [2026-06-11 16:20:27] 27 8.8015 ± 0.2886 0.00628 ± 0.00118 0.00404 ± 0.00016 1.825 ± 0.104 % 97.269 ± 0.196 % [2026-06-11 16:20:29] 28 8.6871 ± 0.2791 0.00583 ± 0.00115 0.00403 ± 0.00016 1.817 ± 0.101 % 97.283 ± 0.192 % [2026-06-11 16:20:32] 29 8.6477 ± 0.2728 0.00632 ± 0.00118 0.00399 ± 0.00015 1.803 ± 0.098 % 97.323 ± 0.188 % [2026-06-11 16:20:34] 30 8.6198 ± 0.2670 0.00619 ± 0.00116 0.00402 ± 0.00015 1.809 ± 0.095 % 97.346 ± 0.184 % [2026-06-11 16:20:36] 31 8.5320 ± 0.2590 0.00595 ± 0.00113 0.00400 ± 0.00014 1.796 ± 0.093 % 97.407 ± 0.179 % [2026-06-11 16:20:38] 32 8.5379 ± 0.2553 0.00663 ± 0.00115 0.00416 ± 0.00016 1.883 ± 0.102 % 97.353 ± 0.178 % [2026-06-11 16:20:40] 33 8.4925 ± 0.2498 0.00666 ± 0.00113 0.00414 ± 0.00016 1.880 ± 0.099 % 97.386 ± 0.174 % [2026-06-11 16:20:42] 34 8.5724 ± 0.2490 0.00674 ± 0.00111 0.00414 ± 0.00015 1.875 ± 0.097 % 97.393 ± 0.171 % [2026-06-11 16:20:45] 35 8.6668 ± 0.2482 0.00674 ± 0.00111 0.00419 ± 0.00015 1.882 ± 0.095 % 97.378 ± 0.169 % [2026-06-11 16:20:47] 36 8.8493 ± 0.2502 0.00664 ± 0.00109 0.00418 ± 0.00015 1.872 ± 0.093 % 97.342 ± 0.168 % [2026-06-11 16:20:49] 37 8.9619 ± 0.2499 0.00658 ± 0.00108 0.00422 ± 0.00015 1.880 ± 0.091 % 97.350 ± 0.165 % [2026-06-11 16:20:51] 38 8.9806 ± 0.2471 0.00688 ± 0.00106 0.00420 ± 0.00014 1.872 ± 0.089 % 97.317 ± 0.164 % [2026-06-11 16:20:53] 39 8.9747 ± 0.2438 0.00681 ± 0.00104 0.00418 ± 0.00014 1.865 ± 0.088 % 97.325 ± 0.162 % [2026-06-11 16:20:55] 40 9.0101 ± 0.2424 0.00693 ± 0.00106 0.00416 ± 0.00014 1.862 ± 0.086 % 97.304 ± 0.160 % [2026-06-11 16:20:57] 41 9.0566 ± 0.2411 0.00676 ± 0.00104 0.00415 ± 0.00013 1.849 ± 0.084 % 97.312 ± 0.158 % [2026-06-11 16:21:00] 42 9.1319 ± 0.2404 0.00678 ± 0.00103 0.00413 ± 0.00013 1.841 ± 0.083 % 97.302 ± 0.157 % [2026-06-11 16:21:02] 43 9.1602 ± 0.2390 0.00678 ± 0.00102 0.00413 ± 0.00013 1.844 ± 0.081 % 97.310 ± 0.155 % [2026-06-11 16:21:04] 44 9.1697 ± 0.2366 0.00662 ± 0.00100 0.00411 ± 0.00013 1.835 ± 0.080 % 97.326 ± 0.152 % [2026-06-11 16:21:06] 45 9.2662 ± 0.2371 0.00649 ± 0.00099 0.00411 ± 0.00012 1.832 ± 0.078 % 97.307 ± 0.151 % [2026-06-11 16:21:08] 46 9.2131 ± 0.2327 0.00621 ± 0.00097 0.00411 ± 0.00012 1.852 ± 0.080 % 97.340 ± 0.149 % [2026-06-11 16:21:10] 47 9.3980 ± 0.2360 0.00616 ± 0.00096 0.00411 ± 0.00012 1.846 ± 0.078 % 97.313 ± 0.148 % [2026-06-11 16:21:13] 48 9.4833 ± 0.2361 0.00618 ± 0.00095 0.00409 ± 0.00012 1.836 ± 0.077 % 97.328 ± 0.146 % [2026-06-11 16:21:15] 49 9.3870 ± 0.2306 0.00617 ± 0.00094 0.00407 ± 0.00012 1.832 ± 0.076 % 97.327 ± 0.144 % [2026-06-11 16:21:17] 50 9.4426 ± 0.2299 0.00619 ± 0.00093 0.00406 ± 0.00012 1.829 ± 0.075 % 97.310 ± 0.143 % [2026-06-11 16:21:17] [2026-06-11 16:21:17] ====== Perplexity statistics ====== [2026-06-11 16:21:17] Mean PPL(Q) : 9.442556 ± 0.229916 [2026-06-11 16:21:17] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:21:17] Cor(ln(PPL(Q)), ln(PPL(base))): 99.93% [2026-06-11 16:21:17] Mean ln(PPL(Q)/PPL(base)) : 0.006191 ± 0.000929 [2026-06-11 16:21:17] Mean PPL(Q)/PPL(base) : 1.006210 ± 0.000935 [2026-06-11 16:21:17] Mean PPL(Q)-PPL(base) : 0.058279 ± 0.008969 [2026-06-11 16:21:17] [2026-06-11 16:21:17] ====== KL divergence statistics ====== [2026-06-11 16:21:17] Mean KLD: 0.004064 ± 0.000115 [2026-06-11 16:21:17] Maximum KLD: 0.493318 [2026-06-11 16:21:17] 99.9% KLD: 0.212939 [2026-06-11 16:21:17] 99.0% KLD: 0.037775 [2026-06-11 16:21:17] 95.0% KLD: 0.011314 [2026-06-11 16:21:17] 90.0% KLD: 0.007174 [2026-06-11 16:21:17] Median KLD: 0.002104 [2026-06-11 16:21:17] 10.0% KLD: 0.000109 [2026-06-11 16:21:17] 5.0% KLD: 0.000034 [2026-06-11 16:21:17] 1.0% KLD: 0.000004 [2026-06-11 16:21:17] 0.1% KLD: -0.000007 [2026-06-11 16:21:17] Minimum KLD: -0.000124 [2026-06-11 16:21:17] [2026-06-11 16:21:17] ====== Token probability statistics ====== [2026-06-11 16:21:17] Mean Δp: -0.077 ± 0.016 % [2026-06-11 16:21:17] Maximum Δp: 33.028% [2026-06-11 16:21:17] 99.9% Δp: 12.406% [2026-06-11 16:21:17] 99.0% Δp: 4.505% [2026-06-11 16:21:17] 95.0% Δp: 2.203% [2026-06-11 16:21:17] 90.0% Δp: 1.241% [2026-06-11 16:21:17] 75.0% Δp: 0.199% [2026-06-11 16:21:17] Median Δp: -0.001% [2026-06-11 16:21:17] 25.0% Δp: -0.290% [2026-06-11 16:21:17] 10.0% Δp: -1.443% [2026-06-11 16:21:17] 5.0% Δp: -2.410% [2026-06-11 16:21:17] 1.0% Δp: -5.548% [2026-06-11 16:21:17] 0.1% Δp: -14.836% [2026-06-11 16:21:17] Minimum Δp: -45.980% [2026-06-11 16:21:17] RMS Δp : 1.829 ± 0.075 % [2026-06-11 16:21:17] Same top p: 97.310 ± 0.143 % [2026-06-11 16:21:17] [2026-06-11 16:21:18] ✅ Finished target model 72: 1 files evaluated [2026-06-11 16:21:19] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-Q4_K/Qwen3.5_4B-MoQ-layers_24-27-Q4_K.gguf to free disk space [2026-06-11 16:21:19] ============================================================ [2026-06-11 16:21:19] TARGET MODEL 73/83: w-ahmad/test3 / MoQ-layers_24-27-Q5_K/Qwen3.5_4B-MoQ-layers_24-27-Q5_K.gguf [2026-06-11 16:21:19] ============================================================ [2026-06-11 16:21:50] [1/1] MoQ-layers_24-27-Q5_K/Qwen3.5_4B-MoQ-layers_24-27-Q5_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:21:50] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-Q5_K/Qwen3.5_4B-MoQ-layers_24-27-Q5_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:21:51] 0.00.325.333 I common_init_result: fitting params to device memory ... [2026-06-11 16:21:51] 0.00.325.343 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:22:03] 0.12.178.073 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:22:03] 0.12.233.506 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:22:03] 0.12.524.743 I [2026-06-11 16:22:03] 0.12.524.921 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:22:03] 0.12.617.088 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:22:05] 0.14.798.704 I kl_divergence: 2.18 seconds per pass - ETA 1.82 minutes [2026-06-11 16:22:05] [2026-06-11 16:22:05] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:22:05] 1 6.0217 ± 1.0214 0.00435 ± 0.00334 0.00144 ± 0.00025 0.996 ± 0.076 % 98.039 ± 0.870 % [2026-06-11 16:22:08] 2 8.8804 ± 1.1533 0.00203 ± 0.00245 0.00140 ± 0.00013 0.986 ± 0.067 % 98.627 ± 0.516 % [2026-06-11 16:22:10] 3 9.0466 ± 0.9437 0.00150 ± 0.00201 0.00143 ± 0.00010 1.028 ± 0.058 % 98.431 ± 0.450 % [2026-06-11 16:22:12] 4 8.8781 ± 0.7707 0.00194 ± 0.00172 0.00137 ± 0.00008 1.020 ± 0.050 % 97.941 ± 0.445 % [2026-06-11 16:22:14] 5 8.9490 ± 0.6818 0.00199 ± 0.00151 0.00131 ± 0.00006 0.983 ± 0.043 % 97.804 ± 0.411 % [2026-06-11 16:22:16] 6 9.2542 ± 0.6371 0.00108 ± 0.00135 0.00130 ± 0.00006 0.973 ± 0.040 % 97.712 ± 0.382 % [2026-06-11 16:22:18] 7 9.5804 ± 0.6111 0.00131 ± 0.00123 0.00127 ± 0.00005 0.951 ± 0.036 % 97.591 ± 0.363 % [2026-06-11 16:22:20] 8 10.4432 ± 0.6419 0.00140 ± 0.00116 0.00129 ± 0.00004 0.944 ± 0.032 % 97.647 ± 0.336 % [2026-06-11 16:22:22] 9 11.0703 ± 0.6461 0.00199 ± 0.00110 0.00128 ± 0.00004 0.962 ± 0.037 % 97.603 ± 0.319 % [2026-06-11 16:22:25] 10 11.5053 ± 0.6392 0.00212 ± 0.00104 0.00126 ± 0.00004 0.954 ± 0.034 % 97.608 ± 0.303 % [2026-06-11 16:22:27] 11 11.3942 ± 0.6015 0.00155 ± 0.00099 0.00126 ± 0.00004 0.939 ± 0.032 % 97.754 ± 0.280 % [2026-06-11 16:22:29] 12 11.5352 ± 0.5851 0.00184 ± 0.00097 0.00131 ± 0.00004 0.973 ± 0.036 % 97.778 ± 0.267 % [2026-06-11 16:22:31] 13 12.2163 ± 0.6051 0.00160 ± 0.00094 0.00132 ± 0.00004 0.983 ± 0.039 % 97.677 ± 0.262 % [2026-06-11 16:22:33] 14 11.6339 ± 0.5527 0.00242 ± 0.00107 0.00135 ± 0.00004 0.991 ± 0.037 % 97.815 ± 0.245 % [2026-06-11 16:22:36] 15 11.5168 ± 0.5282 0.00190 ± 0.00103 0.00138 ± 0.00004 0.988 ± 0.035 % 97.882 ± 0.233 % [2026-06-11 16:22:38] 16 11.6351 ± 0.5208 0.00185 ± 0.00100 0.00142 ± 0.00004 0.998 ± 0.034 % 97.819 ± 0.229 % [2026-06-11 16:22:40] 17 10.8378 ± 0.4663 0.00206 ± 0.00096 0.00141 ± 0.00004 1.021 ± 0.034 % 97.809 ± 0.222 % [2026-06-11 16:22:43] 18 10.8315 ± 0.4513 0.00222 ± 0.00095 0.00145 ± 0.00004 1.048 ± 0.035 % 97.821 ± 0.216 % [2026-06-11 16:22:45] 19 10.7294 ± 0.4362 0.00206 ± 0.00092 0.00150 ± 0.00005 1.044 ± 0.034 % 97.750 ± 0.213 % [2026-06-11 16:22:47] 20 10.7633 ± 0.4267 0.00212 ± 0.00091 0.00152 ± 0.00005 1.073 ± 0.036 % 97.784 ± 0.206 % [2026-06-11 16:22:49] 21 10.3759 ± 0.3990 0.00208 ± 0.00089 0.00156 ± 0.00005 1.096 ± 0.038 % 97.815 ± 0.200 % [2026-06-11 16:22:52] 22 10.2427 ± 0.3839 0.00201 ± 0.00087 0.00159 ± 0.00006 1.099 ± 0.036 % 97.807 ± 0.196 % [2026-06-11 16:22:54] 23 9.8475 ± 0.3586 0.00203 ± 0.00084 0.00157 ± 0.00005 1.094 ± 0.035 % 97.852 ± 0.189 % [2026-06-11 16:22:56] 24 9.3594 ± 0.3304 0.00215 ± 0.00082 0.00154 ± 0.00005 1.088 ± 0.034 % 97.876 ± 0.184 % [2026-06-11 16:22:58] 25 9.1837 ± 0.3164 0.00219 ± 0.00080 0.00153 ± 0.00005 1.084 ± 0.033 % 97.929 ± 0.178 % [2026-06-11 16:23:01] 26 8.9321 ± 0.2992 0.00205 ± 0.00078 0.00154 ± 0.00005 1.087 ± 0.032 % 97.934 ± 0.175 % [2026-06-11 16:23:03] 27 8.7654 ± 0.2869 0.00216 ± 0.00077 0.00154 ± 0.00005 1.096 ± 0.032 % 97.996 ± 0.169 % [2026-06-11 16:23:05] 28 8.6556 ± 0.2777 0.00221 ± 0.00075 0.00153 ± 0.00005 1.093 ± 0.031 % 98.039 ± 0.164 % [2026-06-11 16:23:07] 29 8.6157 ± 0.2714 0.00261 ± 0.00080 0.00152 ± 0.00004 1.089 ± 0.030 % 98.107 ± 0.158 % [2026-06-11 16:23:09] 30 8.5865 ± 0.2656 0.00232 ± 0.00078 0.00153 ± 0.00004 1.091 ± 0.029 % 98.118 ± 0.155 % [2026-06-11 16:23:12] 31 8.5014 ± 0.2577 0.00236 ± 0.00076 0.00152 ± 0.00004 1.084 ± 0.029 % 98.128 ± 0.152 % [2026-06-11 16:23:14] 32 8.5040 ± 0.2539 0.00266 ± 0.00077 0.00159 ± 0.00006 1.170 ± 0.066 % 98.064 ± 0.153 % [2026-06-11 16:23:16] 33 8.4558 ± 0.2483 0.00233 ± 0.00075 0.00158 ± 0.00005 1.169 ± 0.065 % 98.063 ± 0.150 % [2026-06-11 16:23:18] 34 8.5351 ± 0.2475 0.00238 ± 0.00074 0.00159 ± 0.00005 1.171 ± 0.063 % 98.074 ± 0.148 % [2026-06-11 16:23:20] 35 8.6294 ± 0.2467 0.00242 ± 0.00074 0.00162 ± 0.00005 1.196 ± 0.063 % 98.039 ± 0.147 % [2026-06-11 16:23:22] 36 8.8122 ± 0.2488 0.00245 ± 0.00073 0.00162 ± 0.00005 1.188 ± 0.062 % 98.007 ± 0.146 % [2026-06-11 16:23:25] 37 8.9258 ± 0.2484 0.00255 ± 0.00071 0.00162 ± 0.00005 1.182 ± 0.060 % 98.018 ± 0.144 % [2026-06-11 16:23:27] 38 8.9408 ± 0.2455 0.00244 ± 0.00070 0.00162 ± 0.00005 1.177 ± 0.059 % 97.998 ± 0.142 % [2026-06-11 16:23:29] 39 8.9371 ± 0.2424 0.00262 ± 0.00069 0.00161 ± 0.00005 1.173 ± 0.058 % 97.979 ± 0.141 % [2026-06-11 16:23:31] 40 8.9730 ± 0.2410 0.00281 ± 0.00074 0.00161 ± 0.00005 1.172 ± 0.057 % 97.961 ± 0.140 % [2026-06-11 16:23:33] 41 9.0219 ± 0.2398 0.00292 ± 0.00073 0.00161 ± 0.00005 1.171 ± 0.055 % 97.963 ± 0.138 % [2026-06-11 16:23:35] 42 9.0972 ± 0.2391 0.00297 ± 0.00072 0.00160 ± 0.00005 1.171 ± 0.054 % 97.983 ± 0.136 % [2026-06-11 16:23:38] 43 9.1253 ± 0.2377 0.00297 ± 0.00071 0.00162 ± 0.00005 1.193 ± 0.057 % 97.984 ± 0.134 % [2026-06-11 16:23:40] 44 9.1363 ± 0.2353 0.00297 ± 0.00070 0.00162 ± 0.00005 1.197 ± 0.056 % 97.977 ± 0.133 % [2026-06-11 16:23:42] 45 9.2342 ± 0.2359 0.00303 ± 0.00069 0.00163 ± 0.00005 1.197 ± 0.055 % 97.961 ± 0.132 % [2026-06-11 16:23:44] 46 9.1836 ± 0.2316 0.00299 ± 0.00068 0.00162 ± 0.00005 1.198 ± 0.053 % 97.971 ± 0.130 % [2026-06-11 16:23:46] 47 9.3687 ± 0.2349 0.00304 ± 0.00067 0.00162 ± 0.00005 1.194 ± 0.052 % 97.972 ± 0.129 % [2026-06-11 16:23:48] 48 9.4540 ± 0.2350 0.00309 ± 0.00067 0.00161 ± 0.00004 1.188 ± 0.052 % 97.990 ± 0.127 % [2026-06-11 16:23:51] 49 9.3580 ± 0.2296 0.00307 ± 0.00066 0.00161 ± 0.00004 1.186 ± 0.051 % 97.975 ± 0.126 % [2026-06-11 16:23:53] 50 9.4123 ± 0.2288 0.00298 ± 0.00065 0.00161 ± 0.00004 1.186 ± 0.050 % 97.976 ± 0.125 % [2026-06-11 16:23:53] [2026-06-11 16:23:53] ====== Perplexity statistics ====== [2026-06-11 16:23:53] Mean PPL(Q) : 9.412307 ± 0.228820 [2026-06-11 16:23:53] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:23:53] Cor(ln(PPL(Q)), ln(PPL(base))): 99.96% [2026-06-11 16:23:53] Mean ln(PPL(Q)/PPL(base)) : 0.002983 ± 0.000652 [2026-06-11 16:23:53] Mean PPL(Q)/PPL(base) : 1.002987 ± 0.000654 [2026-06-11 16:23:53] Mean PPL(Q)-PPL(base) : 0.028031 ± 0.006203 [2026-06-11 16:23:53] [2026-06-11 16:23:53] ====== KL divergence statistics ====== [2026-06-11 16:23:53] Mean KLD: 0.001607 ± 0.000043 [2026-06-11 16:23:53] Maximum KLD: 0.276882 [2026-06-11 16:23:53] 99.9% KLD: 0.067815 [2026-06-11 16:23:53] 99.0% KLD: 0.012538 [2026-06-11 16:23:53] 95.0% KLD: 0.004423 [2026-06-11 16:23:53] 90.0% KLD: 0.002912 [2026-06-11 16:23:53] Median KLD: 0.000950 [2026-06-11 16:23:53] 10.0% KLD: 0.000038 [2026-06-11 16:23:53] 5.0% KLD: 0.000012 [2026-06-11 16:23:53] 1.0% KLD: 0.000001 [2026-06-11 16:23:53] 0.1% KLD: -0.000014 [2026-06-11 16:23:53] Minimum KLD: -0.000030 [2026-06-11 16:23:53] [2026-06-11 16:23:53] ====== Token probability statistics ====== [2026-06-11 16:23:53] Mean Δp: -0.041 ± 0.011 % [2026-06-11 16:23:53] Maximum Δp: 33.528% [2026-06-11 16:23:53] 99.9% Δp: 6.740% [2026-06-11 16:23:53] 99.0% Δp: 3.077% [2026-06-11 16:23:53] 95.0% Δp: 1.575% [2026-06-11 16:23:53] 90.0% Δp: 0.771% [2026-06-11 16:23:53] 75.0% Δp: 0.123% [2026-06-11 16:23:53] Median Δp: 0.000% [2026-06-11 16:23:53] 25.0% Δp: -0.129% [2026-06-11 16:23:53] 10.0% Δp: -0.912% [2026-06-11 16:23:53] 5.0% Δp: -1.883% [2026-06-11 16:23:53] 1.0% Δp: -3.335% [2026-06-11 16:23:53] 0.1% Δp: -9.399% [2026-06-11 16:23:53] Minimum Δp: -24.785% [2026-06-11 16:23:53] RMS Δp : 1.186 ± 0.050 % [2026-06-11 16:23:53] Same top p: 97.976 ± 0.125 % [2026-06-11 16:23:53] [2026-06-11 16:23:53] ✅ Finished target model 73: 1 files evaluated [2026-06-11 16:23:55] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-Q5_K/Qwen3.5_4B-MoQ-layers_24-27-Q5_K.gguf to free disk space [2026-06-11 16:23:55] ============================================================ [2026-06-11 16:23:55] TARGET MODEL 74/83: w-ahmad/test3 / MoQ-layers_24-27-Q6_K/Qwen3.5_4B-MoQ-layers_24-27-Q6_K.gguf [2026-06-11 16:23:55] ============================================================ [2026-06-11 16:24:18] [1/1] MoQ-layers_24-27-Q6_K/Qwen3.5_4B-MoQ-layers_24-27-Q6_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:24:19] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-Q6_K/Qwen3.5_4B-MoQ-layers_24-27-Q6_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:24:19] 0.00.323.551 I common_init_result: fitting params to device memory ... [2026-06-11 16:24:19] 0.00.323.563 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:24:30] 0.10.527.714 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:24:30] 0.10.583.662 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:24:30] 0.10.877.183 I [2026-06-11 16:24:30] 0.10.877.322 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:24:30] 0.10.972.688 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:24:32] 0.13.150.761 I kl_divergence: 2.18 seconds per pass - ETA 1.80 minutes [2026-06-11 16:24:32] [2026-06-11 16:24:32] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:24:32] 1 6.0042 ± 1.0197 0.00146 ± 0.00224 0.00067 ± 0.00010 0.857 ± 0.090 % 98.824 ± 0.677 % [2026-06-11 16:24:35] 2 8.8652 ± 1.1522 0.00031 ± 0.00168 0.00065 ± 0.00005 0.793 ± 0.058 % 98.627 ± 0.516 % [2026-06-11 16:24:37] 3 9.0327 ± 0.9424 -0.00003 ± 0.00133 0.00065 ± 0.00004 0.796 ± 0.061 % 98.954 ± 0.368 % [2026-06-11 16:24:39] 4 8.8585 ± 0.7693 -0.00026 ± 0.00114 0.00063 ± 0.00003 0.807 ± 0.049 % 99.020 ± 0.309 % [2026-06-11 16:24:41] 5 8.9360 ± 0.6812 0.00054 ± 0.00101 0.00062 ± 0.00003 0.785 ± 0.045 % 98.588 ± 0.331 % [2026-06-11 16:24:43] 6 9.2465 ± 0.6371 0.00025 ± 0.00090 0.00062 ± 0.00002 0.788 ± 0.039 % 98.366 ± 0.324 % [2026-06-11 16:24:45] 7 9.5699 ± 0.6107 0.00022 ± 0.00082 0.00060 ± 0.00002 0.761 ± 0.036 % 98.431 ± 0.294 % [2026-06-11 16:24:47] 8 10.4357 ± 0.6416 0.00069 ± 0.00077 0.00060 ± 0.00002 0.749 ± 0.033 % 98.578 ± 0.262 % [2026-06-11 16:24:50] 9 11.0596 ± 0.6456 0.00103 ± 0.00072 0.00060 ± 0.00002 0.735 ± 0.030 % 98.649 ± 0.241 % [2026-06-11 16:24:52] 10 11.4965 ± 0.6388 0.00136 ± 0.00068 0.00059 ± 0.00002 0.722 ± 0.028 % 98.588 ± 0.234 % [2026-06-11 16:24:54] 11 11.3908 ± 0.6015 0.00124 ± 0.00065 0.00058 ± 0.00002 0.718 ± 0.027 % 98.645 ± 0.218 % [2026-06-11 16:24:56] 12 11.5310 ± 0.5851 0.00147 ± 0.00062 0.00061 ± 0.00002 0.728 ± 0.026 % 98.693 ± 0.205 % [2026-06-11 16:24:58] 13 12.2122 ± 0.6050 0.00126 ± 0.00060 0.00061 ± 0.00002 0.722 ± 0.025 % 98.733 ± 0.194 % [2026-06-11 16:25:01] 14 11.6231 ± 0.5522 0.00149 ± 0.00073 0.00062 ± 0.00002 0.749 ± 0.025 % 98.796 ± 0.183 % [2026-06-11 16:25:03] 15 11.5096 ± 0.5280 0.00127 ± 0.00070 0.00063 ± 0.00002 0.750 ± 0.024 % 98.797 ± 0.176 % [2026-06-11 16:25:05] 16 11.6272 ± 0.5206 0.00117 ± 0.00068 0.00064 ± 0.00002 0.758 ± 0.024 % 98.725 ± 0.176 % [2026-06-11 16:25:08] 17 10.8285 ± 0.4660 0.00120 ± 0.00065 0.00064 ± 0.00002 0.772 ± 0.024 % 98.777 ± 0.167 % [2026-06-11 16:25:10] 18 10.8182 ± 0.4509 0.00100 ± 0.00063 0.00065 ± 0.00002 0.780 ± 0.024 % 98.824 ± 0.159 % [2026-06-11 16:25:12] 19 10.7169 ± 0.4359 0.00089 ± 0.00061 0.00067 ± 0.00003 0.828 ± 0.057 % 98.782 ± 0.158 % [2026-06-11 16:25:14] 20 10.7488 ± 0.4264 0.00077 ± 0.00061 0.00068 ± 0.00002 0.839 ± 0.055 % 98.784 ± 0.153 % [2026-06-11 16:25:17] 21 10.3611 ± 0.3987 0.00066 ± 0.00059 0.00069 ± 0.00002 0.842 ± 0.052 % 98.805 ± 0.149 % [2026-06-11 16:25:19] 22 10.2319 ± 0.3838 0.00096 ± 0.00057 0.00069 ± 0.00002 0.841 ± 0.050 % 98.788 ± 0.146 % [2026-06-11 16:25:21] 23 9.8390 ± 0.3585 0.00117 ± 0.00056 0.00069 ± 0.00002 0.841 ± 0.048 % 98.755 ± 0.145 % [2026-06-11 16:25:23] 24 9.3514 ± 0.3303 0.00129 ± 0.00054 0.00068 ± 0.00002 0.838 ± 0.046 % 98.742 ± 0.142 % [2026-06-11 16:25:26] 25 9.1749 ± 0.3163 0.00123 ± 0.00053 0.00068 ± 0.00002 0.838 ± 0.045 % 98.776 ± 0.138 % [2026-06-11 16:25:28] 26 8.9226 ± 0.2991 0.00098 ± 0.00051 0.00068 ± 0.00002 0.837 ± 0.043 % 98.763 ± 0.136 % [2026-06-11 16:25:30] 27 8.7546 ± 0.2868 0.00093 ± 0.00050 0.00068 ± 0.00002 0.840 ± 0.041 % 98.765 ± 0.133 % [2026-06-11 16:25:32] 28 8.6454 ± 0.2776 0.00102 ± 0.00049 0.00067 ± 0.00002 0.839 ± 0.040 % 98.796 ± 0.129 % [2026-06-11 16:25:34] 29 8.6051 ± 0.2712 0.00137 ± 0.00059 0.00067 ± 0.00002 0.834 ± 0.039 % 98.824 ± 0.125 % [2026-06-11 16:25:37] 30 8.5776 ± 0.2655 0.00128 ± 0.00058 0.00067 ± 0.00002 0.830 ± 0.038 % 98.810 ± 0.124 % [2026-06-11 16:25:39] 31 8.4926 ± 0.2576 0.00133 ± 0.00056 0.00067 ± 0.00002 0.828 ± 0.037 % 98.836 ± 0.121 % [2026-06-11 16:25:41] 32 8.4926 ± 0.2537 0.00131 ± 0.00055 0.00067 ± 0.00002 0.831 ± 0.036 % 98.836 ± 0.119 % [2026-06-11 16:25:43] 33 8.4472 ± 0.2482 0.00131 ± 0.00054 0.00067 ± 0.00002 0.826 ± 0.035 % 98.859 ± 0.116 % [2026-06-11 16:25:45] 34 8.5257 ± 0.2474 0.00128 ± 0.00053 0.00067 ± 0.00002 0.825 ± 0.034 % 98.870 ± 0.114 % [2026-06-11 16:25:47] 35 8.6185 ± 0.2465 0.00116 ± 0.00052 0.00067 ± 0.00002 0.823 ± 0.033 % 98.857 ± 0.113 % [2026-06-11 16:25:50] 36 8.8014 ± 0.2486 0.00122 ± 0.00051 0.00067 ± 0.00002 0.821 ± 0.032 % 98.856 ± 0.111 % [2026-06-11 16:25:52] 37 8.9133 ± 0.2482 0.00115 ± 0.00050 0.00068 ± 0.00002 0.819 ± 0.032 % 98.855 ± 0.110 % [2026-06-11 16:25:54] 38 8.9290 ± 0.2453 0.00112 ± 0.00049 0.00068 ± 0.00001 0.816 ± 0.031 % 98.834 ± 0.109 % [2026-06-11 16:25:56] 39 8.9236 ± 0.2421 0.00110 ± 0.00048 0.00067 ± 0.00001 0.814 ± 0.030 % 98.834 ± 0.108 % [2026-06-11 16:25:58] 40 8.9604 ± 0.2408 0.00140 ± 0.00055 0.00067 ± 0.00001 0.815 ± 0.030 % 98.814 ± 0.107 % [2026-06-11 16:26:00] 41 9.0072 ± 0.2395 0.00129 ± 0.00054 0.00067 ± 0.00001 0.818 ± 0.029 % 98.833 ± 0.105 % [2026-06-11 16:26:02] 42 9.0820 ± 0.2388 0.00130 ± 0.00053 0.00067 ± 0.00001 0.815 ± 0.028 % 98.842 ± 0.103 % [2026-06-11 16:26:05] 43 9.1097 ± 0.2373 0.00126 ± 0.00052 0.00067 ± 0.00001 0.817 ± 0.028 % 98.833 ± 0.103 % [2026-06-11 16:26:07] 44 9.1202 ± 0.2350 0.00121 ± 0.00051 0.00067 ± 0.00001 0.818 ± 0.027 % 98.832 ± 0.101 % [2026-06-11 16:26:09] 45 9.2172 ± 0.2355 0.00118 ± 0.00050 0.00068 ± 0.00001 0.818 ± 0.027 % 98.824 ± 0.101 % [2026-06-11 16:26:11] 46 9.1666 ± 0.2312 0.00115 ± 0.00049 0.00068 ± 0.00001 0.822 ± 0.026 % 98.824 ± 0.100 % [2026-06-11 16:26:13] 47 9.3505 ± 0.2345 0.00110 ± 0.00049 0.00068 ± 0.00001 0.820 ± 0.026 % 98.824 ± 0.098 % [2026-06-11 16:26:16] 48 9.4367 ± 0.2346 0.00125 ± 0.00050 0.00068 ± 0.00001 0.818 ± 0.025 % 98.815 ± 0.098 % [2026-06-11 16:26:18] 49 9.3409 ± 0.2292 0.00124 ± 0.00049 0.00068 ± 0.00001 0.817 ± 0.025 % 98.800 ± 0.097 % [2026-06-11 16:26:20] 50 9.3966 ± 0.2285 0.00131 ± 0.00048 0.00068 ± 0.00001 0.819 ± 0.024 % 98.808 ± 0.096 % [2026-06-11 16:26:20] [2026-06-11 16:26:20] ====== Perplexity statistics ====== [2026-06-11 16:26:20] Mean PPL(Q) : 9.396606 ± 0.228467 [2026-06-11 16:26:20] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:26:20] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 16:26:20] Mean ln(PPL(Q)/PPL(base)) : 0.001313 ± 0.000483 [2026-06-11 16:26:20] Mean PPL(Q)/PPL(base) : 1.001314 ± 0.000484 [2026-06-11 16:26:20] Mean PPL(Q)-PPL(base) : 0.012330 ± 0.004570 [2026-06-11 16:26:20] [2026-06-11 16:26:20] ====== KL divergence statistics ====== [2026-06-11 16:26:20] Mean KLD: 0.000678 ± 0.000012 [2026-06-11 16:26:20] Maximum KLD: 0.088603 [2026-06-11 16:26:20] 99.9% KLD: 0.012595 [2026-06-11 16:26:20] 99.0% KLD: 0.004164 [2026-06-11 16:26:20] 95.0% KLD: 0.002037 [2026-06-11 16:26:20] 90.0% KLD: 0.001755 [2026-06-11 16:26:20] Median KLD: 0.000342 [2026-06-11 16:26:20] 10.0% KLD: 0.000009 [2026-06-11 16:26:20] 5.0% KLD: 0.000002 [2026-06-11 16:26:20] 1.0% KLD: -0.000003 [2026-06-11 16:26:20] 0.1% KLD: -0.000018 [2026-06-11 16:26:20] Minimum KLD: -0.000084 [2026-06-11 16:26:20] [2026-06-11 16:26:20] ====== Token probability statistics ====== [2026-06-11 16:26:20] Mean Δp: -0.018 ± 0.007 % [2026-06-11 16:26:20] Maximum Δp: 20.644% [2026-06-11 16:26:20] 99.9% Δp: 5.026% [2026-06-11 16:26:20] 99.0% Δp: 2.818% [2026-06-11 16:26:20] 95.0% Δp: 1.064% [2026-06-11 16:26:20] 90.0% Δp: 0.407% [2026-06-11 16:26:20] 75.0% Δp: 0.047% [2026-06-11 16:26:20] Median Δp: -0.000% [2026-06-11 16:26:20] 25.0% Δp: -0.057% [2026-06-11 16:26:20] 10.0% Δp: -0.481% [2026-06-11 16:26:20] 5.0% Δp: -1.293% [2026-06-11 16:26:20] 1.0% Δp: -2.826% [2026-06-11 16:26:20] 0.1% Δp: -4.725% [2026-06-11 16:26:20] Minimum Δp: -7.263% [2026-06-11 16:26:20] RMS Δp : 0.819 ± 0.024 % [2026-06-11 16:26:20] Same top p: 98.808 ± 0.096 % [2026-06-11 16:26:20] [2026-06-11 16:26:21] ✅ Finished target model 74: 1 files evaluated [2026-06-11 16:26:22] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-Q6_K/Qwen3.5_4B-MoQ-layers_24-27-Q6_K.gguf to free disk space [2026-06-11 16:26:22] ============================================================ [2026-06-11 16:26:22] TARGET MODEL 75/83: w-ahmad/test3 / MoQ-layers_24-27-Q8_0/Qwen3.5_4B-MoQ-layers_24-27-Q8_0.gguf [2026-06-11 16:26:22] ============================================================ [2026-06-11 16:26:49] [1/1] MoQ-layers_24-27-Q8_0/Qwen3.5_4B-MoQ-layers_24-27-Q8_0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:26:49] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_24-27-Q8_0/Qwen3.5_4B-MoQ-layers_24-27-Q8_0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:26:50] 0.00.346.155 I common_init_result: fitting params to device memory ... [2026-06-11 16:26:50] 0.00.346.166 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:27:00] 0.10.709.291 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:27:00] 0.10.756.098 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:27:01] 0.11.036.513 I [2026-06-11 16:27:01] 0.11.036.653 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:27:01] 0.11.132.590 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:27:03] 0.13.329.667 I kl_divergence: 2.20 seconds per pass - ETA 1.82 minutes [2026-06-11 16:27:03] [2026-06-11 16:27:03] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:27:03] 1 6.0015 ± 1.0187 0.00100 ± 0.00191 0.00037 ± 0.00004 0.747 ± 0.082 % 99.216 ± 0.554 % [2026-06-11 16:27:05] 2 8.8687 ± 1.1527 0.00071 ± 0.00148 0.00037 ± 0.00003 0.676 ± 0.055 % 98.824 ± 0.478 % [2026-06-11 16:27:07] 3 9.0332 ± 0.9430 0.00001 ± 0.00119 0.00037 ± 0.00002 0.681 ± 0.043 % 99.216 ± 0.319 % [2026-06-11 16:27:09] 4 8.8605 ± 0.7697 -0.00004 ± 0.00099 0.00038 ± 0.00002 0.673 ± 0.041 % 99.216 ± 0.276 % [2026-06-11 16:27:11] 5 8.9289 ± 0.6807 -0.00025 ± 0.00086 0.00038 ± 0.00002 0.668 ± 0.036 % 99.216 ± 0.247 % [2026-06-11 16:27:14] 6 9.2401 ± 0.6366 -0.00045 ± 0.00076 0.00038 ± 0.00002 0.655 ± 0.033 % 99.020 ± 0.252 % [2026-06-11 16:27:16] 7 9.5680 ± 0.6105 0.00002 ± 0.00070 0.00038 ± 0.00001 0.644 ± 0.030 % 99.104 ± 0.223 % [2026-06-11 16:27:18] 8 10.4275 ± 0.6410 -0.00011 ± 0.00066 0.00038 ± 0.00001 0.640 ± 0.028 % 99.118 ± 0.207 % [2026-06-11 16:27:20] 9 11.0485 ± 0.6448 0.00002 ± 0.00061 0.00038 ± 0.00001 0.629 ± 0.026 % 99.172 ± 0.189 % [2026-06-11 16:27:22] 10 11.4791 ± 0.6377 -0.00016 ± 0.00058 0.00038 ± 0.00001 0.626 ± 0.025 % 99.137 ± 0.183 % [2026-06-11 16:27:24] 11 11.3709 ± 0.6003 -0.00050 ± 0.00056 0.00037 ± 0.00001 0.619 ± 0.024 % 99.037 ± 0.184 % [2026-06-11 16:27:27] 12 11.5070 ± 0.5837 -0.00061 ± 0.00053 0.00038 ± 0.00001 0.632 ± 0.023 % 99.052 ± 0.175 % [2026-06-11 16:27:29] 13 12.1883 ± 0.6037 -0.00070 ± 0.00051 0.00038 ± 0.00001 0.620 ± 0.022 % 99.065 ± 0.167 % [2026-06-11 16:27:31] 14 11.6046 ± 0.5513 -0.00011 ± 0.00072 0.00038 ± 0.00001 0.623 ± 0.021 % 99.132 ± 0.155 % [2026-06-11 16:27:33] 15 11.4933 ± 0.5272 -0.00014 ± 0.00068 0.00038 ± 0.00001 0.620 ± 0.020 % 99.190 ± 0.145 % [2026-06-11 16:27:36] 16 11.6145 ± 0.5200 0.00007 ± 0.00065 0.00038 ± 0.00001 0.618 ± 0.020 % 99.142 ± 0.144 % [2026-06-11 16:27:38] 17 10.8161 ± 0.4655 0.00005 ± 0.00062 0.00038 ± 0.00001 0.614 ± 0.019 % 99.146 ± 0.140 % [2026-06-11 16:27:40] 18 10.8074 ± 0.4504 -0.00000 ± 0.00059 0.00038 ± 0.00001 0.619 ± 0.018 % 99.107 ± 0.139 % [2026-06-11 16:27:42] 19 10.7072 ± 0.4355 -0.00001 ± 0.00057 0.00039 ± 0.00001 0.621 ± 0.018 % 99.112 ± 0.135 % [2026-06-11 16:27:45] 20 10.7403 ± 0.4259 -0.00002 ± 0.00055 0.00039 ± 0.00001 0.620 ± 0.017 % 99.157 ± 0.128 % [2026-06-11 16:27:47] 21 10.3545 ± 0.3984 0.00002 ± 0.00053 0.00039 ± 0.00001 0.631 ± 0.017 % 99.160 ± 0.125 % [2026-06-11 16:27:49] 22 10.2238 ± 0.3834 0.00016 ± 0.00052 0.00039 ± 0.00001 0.638 ± 0.017 % 99.127 ± 0.124 % [2026-06-11 16:27:52] 23 9.8293 ± 0.3581 0.00018 ± 0.00050 0.00039 ± 0.00001 0.631 ± 0.016 % 99.147 ± 0.120 % [2026-06-11 16:27:54] 24 9.3418 ± 0.3299 0.00026 ± 0.00049 0.00038 ± 0.00001 0.630 ± 0.016 % 99.134 ± 0.118 % [2026-06-11 16:27:56] 25 9.1667 ± 0.3160 0.00034 ± 0.00047 0.00039 ± 0.00001 0.629 ± 0.016 % 99.153 ± 0.115 % [2026-06-11 16:27:58] 26 8.9155 ± 0.2988 0.00019 ± 0.00046 0.00039 ± 0.00001 0.634 ± 0.015 % 99.140 ± 0.113 % [2026-06-11 16:28:00] 27 8.7479 ± 0.2865 0.00016 ± 0.00045 0.00039 ± 0.00001 0.633 ± 0.015 % 99.143 ± 0.111 % [2026-06-11 16:28:03] 28 8.6380 ± 0.2773 0.00017 ± 0.00044 0.00038 ± 0.00001 0.631 ± 0.015 % 99.146 ± 0.109 % [2026-06-11 16:28:05] 29 8.5976 ± 0.2709 0.00050 ± 0.00055 0.00038 ± 0.00001 0.631 ± 0.014 % 99.148 ± 0.107 % [2026-06-11 16:28:07] 30 8.5706 ± 0.2652 0.00047 ± 0.00053 0.00038 ± 0.00001 0.630 ± 0.014 % 99.124 ± 0.107 % [2026-06-11 16:28:09] 31 8.4845 ± 0.2573 0.00037 ± 0.00052 0.00038 ± 0.00001 0.629 ± 0.014 % 99.140 ± 0.104 % [2026-06-11 16:28:11] 32 8.4845 ± 0.2534 0.00036 ± 0.00051 0.00039 ± 0.00001 0.630 ± 0.014 % 99.142 ± 0.102 % [2026-06-11 16:28:14] 33 8.4395 ± 0.2479 0.00041 ± 0.00049 0.00039 ± 0.00001 0.628 ± 0.014 % 99.144 ± 0.100 % [2026-06-11 16:28:16] 34 8.5179 ± 0.2471 0.00037 ± 0.00048 0.00039 ± 0.00001 0.627 ± 0.013 % 99.135 ± 0.099 % [2026-06-11 16:28:18] 35 8.6116 ± 0.2462 0.00035 ± 0.00047 0.00039 ± 0.00001 0.626 ± 0.013 % 99.137 ± 0.098 % [2026-06-11 16:28:20] 36 8.7945 ± 0.2483 0.00044 ± 0.00046 0.00039 ± 0.00001 0.624 ± 0.013 % 99.139 ± 0.096 % [2026-06-11 16:28:22] 37 8.9073 ± 0.2480 0.00048 ± 0.00045 0.00039 ± 0.00001 0.625 ± 0.013 % 99.141 ± 0.095 % [2026-06-11 16:28:24] 38 8.9239 ± 0.2451 0.00054 ± 0.00044 0.00039 ± 0.00001 0.625 ± 0.013 % 99.133 ± 0.094 % [2026-06-11 16:28:26] 39 8.9187 ± 0.2419 0.00055 ± 0.00043 0.00039 ± 0.00001 0.622 ± 0.013 % 99.145 ± 0.092 % [2026-06-11 16:28:29] 40 8.9556 ± 0.2406 0.00087 ± 0.00051 0.00039 ± 0.00001 0.622 ± 0.012 % 99.147 ± 0.091 % [2026-06-11 16:28:31] 41 9.0031 ± 0.2393 0.00084 ± 0.00050 0.00039 ± 0.00001 0.622 ± 0.012 % 99.149 ± 0.090 % [2026-06-11 16:28:33] 42 9.0773 ± 0.2386 0.00078 ± 0.00049 0.00039 ± 0.00001 0.622 ± 0.012 % 99.150 ± 0.089 % [2026-06-11 16:28:35] 43 9.1056 ± 0.2372 0.00080 ± 0.00048 0.00039 ± 0.00001 0.624 ± 0.012 % 99.152 ± 0.088 % [2026-06-11 16:28:37] 44 9.1163 ± 0.2349 0.00079 ± 0.00047 0.00039 ± 0.00001 0.624 ± 0.012 % 99.118 ± 0.088 % [2026-06-11 16:28:39] 45 9.2131 ± 0.2354 0.00074 ± 0.00046 0.00039 ± 0.00001 0.629 ± 0.012 % 99.129 ± 0.087 % [2026-06-11 16:28:42] 46 9.1630 ± 0.2311 0.00075 ± 0.00045 0.00039 ± 0.00001 0.631 ± 0.012 % 99.130 ± 0.086 % [2026-06-11 16:28:44] 47 9.3478 ± 0.2344 0.00080 ± 0.00044 0.00039 ± 0.00001 0.630 ± 0.012 % 99.132 ± 0.085 % [2026-06-11 16:28:46] 48 9.4336 ± 0.2345 0.00093 ± 0.00046 0.00039 ± 0.00001 0.629 ± 0.011 % 99.142 ± 0.083 % [2026-06-11 16:28:48] 49 9.3380 ± 0.2291 0.00093 ± 0.00045 0.00039 ± 0.00001 0.631 ± 0.011 % 99.136 ± 0.083 % [2026-06-11 16:28:50] 50 9.3931 ± 0.2284 0.00094 ± 0.00044 0.00039 ± 0.00001 0.630 ± 0.011 % 99.153 ± 0.081 % [2026-06-11 16:28:50] [2026-06-11 16:28:50] ====== Perplexity statistics ====== [2026-06-11 16:28:50] Mean PPL(Q) : 9.393116 ± 0.228363 [2026-06-11 16:28:50] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:28:50] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 16:28:50] Mean ln(PPL(Q)/PPL(base)) : 0.000941 ± 0.000442 [2026-06-11 16:28:50] Mean PPL(Q)/PPL(base) : 1.000942 ± 0.000443 [2026-06-11 16:28:50] Mean PPL(Q)-PPL(base) : 0.008839 ± 0.004176 [2026-06-11 16:28:50] [2026-06-11 16:28:50] ====== KL divergence statistics ====== [2026-06-11 16:28:50] Mean KLD: 0.000392 ± 0.000005 [2026-06-11 16:28:50] Maximum KLD: 0.011035 [2026-06-11 16:28:50] 99.9% KLD: 0.005741 [2026-06-11 16:28:50] 99.0% KLD: 0.002264 [2026-06-11 16:28:50] 95.0% KLD: 0.001736 [2026-06-11 16:28:50] 90.0% KLD: 0.001263 [2026-06-11 16:28:50] Median KLD: 0.000136 [2026-06-11 16:28:50] 10.0% KLD: 0.000001 [2026-06-11 16:28:50] 5.0% KLD: -0.000001 [2026-06-11 16:28:50] 1.0% KLD: -0.000008 [2026-06-11 16:28:50] 0.1% KLD: -0.000017 [2026-06-11 16:28:50] Minimum KLD: -0.000064 [2026-06-11 16:28:50] [2026-06-11 16:28:50] ====== Token probability statistics ====== [2026-06-11 16:28:50] Mean Δp: 0.003 ± 0.006 % [2026-06-11 16:28:50] Maximum Δp: 6.002% [2026-06-11 16:28:50] 99.9% Δp: 3.364% [2026-06-11 16:28:50] 99.0% Δp: 2.732% [2026-06-11 16:28:50] 95.0% Δp: 0.749% [2026-06-11 16:28:50] 90.0% Δp: 0.204% [2026-06-11 16:28:50] 75.0% Δp: 0.018% [2026-06-11 16:28:50] Median Δp: -0.000% [2026-06-11 16:28:50] 25.0% Δp: -0.033% [2026-06-11 16:28:50] 10.0% Δp: -0.240% [2026-06-11 16:28:50] 5.0% Δp: -0.698% [2026-06-11 16:28:50] 1.0% Δp: -2.458% [2026-06-11 16:28:50] 0.1% Δp: -3.242% [2026-06-11 16:28:50] Minimum Δp: -5.460% [2026-06-11 16:28:50] RMS Δp : 0.630 ± 0.011 % [2026-06-11 16:28:50] Same top p: 99.153 ± 0.081 % [2026-06-11 16:28:50] [2026-06-11 16:28:51] ✅ Finished target model 75: 1 files evaluated [2026-06-11 16:28:52] 🗑️ Deleted /kaggle/working/MoQ-layers_24-27-Q8_0/Qwen3.5_4B-MoQ-layers_24-27-Q8_0.gguf to free disk space [2026-06-11 16:28:52] ============================================================ [2026-06-11 16:28:52] TARGET MODEL 76/83: w-ahmad/test3 / MoQ-layers_28-31-IQ1_M/Qwen3.5_4B-MoQ-layers_28-31-IQ1_M.gguf [2026-06-11 16:28:52] ============================================================ [2026-06-11 16:29:16] [1/1] MoQ-layers_28-31-IQ1_M/Qwen3.5_4B-MoQ-layers_28-31-IQ1_M.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:29:17] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ1_M/Qwen3.5_4B-MoQ-layers_28-31-IQ1_M.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:29:17] 0.00.311.199 I common_init_result: fitting params to device memory ... [2026-06-11 16:29:17] 0.00.311.254 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:29:27] 0.10.401.474 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:29:27] 0.10.453.265 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:29:28] 0.10.740.972 I [2026-06-11 16:29:28] 0.10.741.171 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:29:28] 0.10.835.953 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:29:30] 0.13.085.049 I kl_divergence: 2.25 seconds per pass - ETA 1.87 minutes [2026-06-11 16:29:30] [2026-06-11 16:29:30] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:29:30] 1 8.1403 ± 1.5126 0.30582 ± 0.05842 0.22888 ± 0.03767 15.461 ± 2.138 % 85.098 ± 2.234 % [2026-06-11 16:29:32] 2 11.4977 ± 1.5715 0.26033 ± 0.03799 0.22146 ± 0.02369 14.693 ± 1.473 % 81.961 ± 1.704 % [2026-06-11 16:29:35] 3 11.6741 ± 1.2919 0.25648 ± 0.02902 0.20702 ± 0.01649 14.428 ± 1.085 % 80.131 ± 1.444 % [2026-06-11 16:29:37] 4 11.1095 ± 1.0273 0.22617 ± 0.02371 0.19407 ± 0.01265 13.720 ± 0.889 % 79.412 ± 1.267 % [2026-06-11 16:29:39] 5 11.0140 ± 0.8922 0.20962 ± 0.02014 0.17868 ± 0.01026 12.809 ± 0.768 % 79.843 ± 1.124 % [2026-06-11 16:29:41] 6 11.3407 ± 0.8300 0.20440 ± 0.01804 0.17804 ± 0.00892 12.730 ± 0.705 % 79.412 ± 1.034 % [2026-06-11 16:29:43] 7 11.5997 ± 0.7835 0.19257 ± 0.01654 0.17481 ± 0.00791 12.390 ± 0.654 % 79.160 ± 0.962 % [2026-06-11 16:29:45] 8 12.7083 ± 0.8252 0.19771 ± 0.01543 0.17471 ± 0.00714 12.137 ± 0.593 % 79.314 ± 0.897 % [2026-06-11 16:29:48] 9 13.5131 ± 0.8322 0.20139 ± 0.01428 0.17293 ± 0.00645 11.803 ± 0.549 % 79.216 ± 0.847 % [2026-06-11 16:29:50] 10 14.0043 ± 0.8187 0.19868 ± 0.01352 0.17217 ± 0.00609 11.774 ± 0.527 % 79.137 ± 0.805 % [2026-06-11 16:29:52] 11 13.8733 ± 0.7716 0.19841 ± 0.01315 0.17568 ± 0.00639 11.912 ± 0.518 % 79.002 ± 0.769 % [2026-06-11 16:29:54] 12 14.2231 ± 0.7616 0.21130 ± 0.01299 0.18446 ± 0.00626 12.057 ± 0.488 % 78.954 ± 0.737 % [2026-06-11 16:29:56] 13 15.0451 ± 0.7843 0.20988 ± 0.01243 0.18485 ± 0.00603 12.154 ± 0.479 % 79.246 ± 0.704 % [2026-06-11 16:29:59] 14 14.4451 ± 0.7221 0.21884 ± 0.01257 0.19218 ± 0.00632 12.672 ± 0.469 % 79.356 ± 0.678 % [2026-06-11 16:30:01] 15 14.3555 ± 0.6933 0.22223 ± 0.01209 0.19397 ± 0.00615 12.820 ± 0.459 % 78.902 ± 0.660 % [2026-06-11 16:30:03] 16 14.6647 ± 0.6918 0.23326 ± 0.01194 0.19966 ± 0.00626 12.994 ± 0.447 % 78.775 ± 0.640 % [2026-06-11 16:30:06] 17 13.5669 ± 0.6146 0.22666 ± 0.01142 0.19750 ± 0.00601 13.171 ± 0.431 % 79.100 ± 0.618 % [2026-06-11 16:30:08] 18 13.5305 ± 0.5934 0.22471 ± 0.01104 0.19764 ± 0.00582 13.158 ± 0.417 % 79.325 ± 0.598 % [2026-06-11 16:30:10] 19 13.4582 ± 0.5767 0.22866 ± 0.01094 0.19999 ± 0.00579 13.366 ± 0.411 % 79.340 ± 0.582 % [2026-06-11 16:30:12] 20 13.5421 ± 0.5657 0.23178 ± 0.01067 0.20013 ± 0.00562 13.398 ± 0.400 % 79.490 ± 0.565 % [2026-06-11 16:30:15] 21 13.0023 ± 0.5269 0.22772 ± 0.01032 0.19835 ± 0.00540 13.383 ± 0.387 % 79.776 ± 0.549 % [2026-06-11 16:30:17] 22 12.8252 ± 0.5064 0.22687 ± 0.00999 0.19713 ± 0.00524 13.388 ± 0.379 % 79.822 ± 0.536 % [2026-06-11 16:30:19] 23 12.2770 ± 0.4712 0.22254 ± 0.00967 0.19306 ± 0.00503 13.220 ± 0.369 % 80.085 ± 0.522 % [2026-06-11 16:30:21] 24 11.5977 ± 0.4319 0.21657 ± 0.00932 0.18802 ± 0.00485 13.068 ± 0.359 % 80.539 ± 0.506 % [2026-06-11 16:30:24] 25 11.3430 ± 0.4119 0.21336 ± 0.00904 0.18633 ± 0.00468 13.045 ± 0.347 % 80.690 ± 0.494 % [2026-06-11 16:30:26] 26 11.0199 ± 0.3896 0.21210 ± 0.00884 0.18484 ± 0.00452 13.000 ± 0.336 % 80.830 ± 0.483 % [2026-06-11 16:30:28] 27 10.7955 ± 0.3728 0.21048 ± 0.00865 0.18336 ± 0.00437 12.927 ± 0.327 % 81.060 ± 0.472 % [2026-06-11 16:30:30] 28 10.6357 ± 0.3602 0.20821 ± 0.00847 0.18273 ± 0.00426 12.884 ± 0.319 % 81.232 ± 0.462 % [2026-06-11 16:30:32] 29 10.5752 ± 0.3514 0.20753 ± 0.00828 0.18165 ± 0.00414 12.843 ± 0.314 % 81.393 ± 0.453 % [2026-06-11 16:30:35] 30 10.5446 ± 0.3440 0.20774 ± 0.00814 0.18247 ± 0.00407 13.001 ± 0.310 % 81.373 ± 0.445 % [2026-06-11 16:30:37] 31 10.4241 ± 0.3334 0.20625 ± 0.00796 0.18120 ± 0.00396 12.907 ± 0.304 % 81.379 ± 0.438 % [2026-06-11 16:30:39] 32 10.4358 ± 0.3286 0.20736 ± 0.00783 0.18161 ± 0.00388 12.958 ± 0.298 % 81.299 ± 0.432 % [2026-06-11 16:30:41] 33 10.3734 ± 0.3212 0.20673 ± 0.00766 0.18072 ± 0.00379 12.880 ± 0.293 % 81.295 ± 0.425 % [2026-06-11 16:30:43] 34 10.4885 ± 0.3207 0.20848 ± 0.00758 0.18184 ± 0.00377 12.948 ± 0.290 % 81.303 ± 0.419 % [2026-06-11 16:30:45] 35 10.6256 ± 0.3205 0.21052 ± 0.00750 0.18288 ± 0.00373 12.954 ± 0.286 % 81.087 ± 0.415 % [2026-06-11 16:30:48] 36 10.8646 ± 0.3237 0.21182 ± 0.00742 0.18417 ± 0.00368 12.930 ± 0.282 % 80.937 ± 0.410 % [2026-06-11 16:30:50] 37 11.0300 ± 0.3241 0.21422 ± 0.00742 0.18720 ± 0.00377 13.041 ± 0.281 % 80.753 ± 0.406 % [2026-06-11 16:30:52] 38 11.0536 ± 0.3206 0.21457 ± 0.00730 0.18672 ± 0.00369 12.996 ± 0.276 % 80.753 ± 0.401 % [2026-06-11 16:30:54] 39 11.0202 ± 0.3156 0.21213 ± 0.00717 0.18549 ± 0.00361 12.930 ± 0.272 % 80.895 ± 0.394 % [2026-06-11 16:30:56] 40 11.0416 ± 0.3129 0.21026 ± 0.00706 0.18464 ± 0.00354 12.870 ± 0.268 % 80.961 ± 0.389 % [2026-06-11 16:30:58] 41 11.0693 ± 0.3101 0.20744 ± 0.00696 0.18452 ± 0.00350 12.798 ± 0.263 % 80.918 ± 0.384 % [2026-06-11 16:31:00] 42 11.1617 ± 0.3092 0.20749 ± 0.00688 0.18456 ± 0.00345 12.802 ± 0.260 % 80.803 ± 0.381 % [2026-06-11 16:31:03] 43 11.1836 ± 0.3067 0.20636 ± 0.00678 0.18445 ± 0.00339 12.859 ± 0.257 % 80.812 ± 0.376 % [2026-06-11 16:31:05] 44 11.1901 ± 0.3035 0.20575 ± 0.00669 0.18392 ± 0.00334 12.834 ± 0.254 % 80.900 ± 0.371 % [2026-06-11 16:31:07] 45 11.3029 ± 0.3037 0.20517 ± 0.00663 0.18394 ± 0.00329 12.851 ± 0.252 % 80.845 ± 0.367 % [2026-06-11 16:31:09] 46 11.2344 ± 0.2979 0.20456 ± 0.00655 0.18396 ± 0.00326 12.878 ± 0.251 % 80.844 ± 0.363 % [2026-06-11 16:31:11] 47 11.4636 ± 0.3021 0.20484 ± 0.00647 0.18469 ± 0.00322 12.832 ± 0.248 % 80.709 ± 0.360 % [2026-06-11 16:31:14] 48 11.5516 ± 0.3015 0.20347 ± 0.00638 0.18382 ± 0.00316 12.785 ± 0.244 % 80.784 ± 0.356 % [2026-06-11 16:31:16] 49 11.4304 ± 0.2946 0.20312 ± 0.00630 0.18328 ± 0.00310 12.759 ± 0.240 % 80.792 ± 0.352 % [2026-06-11 16:31:18] 50 11.4948 ± 0.2937 0.20286 ± 0.00623 0.18300 ± 0.00306 12.708 ± 0.236 % 80.776 ± 0.349 % [2026-06-11 16:31:18] [2026-06-11 16:31:18] ====== Perplexity statistics ====== [2026-06-11 16:31:18] Mean PPL(Q) : 11.494812 ± 0.293707 [2026-06-11 16:31:18] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:31:18] Cor(ln(PPL(Q)), ln(PPL(base))): 97.00% [2026-06-11 16:31:18] Mean ln(PPL(Q)/PPL(base)) : 0.202860 ± 0.006230 [2026-06-11 16:31:18] Mean PPL(Q)/PPL(base) : 1.224901 ± 0.007631 [2026-06-11 16:31:18] Mean PPL(Q)-PPL(base) : 2.110536 ± 0.091400 [2026-06-11 16:31:18] [2026-06-11 16:31:18] ====== KL divergence statistics ====== [2026-06-11 16:31:18] Mean KLD: 0.183003 ± 0.003059 [2026-06-11 16:31:18] Maximum KLD: 7.794197 [2026-06-11 16:31:18] 99.9% KLD: 4.325326 [2026-06-11 16:31:18] 99.0% KLD: 1.676550 [2026-06-11 16:31:18] 95.0% KLD: 0.529850 [2026-06-11 16:31:18] 90.0% KLD: 0.351399 [2026-06-11 16:31:18] Median KLD: 0.108394 [2026-06-11 16:31:18] 10.0% KLD: 0.009548 [2026-06-11 16:31:18] 5.0% KLD: 0.003874 [2026-06-11 16:31:18] 1.0% KLD: 0.000954 [2026-06-11 16:31:18] 0.1% KLD: 0.000249 [2026-06-11 16:31:18] Minimum KLD: 0.000090 [2026-06-11 16:31:18] [2026-06-11 16:31:18] ====== Token probability statistics ====== [2026-06-11 16:31:18] Mean Δp: -2.018 ± 0.111 % [2026-06-11 16:31:18] Maximum Δp: 89.357% [2026-06-11 16:31:18] 99.9% Δp: 45.663% [2026-06-11 16:31:18] 99.0% Δp: 26.218% [2026-06-11 16:31:18] 95.0% Δp: 13.893% [2026-06-11 16:31:18] 90.0% Δp: 8.038% [2026-06-11 16:31:18] 75.0% Δp: 1.127% [2026-06-11 16:31:18] Median Δp: -0.173% [2026-06-11 16:31:18] 25.0% Δp: -3.628% [2026-06-11 16:31:18] 10.0% Δp: -12.338% [2026-06-11 16:31:18] 5.0% Δp: -21.327% [2026-06-11 16:31:18] 1.0% Δp: -56.280% [2026-06-11 16:31:18] 0.1% Δp: -93.691% [2026-06-11 16:31:18] Minimum Δp: -99.709% [2026-06-11 16:31:18] RMS Δp : 12.708 ± 0.236 % [2026-06-11 16:31:18] Same top p: 80.776 ± 0.349 % [2026-06-11 16:31:18] [2026-06-11 16:31:19] ✅ Finished target model 76: 1 files evaluated [2026-06-11 16:31:20] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ1_M/Qwen3.5_4B-MoQ-layers_28-31-IQ1_M.gguf to free disk space [2026-06-11 16:31:20] ============================================================ [2026-06-11 16:31:20] TARGET MODEL 77/83: w-ahmad/test3 / MoQ-layers_28-31-IQ1_S/Qwen3.5_4B-MoQ-layers_28-31-IQ1_S.gguf [2026-06-11 16:31:20] ============================================================ [2026-06-11 16:31:49] [1/1] MoQ-layers_28-31-IQ1_S/Qwen3.5_4B-MoQ-layers_28-31-IQ1_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:31:50] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ1_S/Qwen3.5_4B-MoQ-layers_28-31-IQ1_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:31:51] 0.00.327.121 I common_init_result: fitting params to device memory ... [2026-06-11 16:31:51] 0.00.327.131 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:32:01] 0.10.146.023 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:32:01] 0.10.194.570 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:32:01] 0.10.467.444 I [2026-06-11 16:32:01] 0.10.467.615 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:32:01] 0.10.560.353 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:32:03] 0.12.827.735 I kl_divergence: 2.27 seconds per pass - ETA 1.88 minutes [2026-06-11 16:32:03] [2026-06-11 16:32:03] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:32:04] 1 8.4753 ± 1.6028 0.34615 ± 0.06586 0.32465 ± 0.04740 18.925 ± 2.232 % 79.216 ± 2.546 % [2026-06-11 16:32:06] 2 12.5859 ± 1.7875 0.35076 ± 0.04643 0.32856 ± 0.03133 18.305 ± 1.543 % 78.824 ± 1.811 % [2026-06-11 16:32:08] 3 12.5131 ± 1.4162 0.32588 ± 0.03466 0.30275 ± 0.02181 17.693 ± 1.187 % 77.516 ± 1.510 % [2026-06-11 16:32:10] 4 11.8744 ± 1.1191 0.29275 ± 0.02813 0.28074 ± 0.01689 16.589 ± 0.985 % 76.176 ± 1.335 % [2026-06-11 16:32:12] 5 11.6772 ± 0.9634 0.26809 ± 0.02383 0.25682 ± 0.01369 15.464 ± 0.851 % 76.784 ± 1.183 % [2026-06-11 16:32:14] 6 12.0753 ± 0.9003 0.26717 ± 0.02135 0.25223 ± 0.01179 15.051 ± 0.770 % 76.209 ± 1.089 % [2026-06-11 16:32:16] 7 12.1943 ± 0.8327 0.24256 ± 0.01950 0.24515 ± 0.01036 14.418 ± 0.694 % 75.910 ± 1.012 % [2026-06-11 16:32:18] 8 13.2161 ± 0.8660 0.23688 ± 0.01796 0.24219 ± 0.00919 14.093 ± 0.629 % 76.324 ± 0.941 % [2026-06-11 16:32:21] 9 14.0332 ± 0.8731 0.23915 ± 0.01661 0.23759 ± 0.00831 13.696 ± 0.583 % 76.035 ± 0.891 % [2026-06-11 16:32:23] 10 14.5595 ± 0.8609 0.23756 ± 0.01571 0.23629 ± 0.00770 13.743 ± 0.555 % 76.000 ± 0.846 % [2026-06-11 16:32:25] 11 14.4142 ± 0.8104 0.23666 ± 0.01499 0.23717 ± 0.00742 13.831 ± 0.529 % 76.185 ± 0.804 % [2026-06-11 16:32:27] 12 14.7774 ± 0.7988 0.24953 ± 0.01467 0.24566 ± 0.00732 13.789 ± 0.496 % 75.882 ± 0.773 % [2026-06-11 16:32:29] 13 15.5679 ± 0.8175 0.24404 ± 0.01403 0.24252 ± 0.00685 13.609 ± 0.471 % 76.380 ± 0.738 % [2026-06-11 16:32:32] 14 15.0603 ± 0.7602 0.26055 ± 0.01418 0.25236 ± 0.00728 14.163 ± 0.470 % 76.331 ± 0.711 % [2026-06-11 16:32:34] 15 14.9891 ± 0.7305 0.26541 ± 0.01386 0.25807 ± 0.00739 14.651 ± 0.474 % 76.131 ± 0.689 % [2026-06-11 16:32:36] 16 15.3073 ± 0.7287 0.27615 ± 0.01359 0.26475 ± 0.00730 14.942 ± 0.460 % 75.882 ± 0.670 % [2026-06-11 16:32:38] 17 14.1924 ± 0.6486 0.27173 ± 0.01306 0.26348 ± 0.00703 15.132 ± 0.442 % 76.355 ± 0.645 % [2026-06-11 16:32:41] 18 14.2219 ± 0.6293 0.27455 ± 0.01265 0.26548 ± 0.00687 15.225 ± 0.432 % 76.296 ± 0.628 % [2026-06-11 16:32:43] 19 14.1624 ± 0.6124 0.27966 ± 0.01247 0.26821 ± 0.00694 15.380 ± 0.428 % 76.409 ± 0.610 % [2026-06-11 16:32:45] 20 14.2496 ± 0.6001 0.28271 ± 0.01222 0.27083 ± 0.00680 15.464 ± 0.417 % 76.294 ± 0.596 % [2026-06-11 16:32:48] 21 13.7180 ± 0.5604 0.28131 ± 0.01182 0.26786 ± 0.00653 15.475 ± 0.403 % 76.639 ± 0.578 % [2026-06-11 16:32:50] 22 13.5524 ± 0.5399 0.28201 ± 0.01155 0.26648 ± 0.00643 15.475 ± 0.394 % 76.881 ± 0.563 % [2026-06-11 16:32:52] 23 12.9309 ± 0.5008 0.27443 ± 0.01118 0.26143 ± 0.00619 15.311 ± 0.382 % 77.101 ± 0.549 % [2026-06-11 16:32:54] 24 12.2218 ± 0.4591 0.26898 ± 0.01079 0.25512 ± 0.00596 15.178 ± 0.372 % 77.549 ± 0.533 % [2026-06-11 16:32:57] 25 11.9495 ± 0.4382 0.26545 ± 0.01054 0.25237 ± 0.00577 15.143 ± 0.363 % 77.820 ± 0.520 % [2026-06-11 16:32:59] 26 11.6332 ± 0.4156 0.26626 ± 0.01030 0.25029 ± 0.00561 15.014 ± 0.353 % 78.069 ± 0.508 % [2026-06-11 16:33:01] 27 11.3883 ± 0.3975 0.26394 ± 0.01007 0.24828 ± 0.00543 14.956 ± 0.343 % 78.330 ± 0.497 % [2026-06-11 16:33:03] 28 11.2181 ± 0.3839 0.26152 ± 0.00985 0.24686 ± 0.00527 14.911 ± 0.335 % 78.641 ± 0.485 % [2026-06-11 16:33:06] 29 11.1505 ± 0.3744 0.26050 ± 0.00964 0.24534 ± 0.00518 14.881 ± 0.329 % 78.837 ± 0.475 % [2026-06-11 16:33:08] 30 11.1185 ± 0.3664 0.26074 ± 0.00945 0.24586 ± 0.00507 14.974 ± 0.324 % 78.876 ± 0.467 % [2026-06-11 16:33:10] 31 10.9856 ± 0.3546 0.25871 ± 0.00924 0.24390 ± 0.00493 14.856 ± 0.317 % 79.013 ± 0.458 % [2026-06-11 16:33:12] 32 10.9941 ± 0.3490 0.25947 ± 0.00914 0.24564 ± 0.00492 15.007 ± 0.313 % 78.848 ± 0.452 % [2026-06-11 16:33:14] 33 10.9070 ± 0.3401 0.25689 ± 0.00896 0.24456 ± 0.00480 14.940 ± 0.308 % 78.788 ± 0.446 % [2026-06-11 16:33:16] 34 11.0171 ± 0.3384 0.25765 ± 0.00886 0.24631 ± 0.00474 15.060 ± 0.304 % 78.674 ± 0.440 % [2026-06-11 16:33:19] 35 11.1503 ± 0.3376 0.25871 ± 0.00878 0.24804 ± 0.00468 15.057 ± 0.299 % 78.398 ± 0.436 % [2026-06-11 16:33:21] 36 11.4081 ± 0.3412 0.26063 ± 0.00869 0.24887 ± 0.00462 15.007 ± 0.295 % 78.290 ± 0.430 % [2026-06-11 16:33:23] 37 11.5664 ± 0.3409 0.26171 ± 0.00859 0.25060 ± 0.00462 15.015 ± 0.292 % 78.071 ± 0.426 % [2026-06-11 16:33:25] 38 11.5893 ± 0.3369 0.26189 ± 0.00846 0.25077 ± 0.00454 15.006 ± 0.288 % 77.926 ± 0.421 % [2026-06-11 16:33:27] 39 11.5400 ± 0.3312 0.25822 ± 0.00833 0.24955 ± 0.00445 14.975 ± 0.284 % 77.979 ± 0.416 % [2026-06-11 16:33:29] 40 11.5928 ± 0.3298 0.25897 ± 0.00823 0.24937 ± 0.00436 14.988 ± 0.280 % 77.951 ± 0.411 % [2026-06-11 16:33:32] 41 11.6363 ± 0.3277 0.25740 ± 0.00813 0.24992 ± 0.00432 14.940 ± 0.275 % 77.915 ± 0.406 % [2026-06-11 16:33:34] 42 11.7328 ± 0.3266 0.25739 ± 0.00804 0.25036 ± 0.00427 14.944 ± 0.272 % 77.778 ± 0.402 % [2026-06-11 16:33:36] 43 11.7708 ± 0.3246 0.25753 ± 0.00793 0.25028 ± 0.00420 14.979 ± 0.269 % 77.729 ± 0.397 % [2026-06-11 16:33:38] 44 11.7884 ± 0.3217 0.25783 ± 0.00782 0.24972 ± 0.00413 15.011 ± 0.265 % 77.834 ± 0.392 % [2026-06-11 16:33:40] 45 11.8944 ± 0.3214 0.25618 ± 0.00772 0.24998 ± 0.00406 15.015 ± 0.262 % 77.717 ± 0.388 % [2026-06-11 16:33:42] 46 11.8114 ± 0.3150 0.25464 ± 0.00763 0.24995 ± 0.00403 15.035 ± 0.260 % 77.732 ± 0.384 % [2026-06-11 16:33:44] 47 12.0521 ± 0.3192 0.25491 ± 0.00756 0.25112 ± 0.00397 14.974 ± 0.256 % 77.564 ± 0.381 % [2026-06-11 16:33:47] 48 12.1433 ± 0.3183 0.25342 ± 0.00746 0.25062 ± 0.00389 14.950 ± 0.253 % 77.557 ± 0.377 % [2026-06-11 16:33:49] 49 12.0145 ± 0.3110 0.25296 ± 0.00738 0.24993 ± 0.00383 14.943 ± 0.249 % 77.543 ± 0.373 % [2026-06-11 16:33:51] 50 12.0908 ± 0.3102 0.25341 ± 0.00730 0.24997 ± 0.00378 14.939 ± 0.246 % 77.427 ± 0.370 % [2026-06-11 16:33:51] [2026-06-11 16:33:51] ====== Perplexity statistics ====== [2026-06-11 16:33:51] Mean PPL(Q) : 12.090845 ± 0.310208 [2026-06-11 16:33:51] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:33:51] Cor(ln(PPL(Q)), ln(PPL(base))): 95.88% [2026-06-11 16:33:51] Mean ln(PPL(Q)/PPL(base)) : 0.253413 ± 0.007295 [2026-06-11 16:33:51] Mean PPL(Q)/PPL(base) : 1.288415 ± 0.009399 [2026-06-11 16:33:51] Mean PPL(Q)-PPL(base) : 2.706568 ± 0.112306 [2026-06-11 16:33:51] [2026-06-11 16:33:51] ====== KL divergence statistics ====== [2026-06-11 16:33:51] Mean KLD: 0.249971 ± 0.003777 [2026-06-11 16:33:51] Maximum KLD: 7.899997 [2026-06-11 16:33:51] 99.9% KLD: 5.193516 [2026-06-11 16:33:51] 99.0% KLD: 2.105576 [2026-06-11 16:33:51] 95.0% KLD: 0.738841 [2026-06-11 16:33:51] 90.0% KLD: 0.485295 [2026-06-11 16:33:51] Median KLD: 0.156613 [2026-06-11 16:33:51] 10.0% KLD: 0.012865 [2026-06-11 16:33:51] 5.0% KLD: 0.005156 [2026-06-11 16:33:51] 1.0% KLD: 0.001171 [2026-06-11 16:33:51] 0.1% KLD: 0.000299 [2026-06-11 16:33:51] Minimum KLD: 0.000114 [2026-06-11 16:33:51] [2026-06-11 16:33:51] ====== Token probability statistics ====== [2026-06-11 16:33:51] Mean Δp: -3.033 ± 0.130 % [2026-06-11 16:33:51] Maximum Δp: 61.787% [2026-06-11 16:33:51] 99.9% Δp: 43.029% [2026-06-11 16:33:51] 99.0% Δp: 29.561% [2026-06-11 16:33:51] 95.0% Δp: 15.735% [2026-06-11 16:33:51] 90.0% Δp: 9.105% [2026-06-11 16:33:51] 75.0% Δp: 0.874% [2026-06-11 16:33:51] Median Δp: -0.319% [2026-06-11 16:33:51] 25.0% Δp: -5.109% [2026-06-11 16:33:51] 10.0% Δp: -16.196% [2026-06-11 16:33:51] 5.0% Δp: -27.239% [2026-06-11 16:33:51] 1.0% Δp: -68.808% [2026-06-11 16:33:51] 0.1% Δp: -96.404% [2026-06-11 16:33:51] Minimum Δp: -99.627% [2026-06-11 16:33:51] RMS Δp : 14.939 ± 0.246 % [2026-06-11 16:33:51] Same top p: 77.427 ± 0.370 % [2026-06-11 16:33:51] [2026-06-11 16:33:52] ✅ Finished target model 77: 1 files evaluated [2026-06-11 16:33:53] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ1_S/Qwen3.5_4B-MoQ-layers_28-31-IQ1_S.gguf to free disk space [2026-06-11 16:33:53] ============================================================ [2026-06-11 16:33:53] TARGET MODEL 78/83: w-ahmad/test3 / MoQ-layers_28-31-IQ2_S/Qwen3.5_4B-MoQ-layers_28-31-IQ2_S.gguf [2026-06-11 16:33:53] ============================================================ [2026-06-11 16:34:15] [1/1] MoQ-layers_28-31-IQ2_S/Qwen3.5_4B-MoQ-layers_28-31-IQ2_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:34:16] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ2_S/Qwen3.5_4B-MoQ-layers_28-31-IQ2_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:34:16] 0.00.328.795 I common_init_result: fitting params to device memory ... [2026-06-11 16:34:16] 0.00.328.810 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:34:26] 0.10.508.839 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:34:26] 0.10.556.236 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:34:27] 0.10.840.213 I [2026-06-11 16:34:27] 0.10.840.400 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:34:27] 0.10.937.274 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:34:29] 0.13.169.741 I kl_divergence: 2.23 seconds per pass - ETA 1.85 minutes [2026-06-11 16:34:29] [2026-06-11 16:34:29] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:34:29] 1 6.6079 ± 1.1577 0.09726 ± 0.03033 0.06985 ± 0.01800 9.016 ± 1.895 % 92.941 ± 1.607 % [2026-06-11 16:34:31] 2 9.5318 ± 1.2533 0.07282 ± 0.02151 0.07445 ± 0.01202 9.254 ± 1.279 % 90.392 ± 1.306 % [2026-06-11 16:34:33] 3 9.6963 ± 1.0217 0.07085 ± 0.01556 0.06862 ± 0.00812 8.359 ± 0.954 % 89.412 ± 1.113 % [2026-06-11 16:34:36] 4 9.3724 ± 0.8197 0.05613 ± 0.01255 0.06333 ± 0.00614 7.827 ± 0.768 % 89.118 ± 0.976 % [2026-06-11 16:34:38] 5 9.3768 ± 0.7176 0.04869 ± 0.01060 0.05810 ± 0.00493 7.418 ± 0.652 % 88.863 ± 0.881 % [2026-06-11 16:34:40] 6 9.6610 ± 0.6667 0.04410 ± 0.00953 0.05701 ± 0.00414 7.201 ± 0.565 % 88.105 ± 0.828 % [2026-06-11 16:34:42] 7 9.9441 ± 0.6343 0.03857 ± 0.00879 0.05569 ± 0.00358 6.943 ± 0.504 % 87.955 ± 0.771 % [2026-06-11 16:34:44] 8 10.8028 ± 0.6633 0.03525 ± 0.00812 0.05534 ± 0.00317 6.804 ± 0.455 % 87.941 ± 0.721 % [2026-06-11 16:34:46] 9 11.4573 ± 0.6686 0.03635 ± 0.00754 0.05523 ± 0.00285 6.680 ± 0.417 % 87.538 ± 0.690 % [2026-06-11 16:34:49] 10 11.8799 ± 0.6598 0.03417 ± 0.00707 0.05409 ± 0.00257 6.501 ± 0.387 % 87.451 ± 0.656 % [2026-06-11 16:34:51] 11 11.8223 ± 0.6250 0.03843 ± 0.00673 0.05420 ± 0.00238 6.481 ± 0.363 % 87.451 ± 0.626 % [2026-06-11 16:34:53] 12 11.9916 ± 0.6092 0.04064 ± 0.00663 0.05633 ± 0.00226 6.516 ± 0.337 % 87.190 ± 0.604 % [2026-06-11 16:34:55] 13 12.7150 ± 0.6304 0.04161 ± 0.00639 0.05618 ± 0.00212 6.500 ± 0.325 % 87.240 ± 0.580 % [2026-06-11 16:34:58] 14 12.1486 ± 0.5771 0.04570 ± 0.00627 0.05807 ± 0.00226 6.744 ± 0.331 % 87.535 ± 0.553 % [2026-06-11 16:35:00] 15 12.0856 ± 0.5552 0.05011 ± 0.00610 0.05814 ± 0.00216 6.846 ± 0.325 % 87.346 ± 0.538 % [2026-06-11 16:35:02] 16 12.2400 ± 0.5487 0.05253 ± 0.00598 0.05962 ± 0.00215 7.037 ± 0.326 % 87.181 ± 0.523 % [2026-06-11 16:35:05] 17 11.3830 ± 0.4904 0.05115 ± 0.00572 0.05879 ± 0.00206 7.037 ± 0.311 % 87.566 ± 0.501 % [2026-06-11 16:35:07] 18 11.3961 ± 0.4759 0.05303 ± 0.00559 0.05890 ± 0.00197 6.992 ± 0.297 % 87.560 ± 0.487 % [2026-06-11 16:35:09] 19 11.3089 ± 0.4613 0.05466 ± 0.00545 0.05907 ± 0.00194 6.938 ± 0.285 % 87.554 ± 0.474 % [2026-06-11 16:35:11] 20 11.3618 ± 0.4524 0.05623 ± 0.00546 0.05995 ± 0.00195 7.023 ± 0.279 % 87.725 ± 0.460 % [2026-06-11 16:35:14] 21 10.9553 ± 0.4231 0.05642 ± 0.00530 0.05935 ± 0.00187 7.000 ± 0.268 % 87.843 ± 0.447 % [2026-06-11 16:35:16] 22 10.8206 ± 0.4074 0.05690 ± 0.00516 0.05905 ± 0.00179 6.949 ± 0.259 % 87.932 ± 0.435 % [2026-06-11 16:35:18] 23 10.3818 ± 0.3798 0.05486 ± 0.00498 0.05783 ± 0.00172 6.872 ± 0.251 % 88.099 ± 0.423 % [2026-06-11 16:35:20] 24 9.8471 ± 0.3493 0.05294 ± 0.00481 0.05647 ± 0.00165 6.831 ± 0.242 % 88.284 ± 0.411 % [2026-06-11 16:35:23] 25 9.6594 ± 0.3345 0.05268 ± 0.00470 0.05616 ± 0.00159 6.848 ± 0.234 % 88.408 ± 0.401 % [2026-06-11 16:35:25] 26 9.3957 ± 0.3164 0.05266 ± 0.00461 0.05602 ± 0.00154 6.855 ± 0.227 % 88.446 ± 0.393 % [2026-06-11 16:35:27] 27 9.2270 ± 0.3036 0.05349 ± 0.00452 0.05590 ± 0.00149 6.862 ± 0.219 % 88.540 ± 0.384 % [2026-06-11 16:35:29] 28 9.1050 ± 0.2937 0.05282 ± 0.00442 0.05563 ± 0.00144 6.821 ± 0.213 % 88.613 ± 0.376 % [2026-06-11 16:35:31] 29 9.0675 ± 0.2871 0.05371 ± 0.00431 0.05534 ± 0.00140 6.807 ± 0.208 % 88.749 ± 0.367 % [2026-06-11 16:35:34] 30 9.0521 ± 0.2816 0.05512 ± 0.00424 0.05534 ± 0.00137 6.823 ± 0.203 % 88.758 ± 0.361 % [2026-06-11 16:35:36] 31 8.9710 ± 0.2737 0.05613 ± 0.00415 0.05503 ± 0.00133 6.771 ± 0.199 % 88.843 ± 0.354 % [2026-06-11 16:35:38] 32 8.9617 ± 0.2690 0.05508 ± 0.00409 0.05521 ± 0.00130 6.781 ± 0.194 % 88.811 ± 0.349 % [2026-06-11 16:35:40] 33 8.9132 ± 0.2632 0.05501 ± 0.00401 0.05513 ± 0.00127 6.771 ± 0.189 % 88.616 ± 0.346 % [2026-06-11 16:35:42] 34 9.0103 ± 0.2628 0.05657 ± 0.00397 0.05625 ± 0.00130 6.921 ± 0.195 % 88.454 ± 0.343 % [2026-06-11 16:35:44] 35 9.1202 ± 0.2622 0.05774 ± 0.00393 0.05677 ± 0.00128 6.952 ± 0.193 % 88.381 ± 0.339 % [2026-06-11 16:35:47] 36 9.3081 ± 0.2642 0.05720 ± 0.00388 0.05716 ± 0.00126 6.945 ± 0.188 % 88.224 ± 0.336 % [2026-06-11 16:35:49] 37 9.4272 ± 0.2638 0.05720 ± 0.00382 0.05754 ± 0.00124 6.962 ± 0.186 % 88.193 ± 0.332 % [2026-06-11 16:35:51] 38 9.4495 ± 0.2610 0.05778 ± 0.00377 0.05755 ± 0.00122 6.964 ± 0.185 % 88.060 ± 0.329 % [2026-06-11 16:35:53] 39 9.4357 ± 0.2573 0.05690 ± 0.00371 0.05727 ± 0.00120 6.930 ± 0.181 % 88.084 ± 0.325 % [2026-06-11 16:35:55] 40 9.4791 ± 0.2561 0.05767 ± 0.00367 0.05714 ± 0.00117 6.902 ± 0.178 % 88.029 ± 0.321 % [2026-06-11 16:35:57] 41 9.5320 ± 0.2549 0.05792 ± 0.00363 0.05740 ± 0.00116 6.914 ± 0.175 % 87.891 ± 0.319 % [2026-06-11 16:36:00] 42 9.6101 ± 0.2540 0.05782 ± 0.00358 0.05742 ± 0.00114 6.896 ± 0.173 % 87.890 ± 0.315 % [2026-06-11 16:36:02] 43 9.6365 ± 0.2524 0.05747 ± 0.00353 0.05723 ± 0.00112 6.874 ± 0.170 % 87.825 ± 0.312 % [2026-06-11 16:36:04] 44 9.6436 ± 0.2498 0.05701 ± 0.00348 0.05696 ± 0.00109 6.842 ± 0.167 % 87.914 ± 0.308 % [2026-06-11 16:36:06] 45 9.7409 ± 0.2502 0.05645 ± 0.00345 0.05702 ± 0.00108 6.841 ± 0.164 % 87.834 ± 0.305 % [2026-06-11 16:36:08] 46 9.6901 ± 0.2456 0.05668 ± 0.00343 0.05724 ± 0.00109 6.876 ± 0.166 % 87.920 ± 0.301 % [2026-06-11 16:36:11] 47 9.8785 ± 0.2490 0.05603 ± 0.00340 0.05739 ± 0.00107 6.845 ± 0.164 % 87.893 ± 0.298 % [2026-06-11 16:36:13] 48 9.9692 ± 0.2491 0.05614 ± 0.00336 0.05731 ± 0.00105 6.830 ± 0.161 % 87.941 ± 0.294 % [2026-06-11 16:36:15] 49 9.8644 ± 0.2433 0.05577 ± 0.00332 0.05721 ± 0.00104 6.846 ± 0.161 % 87.987 ± 0.291 % [2026-06-11 16:36:17] 50 9.9203 ± 0.2425 0.05555 ± 0.00328 0.05716 ± 0.00102 6.833 ± 0.159 % 88.008 ± 0.288 % [2026-06-11 16:36:17] [2026-06-11 16:36:17] ====== Perplexity statistics ====== [2026-06-11 16:36:17] Mean PPL(Q) : 9.920331 ± 0.242500 [2026-06-11 16:36:17] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:36:17] Cor(ln(PPL(Q)), ln(PPL(base))): 99.09% [2026-06-11 16:36:17] Mean ln(PPL(Q)/PPL(base)) : 0.055551 ± 0.003283 [2026-06-11 16:36:17] Mean PPL(Q)/PPL(base) : 1.057123 ± 0.003470 [2026-06-11 16:36:17] Mean PPL(Q)-PPL(base) : 0.536055 ± 0.034881 [2026-06-11 16:36:17] [2026-06-11 16:36:17] ====== KL divergence statistics ====== [2026-06-11 16:36:17] Mean KLD: 0.057157 ± 0.001022 [2026-06-11 16:36:17] Maximum KLD: 4.241305 [2026-06-11 16:36:17] 99.9% KLD: 1.557914 [2026-06-11 16:36:17] 99.0% KLD: 0.422293 [2026-06-11 16:36:17] 95.0% KLD: 0.158715 [2026-06-11 16:36:17] 90.0% KLD: 0.112966 [2026-06-11 16:36:17] Median KLD: 0.035067 [2026-06-11 16:36:17] 10.0% KLD: 0.002845 [2026-06-11 16:36:17] 5.0% KLD: 0.001185 [2026-06-11 16:36:17] 1.0% KLD: 0.000245 [2026-06-11 16:36:17] 0.1% KLD: 0.000031 [2026-06-11 16:36:17] Minimum KLD: 0.000002 [2026-06-11 16:36:17] [2026-06-11 16:36:17] ====== Token probability statistics ====== [2026-06-11 16:36:17] Mean Δp: -1.045 ± 0.060 % [2026-06-11 16:36:17] Maximum Δp: 46.944% [2026-06-11 16:36:17] 99.9% Δp: 28.132% [2026-06-11 16:36:17] 99.0% Δp: 14.595% [2026-06-11 16:36:17] 95.0% Δp: 7.426% [2026-06-11 16:36:17] 90.0% Δp: 4.362% [2026-06-11 16:36:17] 75.0% Δp: 0.595% [2026-06-11 16:36:17] Median Δp: -0.090% [2026-06-11 16:36:17] 25.0% Δp: -2.065% [2026-06-11 16:36:17] 10.0% Δp: -6.980% [2026-06-11 16:36:17] 5.0% Δp: -11.639% [2026-06-11 16:36:17] 1.0% Δp: -24.118% [2026-06-11 16:36:17] 0.1% Δp: -64.361% [2026-06-11 16:36:17] Minimum Δp: -90.021% [2026-06-11 16:36:17] RMS Δp : 6.833 ± 0.159 % [2026-06-11 16:36:17] Same top p: 88.008 ± 0.288 % [2026-06-11 16:36:17] [2026-06-11 16:36:18] ✅ Finished target model 78: 1 files evaluated [2026-06-11 16:36:19] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ2_S/Qwen3.5_4B-MoQ-layers_28-31-IQ2_S.gguf to free disk space [2026-06-11 16:36:19] ============================================================ [2026-06-11 16:36:19] TARGET MODEL 79/83: w-ahmad/test3 / MoQ-layers_28-31-IQ2_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XS.gguf [2026-06-11 16:36:19] ============================================================ [2026-06-11 16:36:45] [1/1] MoQ-layers_28-31-IQ2_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:36:45] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ2_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:36:46] 0.00.323.761 I common_init_result: fitting params to device memory ... [2026-06-11 16:36:46] 0.00.323.772 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:36:56] 0.10.847.259 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:36:56] 0.10.903.345 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:36:57] 0.11.198.565 I [2026-06-11 16:36:57] 0.11.198.787 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:36:57] 0.11.294.253 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:36:59] 0.13.469.520 I kl_divergence: 2.18 seconds per pass - ETA 1.80 minutes [2026-06-11 16:36:59] [2026-06-11 16:36:59] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:36:59] 1 6.5625 ± 1.1110 0.09036 ± 0.02865 0.08193 ± 0.01223 9.584 ± 1.660 % 90.980 ± 1.797 % [2026-06-11 16:37:01] 2 9.4851 ± 1.2283 0.06791 ± 0.02157 0.09194 ± 0.00861 9.736 ± 1.058 % 88.431 ± 1.418 % [2026-06-11 16:37:03] 3 9.6927 ± 1.0126 0.07048 ± 0.01605 0.08517 ± 0.00599 9.026 ± 0.793 % 88.627 ± 1.149 % [2026-06-11 16:37:05] 4 9.3868 ± 0.8155 0.05767 ± 0.01323 0.07761 ± 0.00460 8.362 ± 0.646 % 88.039 ± 1.017 % [2026-06-11 16:37:08] 5 9.3886 ± 0.7150 0.04995 ± 0.01128 0.07170 ± 0.00374 7.967 ± 0.552 % 88.392 ± 0.897 % [2026-06-11 16:37:10] 6 9.7512 ± 0.6731 0.05339 ± 0.01026 0.07135 ± 0.00323 7.779 ± 0.482 % 87.190 ± 0.855 % [2026-06-11 16:37:12] 7 10.0668 ± 0.6435 0.05083 ± 0.00944 0.06921 ± 0.00282 7.486 ± 0.432 % 87.395 ± 0.786 % [2026-06-11 16:37:14] 8 10.9314 ± 0.6706 0.04709 ± 0.00887 0.06957 ± 0.00259 7.374 ± 0.392 % 87.059 ± 0.743 % [2026-06-11 16:37:16] 9 11.6238 ± 0.6783 0.05078 ± 0.00827 0.06943 ± 0.00239 7.192 ± 0.360 % 86.623 ± 0.711 % [2026-06-11 16:37:18] 10 12.0560 ± 0.6693 0.04888 ± 0.00775 0.06879 ± 0.00217 7.038 ± 0.333 % 86.353 ± 0.680 % [2026-06-11 16:37:21] 11 11.9612 ± 0.6308 0.05011 ± 0.00748 0.06947 ± 0.00245 7.137 ± 0.374 % 86.488 ± 0.646 % [2026-06-11 16:37:23] 12 12.1252 ± 0.6149 0.05172 ± 0.00725 0.07276 ± 0.00243 7.174 ± 0.348 % 86.373 ± 0.620 % [2026-06-11 16:37:25] 13 12.8716 ± 0.6370 0.05385 ± 0.00702 0.07331 ± 0.00248 7.280 ± 0.366 % 86.365 ± 0.596 % [2026-06-11 16:37:27] 14 12.3029 ± 0.5834 0.05833 ± 0.00679 0.07468 ± 0.00251 7.597 ± 0.357 % 86.162 ± 0.578 % [2026-06-11 16:37:30] 15 12.2202 ± 0.5607 0.06118 ± 0.00662 0.07543 ± 0.00246 7.818 ± 0.359 % 86.144 ± 0.559 % [2026-06-11 16:37:32] 16 12.4229 ± 0.5566 0.06737 ± 0.00660 0.07780 ± 0.00258 8.018 ± 0.360 % 85.956 ± 0.544 % [2026-06-11 16:37:34] 17 11.5554 ± 0.4980 0.06617 ± 0.00632 0.07629 ± 0.00245 7.999 ± 0.344 % 86.205 ± 0.524 % [2026-06-11 16:37:37] 18 11.5671 ± 0.4833 0.06793 ± 0.00616 0.07674 ± 0.00235 8.006 ± 0.332 % 86.318 ± 0.507 % [2026-06-11 16:37:39] 19 11.4923 ± 0.4691 0.07075 ± 0.00618 0.07852 ± 0.00249 8.126 ± 0.334 % 86.378 ± 0.493 % [2026-06-11 16:37:41] 20 11.5293 ± 0.4588 0.07087 ± 0.00608 0.07943 ± 0.00250 8.239 ± 0.331 % 86.608 ± 0.477 % [2026-06-11 16:37:43] 21 11.1264 ± 0.4297 0.07191 ± 0.00591 0.07870 ± 0.00241 8.222 ± 0.322 % 86.797 ± 0.463 % [2026-06-11 16:37:46] 22 10.9792 ± 0.4136 0.07145 ± 0.00576 0.07841 ± 0.00232 8.237 ± 0.311 % 86.845 ± 0.451 % [2026-06-11 16:37:48] 23 10.5312 ± 0.3854 0.06916 ± 0.00557 0.07676 ± 0.00222 8.142 ± 0.301 % 86.922 ± 0.440 % [2026-06-11 16:37:50] 24 9.9934 ± 0.3548 0.06769 ± 0.00537 0.07485 ± 0.00214 8.053 ± 0.292 % 87.206 ± 0.427 % [2026-06-11 16:37:52] 25 9.8010 ± 0.3396 0.06724 ± 0.00526 0.07463 ± 0.00206 8.070 ± 0.282 % 87.278 ± 0.417 % [2026-06-11 16:37:55] 26 9.5391 ± 0.3215 0.06779 ± 0.00517 0.07463 ± 0.00201 8.098 ± 0.272 % 87.330 ± 0.409 % [2026-06-11 16:37:57] 27 9.3604 ± 0.3082 0.06784 ± 0.00506 0.07418 ± 0.00194 8.099 ± 0.263 % 87.393 ± 0.400 % [2026-06-11 16:37:59] 28 9.2454 ± 0.2987 0.06812 ± 0.00495 0.07392 ± 0.00188 8.046 ± 0.257 % 87.493 ± 0.392 % [2026-06-11 16:38:01] 29 9.2097 ± 0.2920 0.06928 ± 0.00485 0.07371 ± 0.00183 8.085 ± 0.252 % 87.654 ± 0.383 % [2026-06-11 16:38:03] 30 9.1946 ± 0.2865 0.07075 ± 0.00477 0.07387 ± 0.00181 8.090 ± 0.246 % 87.712 ± 0.375 % [2026-06-11 16:38:05] 31 9.1040 ± 0.2781 0.07084 ± 0.00467 0.07338 ± 0.00176 8.017 ± 0.241 % 87.704 ± 0.369 % [2026-06-11 16:38:08] 32 9.1245 ± 0.2744 0.07308 ± 0.00466 0.07433 ± 0.00175 8.176 ± 0.241 % 87.574 ± 0.365 % [2026-06-11 16:38:10] 33 9.0741 ± 0.2684 0.07290 ± 0.00456 0.07414 ± 0.00171 8.138 ± 0.235 % 87.546 ± 0.360 % [2026-06-11 16:38:12] 34 9.1584 ± 0.2676 0.07287 ± 0.00449 0.07457 ± 0.00168 8.153 ± 0.232 % 87.439 ± 0.356 % [2026-06-11 16:38:14] 35 9.2641 ± 0.2667 0.07340 ± 0.00442 0.07497 ± 0.00165 8.165 ± 0.227 % 87.384 ± 0.351 % [2026-06-11 16:38:16] 36 9.4639 ± 0.2691 0.07379 ± 0.00436 0.07548 ± 0.00162 8.146 ± 0.223 % 87.255 ± 0.348 % [2026-06-11 16:38:18] 37 9.5919 ± 0.2689 0.07453 ± 0.00435 0.07647 ± 0.00169 8.195 ± 0.224 % 87.207 ± 0.344 % [2026-06-11 16:38:21] 38 9.6111 ± 0.2659 0.07473 ± 0.00429 0.07628 ± 0.00165 8.152 ± 0.220 % 87.152 ± 0.340 % [2026-06-11 16:38:23] 39 9.5970 ± 0.2622 0.07385 ± 0.00423 0.07578 ± 0.00161 8.120 ± 0.215 % 87.230 ± 0.335 % [2026-06-11 16:38:25] 40 9.6316 ± 0.2606 0.07363 ± 0.00418 0.07549 ± 0.00157 8.067 ± 0.211 % 87.157 ± 0.331 % [2026-06-11 16:38:27] 41 9.6865 ± 0.2594 0.07400 ± 0.00413 0.07548 ± 0.00154 8.054 ± 0.207 % 87.116 ± 0.328 % [2026-06-11 16:38:29] 42 9.7651 ± 0.2584 0.07382 ± 0.00409 0.07556 ± 0.00151 8.050 ± 0.205 % 87.049 ± 0.324 % [2026-06-11 16:38:31] 43 9.7967 ± 0.2569 0.07396 ± 0.00405 0.07556 ± 0.00149 8.067 ± 0.202 % 87.022 ± 0.321 % [2026-06-11 16:38:34] 44 9.7992 ± 0.2541 0.07302 ± 0.00400 0.07556 ± 0.00146 8.050 ± 0.198 % 87.023 ± 0.317 % [2026-06-11 16:38:36] 45 9.8975 ± 0.2544 0.07239 ± 0.00397 0.07573 ± 0.00143 8.050 ± 0.194 % 86.885 ± 0.315 % [2026-06-11 16:38:38] 46 9.8430 ± 0.2497 0.07234 ± 0.00396 0.07603 ± 0.00145 8.085 ± 0.193 % 86.939 ± 0.311 % [2026-06-11 16:38:40] 47 10.0317 ± 0.2530 0.07142 ± 0.00392 0.07632 ± 0.00142 8.072 ± 0.190 % 86.783 ± 0.309 % [2026-06-11 16:38:42] 48 10.1243 ± 0.2530 0.07159 ± 0.00387 0.07629 ± 0.00140 8.065 ± 0.187 % 86.797 ± 0.306 % [2026-06-11 16:38:45] 49 10.0293 ± 0.2474 0.07236 ± 0.00383 0.07617 ± 0.00138 8.075 ± 0.185 % 86.867 ± 0.302 % [2026-06-11 16:38:47] 50 10.0882 ± 0.2468 0.07233 ± 0.00379 0.07604 ± 0.00136 8.070 ± 0.182 % 86.855 ± 0.299 % [2026-06-11 16:38:47] [2026-06-11 16:38:47] ====== Perplexity statistics ====== [2026-06-11 16:38:47] Mean PPL(Q) : 10.088153 ± 0.246753 [2026-06-11 16:38:47] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:38:47] Cor(ln(PPL(Q)), ln(PPL(base))): 98.80% [2026-06-11 16:38:47] Mean ln(PPL(Q)/PPL(base)) : 0.072326 ± 0.003787 [2026-06-11 16:38:47] Mean PPL(Q)/PPL(base) : 1.075006 ± 0.004071 [2026-06-11 16:38:47] Mean PPL(Q)-PPL(base) : 0.703877 ± 0.041394 [2026-06-11 16:38:47] [2026-06-11 16:38:47] ====== KL divergence statistics ====== [2026-06-11 16:38:47] Mean KLD: 0.076044 ± 0.001356 [2026-06-11 16:38:47] Maximum KLD: 4.368873 [2026-06-11 16:38:47] 99.9% KLD: 1.999286 [2026-06-11 16:38:47] 99.0% KLD: 0.570071 [2026-06-11 16:38:47] 95.0% KLD: 0.217483 [2026-06-11 16:38:47] 90.0% KLD: 0.149487 [2026-06-11 16:38:47] Median KLD: 0.046252 [2026-06-11 16:38:47] 10.0% KLD: 0.003770 [2026-06-11 16:38:47] 5.0% KLD: 0.001463 [2026-06-11 16:38:47] 1.0% KLD: 0.000319 [2026-06-11 16:38:47] 0.1% KLD: 0.000076 [2026-06-11 16:38:47] Minimum KLD: 0.000002 [2026-06-11 16:38:47] [2026-06-11 16:38:47] ====== Token probability statistics ====== [2026-06-11 16:38:47] Mean Δp: -1.296 ± 0.071 % [2026-06-11 16:38:47] Maximum Δp: 70.749% [2026-06-11 16:38:47] 99.9% Δp: 34.869% [2026-06-11 16:38:47] 99.0% Δp: 17.072% [2026-06-11 16:38:47] 95.0% Δp: 8.330% [2026-06-11 16:38:47] 90.0% Δp: 4.645% [2026-06-11 16:38:47] 75.0% Δp: 0.600% [2026-06-11 16:38:47] Median Δp: -0.109% [2026-06-11 16:38:47] 25.0% Δp: -2.367% [2026-06-11 16:38:47] 10.0% Δp: -7.976% [2026-06-11 16:38:47] 5.0% Δp: -13.673% [2026-06-11 16:38:47] 1.0% Δp: -30.599% [2026-06-11 16:38:47] 0.1% Δp: -74.091% [2026-06-11 16:38:47] Minimum Δp: -94.474% [2026-06-11 16:38:47] RMS Δp : 8.070 ± 0.182 % [2026-06-11 16:38:47] Same top p: 86.855 ± 0.299 % [2026-06-11 16:38:47] [2026-06-11 16:38:47] ✅ Finished target model 79: 1 files evaluated [2026-06-11 16:38:49] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ2_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XS.gguf to free disk space [2026-06-11 16:38:49] ============================================================ [2026-06-11 16:38:49] TARGET MODEL 80/83: w-ahmad/test3 / MoQ-layers_28-31-IQ2_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XXS.gguf [2026-06-11 16:38:49] ============================================================ [2026-06-11 16:39:10] [1/1] MoQ-layers_28-31-IQ2_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:39:11] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ2_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:39:12] 0.00.333.469 I common_init_result: fitting params to device memory ... [2026-06-11 16:39:12] 0.00.333.479 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:39:22] 0.10.327.654 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:39:22] 0.10.386.558 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:39:22] 0.10.694.224 I [2026-06-11 16:39:22] 0.10.694.406 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:39:22] 0.10.795.768 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:39:24] 0.13.019.459 I kl_divergence: 2.22 seconds per pass - ETA 1.85 minutes [2026-06-11 16:39:24] [2026-06-11 16:39:24] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:39:25] 1 7.5948 ± 1.3805 0.23646 ± 0.03865 0.12921 ± 0.02392 12.088 ± 1.843 % 87.451 ± 2.079 % [2026-06-11 16:39:27] 2 10.7092 ± 1.4539 0.18929 ± 0.02738 0.13915 ± 0.01776 11.473 ± 1.208 % 85.098 ± 1.578 % [2026-06-11 16:39:29] 3 10.6061 ± 1.1523 0.16054 ± 0.02012 0.12472 ± 0.01207 10.762 ± 0.888 % 85.229 ± 1.284 % [2026-06-11 16:39:31] 4 10.0920 ± 0.9069 0.13010 ± 0.01650 0.11371 ± 0.00917 10.033 ± 0.728 % 84.804 ± 1.125 % [2026-06-11 16:39:33] 5 10.0363 ± 0.7911 0.11667 ± 0.01397 0.10480 ± 0.00739 9.521 ± 0.620 % 84.549 ± 1.013 % [2026-06-11 16:39:35] 6 10.3730 ± 0.7378 0.11521 ± 0.01288 0.10520 ± 0.00647 9.586 ± 0.578 % 83.529 ± 0.949 % [2026-06-11 16:39:37] 7 10.6954 ± 0.7027 0.11140 ± 0.01173 0.10313 ± 0.00560 9.344 ± 0.518 % 83.025 ± 0.889 % [2026-06-11 16:39:39] 8 11.6195 ± 0.7316 0.10814 ± 0.01079 0.10187 ± 0.00496 9.043 ± 0.473 % 83.431 ± 0.823 % [2026-06-11 16:39:42] 9 12.2579 ± 0.7315 0.10390 ± 0.01009 0.10065 ± 0.00449 8.770 ± 0.436 % 83.355 ± 0.778 % [2026-06-11 16:39:44] 10 12.7405 ± 0.7239 0.10410 ± 0.00943 0.09900 ± 0.00408 8.624 ± 0.406 % 83.608 ± 0.733 % [2026-06-11 16:39:46] 11 12.5781 ± 0.6784 0.10040 ± 0.00898 0.09883 ± 0.00389 8.656 ± 0.408 % 83.708 ± 0.697 % [2026-06-11 16:39:48] 12 12.7288 ± 0.6612 0.10030 ± 0.00887 0.10228 ± 0.00374 8.672 ± 0.384 % 83.824 ± 0.666 % [2026-06-11 16:39:51] 13 13.4781 ± 0.6821 0.09990 ± 0.00851 0.10162 ± 0.00350 8.646 ± 0.367 % 83.861 ± 0.639 % [2026-06-11 16:39:53] 14 12.8497 ± 0.6232 0.10181 ± 0.00825 0.10372 ± 0.00350 9.027 ± 0.377 % 83.922 ± 0.615 % [2026-06-11 16:39:55] 15 12.7691 ± 0.5984 0.10512 ± 0.00801 0.10631 ± 0.00352 9.327 ± 0.380 % 83.817 ± 0.596 % [2026-06-11 16:39:57] 16 12.9820 ± 0.5937 0.11139 ± 0.00802 0.10990 ± 0.00373 9.448 ± 0.372 % 83.603 ± 0.580 % [2026-06-11 16:40:00] 17 12.0611 ± 0.5306 0.10901 ± 0.00771 0.10788 ± 0.00355 9.439 ± 0.354 % 83.875 ± 0.559 % [2026-06-11 16:40:02] 18 12.0879 ± 0.5156 0.11197 ± 0.00757 0.10868 ± 0.00345 9.471 ± 0.347 % 84.031 ± 0.541 % [2026-06-11 16:40:04] 19 12.0054 ± 0.5000 0.11443 ± 0.00741 0.11031 ± 0.00342 9.627 ± 0.345 % 83.942 ± 0.528 % [2026-06-11 16:40:07] 20 12.0463 ± 0.4895 0.11474 ± 0.00727 0.11060 ± 0.00330 9.696 ± 0.336 % 83.961 ± 0.514 % [2026-06-11 16:40:09] 21 11.6157 ± 0.4582 0.11495 ± 0.00712 0.10996 ± 0.00322 9.710 ± 0.327 % 84.146 ± 0.499 % [2026-06-11 16:40:11] 22 11.4473 ± 0.4404 0.11321 ± 0.00694 0.10933 ± 0.00309 9.739 ± 0.318 % 84.189 ± 0.487 % [2026-06-11 16:40:13] 23 10.9912 ± 0.4112 0.11191 ± 0.00672 0.10694 ± 0.00297 9.628 ± 0.308 % 84.297 ± 0.475 % [2026-06-11 16:40:16] 24 10.4230 ± 0.3781 0.10978 ± 0.00648 0.10434 ± 0.00285 9.509 ± 0.300 % 84.608 ± 0.461 % [2026-06-11 16:40:18] 25 10.2182 ± 0.3620 0.10892 ± 0.00631 0.10297 ± 0.00275 9.467 ± 0.291 % 84.925 ± 0.448 % [2026-06-11 16:40:20] 26 9.9390 ± 0.3423 0.10887 ± 0.00615 0.10211 ± 0.00265 9.406 ± 0.282 % 84.977 ± 0.439 % [2026-06-11 16:40:22] 27 9.7347 ± 0.3274 0.10705 ± 0.00601 0.10116 ± 0.00256 9.373 ± 0.273 % 85.084 ± 0.429 % [2026-06-11 16:40:24] 28 9.6143 ± 0.3171 0.10724 ± 0.00589 0.10086 ± 0.00249 9.328 ± 0.266 % 85.112 ± 0.421 % [2026-06-11 16:40:27] 29 9.5715 ± 0.3098 0.10781 ± 0.00580 0.10050 ± 0.00243 9.355 ± 0.264 % 85.125 ± 0.414 % [2026-06-11 16:40:29] 30 9.5523 ± 0.3039 0.10891 ± 0.00569 0.10082 ± 0.00241 9.410 ± 0.263 % 85.163 ± 0.406 % [2026-06-11 16:40:31] 31 9.4519 ± 0.2947 0.10835 ± 0.00557 0.10012 ± 0.00233 9.340 ± 0.257 % 85.060 ± 0.401 % [2026-06-11 16:40:33] 32 9.4602 ± 0.2903 0.10921 ± 0.00550 0.10053 ± 0.00230 9.403 ± 0.253 % 85.074 ± 0.395 % [2026-06-11 16:40:35] 33 9.4062 ± 0.2841 0.10885 ± 0.00540 0.09996 ± 0.00224 9.343 ± 0.247 % 85.015 ± 0.389 % [2026-06-11 16:40:37] 34 9.4956 ± 0.2832 0.10903 ± 0.00532 0.10074 ± 0.00222 9.461 ± 0.245 % 84.960 ± 0.384 % [2026-06-11 16:40:39] 35 9.6042 ± 0.2821 0.10945 ± 0.00526 0.10119 ± 0.00218 9.428 ± 0.240 % 84.863 ± 0.379 % [2026-06-11 16:40:42] 36 9.8196 ± 0.2850 0.11069 ± 0.00518 0.10152 ± 0.00213 9.380 ± 0.235 % 84.771 ± 0.375 % [2026-06-11 16:40:44] 37 9.9753 ± 0.2857 0.11372 ± 0.00516 0.10282 ± 0.00215 9.455 ± 0.234 % 84.621 ± 0.371 % [2026-06-11 16:40:46] 38 9.9863 ± 0.2820 0.11303 ± 0.00508 0.10248 ± 0.00211 9.410 ± 0.230 % 84.613 ± 0.367 % [2026-06-11 16:40:48] 39 9.9699 ± 0.2781 0.11197 ± 0.00501 0.10187 ± 0.00206 9.355 ± 0.226 % 84.686 ± 0.361 % [2026-06-11 16:40:50] 40 10.0057 ± 0.2764 0.11174 ± 0.00495 0.10165 ± 0.00202 9.313 ± 0.222 % 84.765 ± 0.356 % [2026-06-11 16:40:52] 41 10.0680 ± 0.2755 0.11263 ± 0.00490 0.10195 ± 0.00199 9.318 ± 0.218 % 84.763 ± 0.351 % [2026-06-11 16:40:54] 42 10.1495 ± 0.2745 0.11242 ± 0.00485 0.10200 ± 0.00195 9.284 ± 0.214 % 84.697 ± 0.348 % [2026-06-11 16:40:57] 43 10.1817 ± 0.2729 0.11251 ± 0.00479 0.10247 ± 0.00193 9.345 ± 0.213 % 84.560 ± 0.345 % [2026-06-11 16:40:59] 44 10.1825 ± 0.2698 0.11139 ± 0.00473 0.10217 ± 0.00189 9.322 ± 0.209 % 84.590 ± 0.341 % [2026-06-11 16:41:01] 45 10.2957 ± 0.2704 0.11184 ± 0.00468 0.10273 ± 0.00186 9.357 ± 0.205 % 84.453 ± 0.338 % [2026-06-11 16:41:03] 46 10.2347 ± 0.2653 0.11137 ± 0.00466 0.10292 ± 0.00187 9.371 ± 0.202 % 84.501 ± 0.334 % [2026-06-11 16:41:05] 47 10.4343 ± 0.2688 0.11076 ± 0.00463 0.10358 ± 0.00184 9.380 ± 0.199 % 84.364 ± 0.332 % [2026-06-11 16:41:08] 48 10.5281 ± 0.2687 0.11069 ± 0.00457 0.10353 ± 0.00181 9.394 ± 0.196 % 84.387 ± 0.328 % [2026-06-11 16:41:10] 49 10.4266 ± 0.2626 0.11120 ± 0.00453 0.10374 ± 0.00181 9.433 ± 0.196 % 84.418 ± 0.324 % [2026-06-11 16:41:12] 50 10.4884 ± 0.2619 0.11123 ± 0.00448 0.10372 ± 0.00178 9.428 ± 0.193 % 84.353 ± 0.322 % [2026-06-11 16:41:12] [2026-06-11 16:41:12] ====== Perplexity statistics ====== [2026-06-11 16:41:12] Mean PPL(Q) : 10.488357 ± 0.261851 [2026-06-11 16:41:12] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:41:12] Cor(ln(PPL(Q)), ln(PPL(base))): 98.38% [2026-06-11 16:41:12] Mean ln(PPL(Q)/PPL(base)) : 0.111230 ± 0.004481 [2026-06-11 16:41:12] Mean PPL(Q)/PPL(base) : 1.117652 ± 0.005008 [2026-06-11 16:41:12] Mean PPL(Q)-PPL(base) : 1.104080 ± 0.055575 [2026-06-11 16:41:12] [2026-06-11 16:41:12] ====== KL divergence statistics ====== [2026-06-11 16:41:12] Mean KLD: 0.103719 ± 0.001783 [2026-06-11 16:41:12] Maximum KLD: 5.184793 [2026-06-11 16:41:12] 99.9% KLD: 2.845459 [2026-06-11 16:41:12] 99.0% KLD: 0.819208 [2026-06-11 16:41:12] 95.0% KLD: 0.296391 [2026-06-11 16:41:12] 90.0% KLD: 0.200034 [2026-06-11 16:41:12] Median KLD: 0.065369 [2026-06-11 16:41:12] 10.0% KLD: 0.004513 [2026-06-11 16:41:12] 5.0% KLD: 0.001820 [2026-06-11 16:41:12] 1.0% KLD: 0.000397 [2026-06-11 16:41:12] 0.1% KLD: 0.000054 [2026-06-11 16:41:12] Minimum KLD: 0.000004 [2026-06-11 16:41:12] [2026-06-11 16:41:12] ====== Token probability statistics ====== [2026-06-11 16:41:12] Mean Δp: -1.288 ± 0.083 % [2026-06-11 16:41:12] Maximum Δp: 60.776% [2026-06-11 16:41:12] 99.9% Δp: 40.260% [2026-06-11 16:41:12] 99.0% Δp: 22.016% [2026-06-11 16:41:12] 95.0% Δp: 11.123% [2026-06-11 16:41:12] 90.0% Δp: 6.292% [2026-06-11 16:41:12] 75.0% Δp: 0.810% [2026-06-11 16:41:12] Median Δp: -0.098% [2026-06-11 16:41:12] 25.0% Δp: -2.623% [2026-06-11 16:41:12] 10.0% Δp: -9.572% [2026-06-11 16:41:12] 5.0% Δp: -15.591% [2026-06-11 16:41:12] 1.0% Δp: -34.134% [2026-06-11 16:41:12] 0.1% Δp: -83.868% [2026-06-11 16:41:12] Minimum Δp: -94.794% [2026-06-11 16:41:12] RMS Δp : 9.428 ± 0.193 % [2026-06-11 16:41:12] Same top p: 84.353 ± 0.322 % [2026-06-11 16:41:12] [2026-06-11 16:41:13] ✅ Finished target model 80: 1 files evaluated [2026-06-11 16:41:14] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ2_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ2_XXS.gguf to free disk space [2026-06-11 16:41:14] ============================================================ [2026-06-11 16:41:14] TARGET MODEL 81/83: w-ahmad/test3 / MoQ-layers_28-31-IQ3_S/Qwen3.5_4B-MoQ-layers_28-31-IQ3_S.gguf [2026-06-11 16:41:14] ============================================================ [2026-06-11 16:41:34] [1/1] MoQ-layers_28-31-IQ3_S/Qwen3.5_4B-MoQ-layers_28-31-IQ3_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:41:35] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ3_S/Qwen3.5_4B-MoQ-layers_28-31-IQ3_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:41:35] 0.00.327.593 I common_init_result: fitting params to device memory ... [2026-06-11 16:41:35] 0.00.327.605 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:41:46] 0.11.100.709 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:41:46] 0.11.147.036 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:41:46] 0.11.429.510 I [2026-06-11 16:41:46] 0.11.429.650 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:41:47] 0.11.524.272 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:41:49] 0.13.751.019 I kl_divergence: 2.23 seconds per pass - ETA 1.85 minutes [2026-06-11 16:41:49] [2026-06-11 16:41:49] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:41:49] 1 6.1041 ± 1.0415 0.01795 ± 0.01025 0.01777 ± 0.00239 3.246 ± 0.327 % 94.510 ± 1.429 % [2026-06-11 16:41:51] 2 8.9055 ± 1.1543 0.00486 ± 0.00771 0.01859 ± 0.00145 3.357 ± 0.304 % 93.725 ± 1.075 % [2026-06-11 16:41:53] 3 9.1082 ± 0.9433 0.00829 ± 0.00643 0.01827 ± 0.00104 3.518 ± 0.238 % 92.810 ± 0.935 % [2026-06-11 16:41:55] 4 8.9240 ± 0.7683 0.00711 ± 0.00552 0.01752 ± 0.00084 3.376 ± 0.193 % 93.137 ± 0.792 % [2026-06-11 16:41:58] 5 8.9624 ± 0.6752 0.00349 ± 0.00491 0.01664 ± 0.00069 3.339 ± 0.162 % 93.255 ± 0.703 % [2026-06-11 16:42:00] 6 9.2778 ± 0.6313 0.00362 ± 0.00444 0.01660 ± 0.00062 3.423 ± 0.183 % 92.876 ± 0.658 % [2026-06-11 16:42:02] 7 9.5971 ± 0.6041 0.00305 ± 0.00411 0.01637 ± 0.00055 3.350 ± 0.164 % 92.829 ± 0.611 % [2026-06-11 16:42:04] 8 10.4520 ± 0.6327 0.00225 ± 0.00398 0.01674 ± 0.00056 3.315 ± 0.147 % 92.941 ± 0.567 % [2026-06-11 16:42:06] 9 11.0618 ± 0.6353 0.00122 ± 0.00388 0.01685 ± 0.00056 3.264 ± 0.139 % 92.854 ± 0.538 % [2026-06-11 16:42:09] 10 11.5045 ± 0.6287 0.00205 ± 0.00370 0.01680 ± 0.00051 3.259 ± 0.128 % 92.784 ± 0.512 % [2026-06-11 16:42:11] 11 11.4051 ± 0.5921 0.00250 ± 0.00354 0.01684 ± 0.00048 3.278 ± 0.122 % 92.906 ± 0.485 % [2026-06-11 16:42:13] 12 11.5405 ± 0.5753 0.00230 ± 0.00343 0.01749 ± 0.00048 3.296 ± 0.114 % 92.843 ± 0.466 % [2026-06-11 16:42:15] 13 12.2084 ± 0.5935 0.00095 ± 0.00337 0.01747 ± 0.00045 3.261 ± 0.107 % 93.032 ± 0.442 % [2026-06-11 16:42:18] 14 11.6105 ± 0.5411 0.00040 ± 0.00323 0.01771 ± 0.00045 3.377 ± 0.111 % 93.165 ± 0.422 % [2026-06-11 16:42:20] 15 11.4954 ± 0.5169 0.00004 ± 0.00324 0.01767 ± 0.00044 3.365 ± 0.106 % 92.993 ± 0.413 % [2026-06-11 16:42:22] 16 11.6105 ± 0.5092 -0.00027 ± 0.00320 0.01802 ± 0.00044 3.378 ± 0.103 % 92.819 ± 0.404 % [2026-06-11 16:42:25] 17 10.8339 ± 0.4572 0.00170 ± 0.00306 0.01773 ± 0.00042 3.404 ± 0.098 % 92.872 ± 0.391 % [2026-06-11 16:42:27] 18 10.8352 ± 0.4430 0.00257 ± 0.00298 0.01788 ± 0.00043 3.453 ± 0.109 % 92.985 ± 0.377 % [2026-06-11 16:42:29] 19 10.7397 ± 0.4286 0.00302 ± 0.00288 0.01806 ± 0.00044 3.491 ± 0.113 % 93.003 ± 0.367 % [2026-06-11 16:42:31] 20 10.7588 ± 0.4185 0.00170 ± 0.00281 0.01817 ± 0.00043 3.554 ± 0.114 % 93.098 ± 0.355 % [2026-06-11 16:42:34] 21 10.3783 ± 0.3916 0.00232 ± 0.00272 0.01804 ± 0.00041 3.556 ± 0.110 % 93.221 ± 0.344 % [2026-06-11 16:42:36] 22 10.2516 ± 0.3773 0.00289 ± 0.00264 0.01794 ± 0.00040 3.553 ± 0.106 % 93.191 ± 0.336 % [2026-06-11 16:42:38] 23 9.8579 ± 0.3525 0.00308 ± 0.00256 0.01758 ± 0.00038 3.523 ± 0.103 % 93.333 ± 0.326 % [2026-06-11 16:42:40] 24 9.3694 ± 0.3249 0.00321 ± 0.00246 0.01713 ± 0.00037 3.484 ± 0.100 % 93.448 ± 0.316 % [2026-06-11 16:42:43] 25 9.1872 ± 0.3108 0.00257 ± 0.00240 0.01698 ± 0.00035 3.479 ± 0.097 % 93.537 ± 0.308 % [2026-06-11 16:42:45] 26 8.9428 ± 0.2943 0.00325 ± 0.00235 0.01682 ± 0.00034 3.472 ± 0.094 % 93.590 ± 0.301 % [2026-06-11 16:42:47] 27 8.7737 ± 0.2821 0.00311 ± 0.00229 0.01667 ± 0.00033 3.461 ± 0.091 % 93.667 ± 0.294 % [2026-06-11 16:42:49] 28 8.6617 ± 0.2729 0.00291 ± 0.00225 0.01661 ± 0.00032 3.452 ± 0.089 % 93.768 ± 0.286 % [2026-06-11 16:42:51] 29 8.6238 ± 0.2668 0.00354 ± 0.00221 0.01648 ± 0.00031 3.436 ± 0.087 % 93.834 ± 0.280 % [2026-06-11 16:42:53] 30 8.6020 ± 0.2613 0.00412 ± 0.00218 0.01650 ± 0.00031 3.476 ± 0.087 % 93.856 ± 0.275 % [2026-06-11 16:42:56] 31 8.5230 ± 0.2539 0.00489 ± 0.00213 0.01642 ± 0.00030 3.450 ± 0.085 % 93.839 ± 0.270 % [2026-06-11 16:42:58] 32 8.5231 ± 0.2500 0.00490 ± 0.00210 0.01651 ± 0.00029 3.465 ± 0.083 % 93.799 ± 0.267 % [2026-06-11 16:43:00] 33 8.4725 ± 0.2443 0.00430 ± 0.00207 0.01648 ± 0.00029 3.447 ± 0.081 % 93.797 ± 0.263 % [2026-06-11 16:43:02] 34 8.5559 ± 0.2437 0.00481 ± 0.00205 0.01651 ± 0.00028 3.451 ± 0.079 % 93.806 ± 0.259 % [2026-06-11 16:43:04] 35 8.6546 ± 0.2430 0.00534 ± 0.00202 0.01671 ± 0.00028 3.471 ± 0.079 % 93.770 ± 0.256 % [2026-06-11 16:43:06] 36 8.8396 ± 0.2451 0.00555 ± 0.00200 0.01689 ± 0.00028 3.486 ± 0.079 % 93.715 ± 0.253 % [2026-06-11 16:43:09] 37 8.9557 ± 0.2449 0.00590 ± 0.00198 0.01702 ± 0.00028 3.486 ± 0.077 % 93.704 ± 0.250 % [2026-06-11 16:43:11] 38 8.9696 ± 0.2420 0.00565 ± 0.00195 0.01698 ± 0.00027 3.479 ± 0.076 % 93.664 ± 0.247 % [2026-06-11 16:43:13] 39 8.9657 ± 0.2390 0.00580 ± 0.00191 0.01688 ± 0.00027 3.460 ± 0.075 % 93.675 ± 0.244 % [2026-06-11 16:43:15] 40 9.0015 ± 0.2376 0.00598 ± 0.00191 0.01695 ± 0.00028 3.503 ± 0.091 % 93.657 ± 0.241 % [2026-06-11 16:43:17] 41 9.0513 ± 0.2366 0.00618 ± 0.00188 0.01696 ± 0.00028 3.506 ± 0.089 % 93.630 ± 0.239 % [2026-06-11 16:43:19] 42 9.1243 ± 0.2358 0.00595 ± 0.00186 0.01697 ± 0.00027 3.500 ± 0.087 % 93.557 ± 0.237 % [2026-06-11 16:43:22] 43 9.1496 ± 0.2343 0.00562 ± 0.00184 0.01697 ± 0.00027 3.517 ± 0.086 % 93.525 ± 0.235 % [2026-06-11 16:43:24] 44 9.1610 ± 0.2320 0.00567 ± 0.00182 0.01697 ± 0.00027 3.522 ± 0.084 % 93.485 ± 0.233 % [2026-06-11 16:43:26] 45 9.2654 ± 0.2328 0.00640 ± 0.00180 0.01699 ± 0.00026 3.526 ± 0.083 % 93.455 ± 0.231 % [2026-06-11 16:43:28] 46 9.2143 ± 0.2286 0.00634 ± 0.00178 0.01697 ± 0.00026 3.550 ± 0.083 % 93.470 ± 0.228 % [2026-06-11 16:43:30] 47 9.3995 ± 0.2319 0.00632 ± 0.00176 0.01704 ± 0.00026 3.545 ± 0.082 % 93.442 ± 0.226 % [2026-06-11 16:43:33] 48 9.4832 ± 0.2319 0.00617 ± 0.00174 0.01705 ± 0.00025 3.548 ± 0.080 % 93.440 ± 0.224 % [2026-06-11 16:43:35] 49 9.3892 ± 0.2267 0.00640 ± 0.00172 0.01701 ± 0.00025 3.551 ± 0.079 % 93.453 ± 0.221 % [2026-06-11 16:43:37] 50 9.4438 ± 0.2259 0.00633 ± 0.00170 0.01702 ± 0.00025 3.550 ± 0.078 % 93.467 ± 0.219 % [2026-06-11 16:43:37] [2026-06-11 16:43:37] ====== Perplexity statistics ====== [2026-06-11 16:43:37] Mean PPL(Q) : 9.443828 ± 0.225919 [2026-06-11 16:43:37] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:43:37] Cor(ln(PPL(Q)), ln(PPL(base))): 99.76% [2026-06-11 16:43:37] Mean ln(PPL(Q)/PPL(base)) : 0.006326 ± 0.001704 [2026-06-11 16:43:37] Mean PPL(Q)/PPL(base) : 1.006346 ± 0.001715 [2026-06-11 16:43:37] Mean PPL(Q)-PPL(base) : 0.059552 ± 0.015809 [2026-06-11 16:43:37] [2026-06-11 16:43:37] ====== KL divergence statistics ====== [2026-06-11 16:43:37] Mean KLD: 0.017020 ± 0.000248 [2026-06-11 16:43:37] Maximum KLD: 1.081320 [2026-06-11 16:43:37] 99.9% KLD: 0.344682 [2026-06-11 16:43:37] 99.0% KLD: 0.114471 [2026-06-11 16:43:37] 95.0% KLD: 0.047306 [2026-06-11 16:43:37] 90.0% KLD: 0.033456 [2026-06-11 16:43:37] Median KLD: 0.011439 [2026-06-11 16:43:37] 10.0% KLD: 0.001051 [2026-06-11 16:43:37] 5.0% KLD: 0.000451 [2026-06-11 16:43:37] 1.0% KLD: 0.000076 [2026-06-11 16:43:37] 0.1% KLD: 0.000010 [2026-06-11 16:43:37] Minimum KLD: 0.000001 [2026-06-11 16:43:37] [2026-06-11 16:43:37] ====== Token probability statistics ====== [2026-06-11 16:43:37] Mean Δp: -0.803 ± 0.031 % [2026-06-11 16:43:37] Maximum Δp: 62.639% [2026-06-11 16:43:37] 99.9% Δp: 17.341% [2026-06-11 16:43:37] 99.0% Δp: 7.857% [2026-06-11 16:43:37] 95.0% Δp: 3.368% [2026-06-11 16:43:37] 90.0% Δp: 1.717% [2026-06-11 16:43:37] 75.0% Δp: 0.172% [2026-06-11 16:43:37] Median Δp: -0.104% [2026-06-11 16:43:37] 25.0% Δp: -1.569% [2026-06-11 16:43:37] 10.0% Δp: -4.422% [2026-06-11 16:43:37] 5.0% Δp: -6.595% [2026-06-11 16:43:37] 1.0% Δp: -12.380% [2026-06-11 16:43:37] 0.1% Δp: -25.919% [2026-06-11 16:43:37] Minimum Δp: -42.176% [2026-06-11 16:43:37] RMS Δp : 3.550 ± 0.078 % [2026-06-11 16:43:37] Same top p: 93.467 ± 0.219 % [2026-06-11 16:43:37] [2026-06-11 16:43:38] ✅ Finished target model 81: 1 files evaluated [2026-06-11 16:43:39] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ3_S/Qwen3.5_4B-MoQ-layers_28-31-IQ3_S.gguf to free disk space [2026-06-11 16:43:39] ============================================================ [2026-06-11 16:43:39] TARGET MODEL 82/83: w-ahmad/test3 / MoQ-layers_28-31-IQ3_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ3_XXS.gguf [2026-06-11 16:43:39] ============================================================ [2026-06-11 16:44:00] [1/1] MoQ-layers_28-31-IQ3_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ3_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:44:01] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ3_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ3_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:44:01] 0.00.357.564 I common_init_result: fitting params to device memory ... [2026-06-11 16:44:01] 0.00.357.604 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:44:11] 0.10.159.776 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:44:11] 0.10.217.497 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:44:12] 0.10.517.019 I [2026-06-11 16:44:12] 0.10.517.216 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:44:12] 0.10.615.202 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:44:14] 0.12.828.181 I kl_divergence: 2.21 seconds per pass - ETA 1.83 minutes [2026-06-11 16:44:14] [2026-06-11 16:44:14] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:44:14] 1 6.0780 ± 1.0306 0.01366 ± 0.01195 0.02635 ± 0.00448 4.394 ± 0.701 % 94.902 ± 1.380 % [2026-06-11 16:44:16] 2 8.8402 ± 1.1438 -0.00250 ± 0.00891 0.02896 ± 0.00374 4.056 ± 0.494 % 94.314 ± 1.026 % [2026-06-11 16:44:18] 3 9.1038 ± 0.9485 0.00781 ± 0.00735 0.02727 ± 0.00258 4.080 ± 0.389 % 93.987 ± 0.860 % [2026-06-11 16:44:21] 4 8.9338 ± 0.7754 0.00820 ± 0.00660 0.02626 ± 0.00199 4.043 ± 0.304 % 93.137 ± 0.792 % [2026-06-11 16:44:23] 5 8.9970 ± 0.6859 0.00734 ± 0.00573 0.02430 ± 0.00161 3.882 ± 0.259 % 92.784 ± 0.725 % [2026-06-11 16:44:25] 6 9.3547 ± 0.6460 0.01188 ± 0.00551 0.02500 ± 0.00158 4.274 ± 0.442 % 92.418 ± 0.677 % [2026-06-11 16:44:27] 7 9.6720 ± 0.6180 0.01082 ± 0.00510 0.02478 ± 0.00137 4.240 ± 0.387 % 92.493 ± 0.624 % [2026-06-11 16:44:29] 8 10.5648 ± 0.6496 0.01298 ± 0.00481 0.02462 ± 0.00122 4.154 ± 0.348 % 92.157 ± 0.595 % [2026-06-11 16:44:31] 9 11.2177 ± 0.6553 0.01522 ± 0.00463 0.02464 ± 0.00112 4.046 ± 0.319 % 91.983 ± 0.567 % [2026-06-11 16:44:34] 10 11.6772 ± 0.6496 0.01696 ± 0.00438 0.02443 ± 0.00102 4.020 ± 0.291 % 91.882 ± 0.541 % [2026-06-11 16:44:36] 11 11.5778 ± 0.6122 0.01753 ± 0.00417 0.02450 ± 0.00094 4.032 ± 0.266 % 91.658 ± 0.522 % [2026-06-11 16:44:38] 12 11.7244 ± 0.5961 0.01810 ± 0.00412 0.02547 ± 0.00093 4.074 ± 0.248 % 91.634 ± 0.501 % [2026-06-11 16:44:40] 13 12.4353 ± 0.6177 0.01937 ± 0.00400 0.02547 ± 0.00087 4.046 ± 0.233 % 91.674 ± 0.480 % [2026-06-11 16:44:43] 14 11.8534 ± 0.5650 0.02111 ± 0.00390 0.02563 ± 0.00084 4.129 ± 0.219 % 91.709 ± 0.462 % [2026-06-11 16:44:45] 15 11.7403 ± 0.5404 0.02111 ± 0.00375 0.02568 ± 0.00080 4.139 ± 0.207 % 91.529 ± 0.450 % [2026-06-11 16:44:47] 16 11.8710 ± 0.5334 0.02192 ± 0.00366 0.02659 ± 0.00085 4.325 ± 0.234 % 91.225 ± 0.443 % [2026-06-11 16:44:50] 17 11.0577 ± 0.4777 0.02215 ± 0.00355 0.02632 ± 0.00081 4.369 ± 0.221 % 91.373 ± 0.426 % [2026-06-11 16:44:52] 18 11.0663 ± 0.4634 0.02367 ± 0.00346 0.02632 ± 0.00078 4.367 ± 0.210 % 91.438 ± 0.413 % [2026-06-11 16:44:54] 19 10.9870 ± 0.4493 0.02578 ± 0.00355 0.02741 ± 0.00111 4.526 ± 0.251 % 91.496 ± 0.401 % [2026-06-11 16:44:56] 20 11.0259 ± 0.4396 0.02622 ± 0.00346 0.02737 ± 0.00106 4.506 ± 0.240 % 91.569 ± 0.389 % [2026-06-11 16:44:59] 21 10.6379 ± 0.4115 0.02702 ± 0.00336 0.02715 ± 0.00102 4.518 ± 0.231 % 91.746 ± 0.376 % [2026-06-11 16:45:01] 22 10.5110 ± 0.3965 0.02787 ± 0.00331 0.02707 ± 0.00098 4.567 ± 0.220 % 91.729 ± 0.368 % [2026-06-11 16:45:03] 23 10.0983 ± 0.3700 0.02718 ± 0.00319 0.02651 ± 0.00094 4.537 ± 0.213 % 91.867 ± 0.357 % [2026-06-11 16:45:05] 24 9.5874 ± 0.3405 0.02621 ± 0.00307 0.02586 ± 0.00090 4.499 ± 0.207 % 92.026 ± 0.346 % [2026-06-11 16:45:08] 25 9.4015 ± 0.3258 0.02563 ± 0.00300 0.02554 ± 0.00087 4.477 ± 0.200 % 92.173 ± 0.336 % [2026-06-11 16:45:10] 26 9.1531 ± 0.3085 0.02649 ± 0.00294 0.02540 ± 0.00084 4.497 ± 0.195 % 92.187 ± 0.330 % [2026-06-11 16:45:12] 27 8.9795 ± 0.2959 0.02630 ± 0.00288 0.02511 ± 0.00081 4.461 ± 0.190 % 92.244 ± 0.322 % [2026-06-11 16:45:14] 28 8.8636 ± 0.2862 0.02595 ± 0.00282 0.02501 ± 0.00079 4.447 ± 0.184 % 92.297 ± 0.316 % [2026-06-11 16:45:16] 29 8.8228 ± 0.2797 0.02635 ± 0.00278 0.02489 ± 0.00076 4.441 ± 0.179 % 92.400 ± 0.308 % [2026-06-11 16:45:19] 30 8.7943 ± 0.2737 0.02623 ± 0.00273 0.02482 ± 0.00074 4.447 ± 0.175 % 92.444 ± 0.302 % [2026-06-11 16:45:21] 31 8.7038 ± 0.2655 0.02589 ± 0.00267 0.02466 ± 0.00072 4.417 ± 0.170 % 92.423 ± 0.298 % [2026-06-11 16:45:23] 32 8.7052 ± 0.2614 0.02604 ± 0.00264 0.02475 ± 0.00071 4.419 ± 0.165 % 92.402 ± 0.293 % [2026-06-11 16:45:25] 33 8.6578 ± 0.2557 0.02595 ± 0.00259 0.02473 ± 0.00069 4.411 ± 0.161 % 92.371 ± 0.289 % [2026-06-11 16:45:27] 34 8.7412 ± 0.2551 0.02625 ± 0.00255 0.02496 ± 0.00069 4.473 ± 0.166 % 92.434 ± 0.284 % [2026-06-11 16:45:29] 35 8.8423 ± 0.2543 0.02680 ± 0.00252 0.02518 ± 0.00067 4.490 ± 0.163 % 92.370 ± 0.281 % [2026-06-11 16:45:31] 36 9.0257 ± 0.2563 0.02639 ± 0.00250 0.02533 ± 0.00066 4.485 ± 0.160 % 92.266 ± 0.279 % [2026-06-11 16:45:34] 37 9.1443 ± 0.2560 0.02673 ± 0.00247 0.02551 ± 0.00065 4.478 ± 0.156 % 92.210 ± 0.276 % [2026-06-11 16:45:36] 38 9.1672 ± 0.2533 0.02745 ± 0.00244 0.02547 ± 0.00063 4.457 ± 0.153 % 92.157 ± 0.273 % [2026-06-11 16:45:38] 39 9.1567 ± 0.2498 0.02688 ± 0.00240 0.02534 ± 0.00062 4.433 ± 0.150 % 92.177 ± 0.269 % [2026-06-11 16:45:40] 40 9.1914 ± 0.2484 0.02686 ± 0.00241 0.02533 ± 0.00061 4.419 ± 0.147 % 92.147 ± 0.266 % [2026-06-11 16:45:42] 41 9.2394 ± 0.2471 0.02674 ± 0.00238 0.02533 ± 0.00059 4.399 ± 0.144 % 92.099 ± 0.264 % [2026-06-11 16:45:44] 42 9.3110 ± 0.2461 0.02620 ± 0.00235 0.02534 ± 0.00058 4.384 ± 0.141 % 92.054 ± 0.261 % [2026-06-11 16:45:47] 43 9.3479 ± 0.2449 0.02706 ± 0.00233 0.02556 ± 0.00061 4.457 ± 0.156 % 91.993 ± 0.259 % [2026-06-11 16:45:49] 44 9.3556 ± 0.2423 0.02670 ± 0.00229 0.02545 ± 0.00059 4.440 ± 0.153 % 91.970 ± 0.257 % [2026-06-11 16:45:51] 45 9.4565 ± 0.2429 0.02682 ± 0.00228 0.02551 ± 0.00058 4.437 ± 0.150 % 91.834 ± 0.256 % [2026-06-11 16:45:53] 46 9.4066 ± 0.2385 0.02699 ± 0.00225 0.02547 ± 0.00057 4.453 ± 0.147 % 91.876 ± 0.252 % [2026-06-11 16:45:55] 47 9.5948 ± 0.2418 0.02689 ± 0.00223 0.02552 ± 0.00056 4.445 ± 0.145 % 91.806 ± 0.251 % [2026-06-11 16:45:58] 48 9.6769 ± 0.2417 0.02639 ± 0.00220 0.02551 ± 0.00055 4.447 ± 0.142 % 91.814 ± 0.248 % [2026-06-11 16:46:00] 49 9.5758 ± 0.2360 0.02608 ± 0.00217 0.02545 ± 0.00054 4.430 ± 0.140 % 91.789 ± 0.246 % [2026-06-11 16:46:02] 50 9.6266 ± 0.2350 0.02550 ± 0.00215 0.02544 ± 0.00053 4.426 ± 0.137 % 91.796 ± 0.243 % [2026-06-11 16:46:02] [2026-06-11 16:46:02] ====== Perplexity statistics ====== [2026-06-11 16:46:02] Mean PPL(Q) : 9.626611 ± 0.235037 [2026-06-11 16:46:02] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:46:02] Cor(ln(PPL(Q)), ln(PPL(base))): 99.61% [2026-06-11 16:46:02] Mean ln(PPL(Q)/PPL(base)) : 0.025496 ± 0.002154 [2026-06-11 16:46:02] Mean PPL(Q)/PPL(base) : 1.025823 ± 0.002209 [2026-06-11 16:46:02] Mean PPL(Q)-PPL(base) : 0.242334 ± 0.021672 [2026-06-11 16:46:02] [2026-06-11 16:46:02] ====== KL divergence statistics ====== [2026-06-11 16:46:02] Mean KLD: 0.025440 ± 0.000534 [2026-06-11 16:46:02] Maximum KLD: 3.548496 [2026-06-11 16:46:02] 99.9% KLD: 0.599816 [2026-06-11 16:46:02] 99.0% KLD: 0.199754 [2026-06-11 16:46:02] 95.0% KLD: 0.070712 [2026-06-11 16:46:02] 90.0% KLD: 0.049052 [2026-06-11 16:46:02] Median KLD: 0.015590 [2026-06-11 16:46:02] 10.0% KLD: 0.001063 [2026-06-11 16:46:02] 5.0% KLD: 0.000402 [2026-06-11 16:46:02] 1.0% KLD: 0.000075 [2026-06-11 16:46:02] 0.1% KLD: 0.000010 [2026-06-11 16:46:02] Minimum KLD: -0.000069 [2026-06-11 16:46:02] [2026-06-11 16:46:02] ====== Token probability statistics ====== [2026-06-11 16:46:02] Mean Δp: -0.312 ± 0.039 % [2026-06-11 16:46:02] Maximum Δp: 34.697% [2026-06-11 16:46:02] 99.9% Δp: 21.238% [2026-06-11 16:46:02] 99.0% Δp: 10.914% [2026-06-11 16:46:02] 95.0% Δp: 5.638% [2026-06-11 16:46:02] 90.0% Δp: 3.318% [2026-06-11 16:46:02] 75.0% Δp: 0.611% [2026-06-11 16:46:02] Median Δp: -0.012% [2026-06-11 16:46:02] 25.0% Δp: -0.970% [2026-06-11 16:46:02] 10.0% Δp: -3.899% [2026-06-11 16:46:02] 5.0% Δp: -6.612% [2026-06-11 16:46:02] 1.0% Δp: -14.976% [2026-06-11 16:46:02] 0.1% Δp: -34.568% [2026-06-11 16:46:02] Minimum Δp: -85.901% [2026-06-11 16:46:02] RMS Δp : 4.426 ± 0.137 % [2026-06-11 16:46:02] Same top p: 91.796 ± 0.243 % [2026-06-11 16:46:02] [2026-06-11 16:46:02] ✅ Finished target model 82: 1 files evaluated [2026-06-11 16:46:04] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ3_XXS/Qwen3.5_4B-MoQ-layers_28-31-IQ3_XXS.gguf to free disk space [2026-06-11 16:46:04] ============================================================ [2026-06-11 16:46:04] TARGET MODEL 83/83: w-ahmad/test3 / MoQ-layers_28-31-IQ4_NL/Qwen3.5_4B-MoQ-layers_28-31-IQ4_NL.gguf [2026-06-11 16:46:04] ============================================================ [2026-06-11 16:46:29] [1/1] MoQ-layers_28-31-IQ4_NL/Qwen3.5_4B-MoQ-layers_28-31-IQ4_NL.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 16:46:30] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ4_NL/Qwen3.5_4B-MoQ-layers_28-31-IQ4_NL.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 16:46:31] 0.00.337.209 I common_init_result: fitting params to device memory ... [2026-06-11 16:46:31] 0.00.337.218 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 16:46:41] 0.10.727.382 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 16:46:41] 0.10.774.967 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 16:46:41] 0.11.064.399 I [2026-06-11 16:46:41] 0.11.064.526 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 16:46:41] 0.11.161.825 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 16:46:44] 0.13.332.972 I kl_divergence: 2.17 seconds per pass - ETA 1.80 minutes [2026-06-11 16:46:44] [2026-06-11 16:46:44] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 16:46:44] 1 6.1063 ± 1.0492 0.01832 ± 0.00617 0.00496 ± 0.00061 2.179 ± 0.343 % 94.902 ± 1.380 % [2026-06-11 16:46:46] 2 8.9611 ± 1.1727 0.01108 ± 0.00486 0.00535 ± 0.00039 2.170 ± 0.208 % 96.471 ± 0.818 % [2026-06-11 16:46:48] 3 9.1326 ± 0.9606 0.01096 ± 0.00384 0.00514 ± 0.00027 2.046 ± 0.151 % 96.078 ± 0.702 % [2026-06-11 16:46:50] 4 8.9475 ± 0.7834 0.00973 ± 0.00334 0.00503 ± 0.00022 2.018 ± 0.119 % 96.176 ± 0.601 % [2026-06-11 16:46:52] 5 9.0150 ± 0.6928 0.00934 ± 0.00292 0.00482 ± 0.00018 1.965 ± 0.102 % 96.314 ± 0.528 % [2026-06-11 16:46:54] 6 9.3259 ± 0.6479 0.00880 ± 0.00264 0.00486 ± 0.00016 1.939 ± 0.089 % 95.948 ± 0.504 % [2026-06-11 16:46:57] 7 9.6506 ± 0.6207 0.00861 ± 0.00247 0.00489 ± 0.00014 1.897 ± 0.080 % 95.742 ± 0.478 % [2026-06-11 16:46:59] 8 10.5039 ± 0.6500 0.00719 ± 0.00232 0.00496 ± 0.00014 1.899 ± 0.079 % 95.686 ± 0.450 % [2026-06-11 16:47:01] 9 11.1247 ± 0.6535 0.00690 ± 0.00217 0.00491 ± 0.00013 1.858 ± 0.073 % 95.904 ± 0.414 % [2026-06-11 16:47:03] 10 11.5697 ± 0.6470 0.00771 ± 0.00207 0.00487 ± 0.00012 1.837 ± 0.069 % 95.961 ± 0.390 % [2026-06-11 16:47:05] 11 11.4579 ± 0.6088 0.00712 ± 0.00196 0.00488 ± 0.00011 1.832 ± 0.066 % 95.758 ± 0.381 % [2026-06-11 16:47:07] 12 11.5995 ± 0.5921 0.00740 ± 0.00196 0.00513 ± 0.00013 1.912 ± 0.076 % 95.719 ± 0.366 % [2026-06-11 16:47:10] 13 12.2956 ± 0.6128 0.00807 ± 0.00188 0.00510 ± 0.00012 1.881 ± 0.071 % 95.837 ± 0.347 % [2026-06-11 16:47:12] 14 11.7038 ± 0.5591 0.00840 ± 0.00183 0.00515 ± 0.00012 1.916 ± 0.069 % 95.854 ± 0.334 % [2026-06-11 16:47:14] 15 11.5951 ± 0.5348 0.00867 ± 0.00177 0.00517 ± 0.00012 1.909 ± 0.067 % 95.843 ± 0.323 % [2026-06-11 16:47:16] 16 11.7236 ± 0.5280 0.00942 ± 0.00173 0.00533 ± 0.00014 1.989 ± 0.094 % 95.809 ± 0.314 % [2026-06-11 16:47:19] 17 10.9054 ± 0.4720 0.00828 ± 0.00166 0.00526 ± 0.00013 2.015 ± 0.090 % 95.917 ± 0.301 % [2026-06-11 16:47:21] 18 10.8961 ± 0.4567 0.00817 ± 0.00162 0.00532 ± 0.00013 2.024 ± 0.086 % 95.817 ± 0.296 % [2026-06-11 16:47:23] 19 10.7951 ± 0.4415 0.00816 ± 0.00162 0.00543 ± 0.00014 2.068 ± 0.089 % 95.872 ± 0.286 % [2026-06-11 16:47:26] 20 10.8329 ± 0.4321 0.00856 ± 0.00159 0.00550 ± 0.00015 2.132 ± 0.099 % 95.980 ± 0.275 % [2026-06-11 16:47:28] 21 10.4455 ± 0.4042 0.00877 ± 0.00154 0.00550 ± 0.00014 2.146 ± 0.094 % 96.022 ± 0.267 % [2026-06-11 16:47:30] 22 10.3131 ± 0.3890 0.00886 ± 0.00151 0.00549 ± 0.00014 2.159 ± 0.090 % 95.971 ± 0.263 % [2026-06-11 16:47:32] 23 9.9105 ± 0.3631 0.00841 ± 0.00145 0.00537 ± 0.00013 2.136 ± 0.087 % 96.044 ± 0.255 % [2026-06-11 16:47:35] 24 9.4188 ± 0.3345 0.00847 ± 0.00140 0.00524 ± 0.00013 2.112 ± 0.085 % 96.144 ± 0.246 % [2026-06-11 16:47:37] 25 9.2397 ± 0.3202 0.00827 ± 0.00137 0.00522 ± 0.00012 2.120 ± 0.082 % 96.251 ± 0.238 % [2026-06-11 16:47:39] 26 8.9844 ± 0.3027 0.00789 ± 0.00135 0.00519 ± 0.00012 2.120 ± 0.079 % 96.305 ± 0.232 % [2026-06-11 16:47:41] 27 8.8099 ± 0.2900 0.00723 ± 0.00132 0.00517 ± 0.00012 2.130 ± 0.076 % 96.369 ± 0.225 % [2026-06-11 16:47:44] 28 8.6998 ± 0.2807 0.00729 ± 0.00130 0.00515 ± 0.00011 2.124 ± 0.074 % 96.415 ± 0.220 % [2026-06-11 16:47:46] 29 8.6573 ± 0.2741 0.00742 ± 0.00131 0.00513 ± 0.00011 2.117 ± 0.072 % 96.471 ± 0.215 % [2026-06-11 16:47:48] 30 8.6272 ± 0.2682 0.00705 ± 0.00129 0.00514 ± 0.00011 2.123 ± 0.071 % 96.471 ± 0.211 % [2026-06-11 16:47:50] 31 8.5401 ± 0.2602 0.00690 ± 0.00126 0.00512 ± 0.00010 2.115 ± 0.070 % 96.471 ± 0.208 % [2026-06-11 16:47:52] 32 8.5408 ± 0.2563 0.00697 ± 0.00124 0.00513 ± 0.00010 2.114 ± 0.068 % 96.422 ± 0.206 % [2026-06-11 16:47:55] 33 8.4943 ± 0.2507 0.00688 ± 0.00122 0.00513 ± 0.00010 2.111 ± 0.066 % 96.399 ± 0.203 % [2026-06-11 16:47:57] 34 8.5734 ± 0.2499 0.00686 ± 0.00121 0.00517 ± 0.00010 2.128 ± 0.065 % 96.390 ± 0.200 % [2026-06-11 16:47:59] 35 8.6708 ± 0.2491 0.00721 ± 0.00119 0.00521 ± 0.00010 2.124 ± 0.064 % 96.359 ± 0.198 % [2026-06-11 16:48:01] 36 8.8541 ± 0.2512 0.00718 ± 0.00118 0.00525 ± 0.00010 2.115 ± 0.062 % 96.275 ± 0.198 % [2026-06-11 16:48:03] 37 8.9682 ± 0.2509 0.00729 ± 0.00117 0.00531 ± 0.00010 2.116 ± 0.061 % 96.227 ± 0.196 % [2026-06-11 16:48:05] 38 8.9832 ± 0.2479 0.00717 ± 0.00115 0.00531 ± 0.00010 2.121 ± 0.060 % 96.202 ± 0.194 % [2026-06-11 16:48:07] 39 8.9777 ± 0.2447 0.00714 ± 0.00113 0.00528 ± 0.00009 2.111 ± 0.059 % 96.219 ± 0.191 % [2026-06-11 16:48:10] 40 9.0153 ± 0.2434 0.00751 ± 0.00115 0.00529 ± 0.00009 2.102 ± 0.058 % 96.176 ± 0.190 % [2026-06-11 16:48:12] 41 9.0627 ± 0.2421 0.00743 ± 0.00114 0.00530 ± 0.00009 2.104 ± 0.057 % 96.184 ± 0.187 % [2026-06-11 16:48:14] 42 9.1392 ± 0.2414 0.00758 ± 0.00112 0.00530 ± 0.00009 2.099 ± 0.056 % 96.181 ± 0.185 % [2026-06-11 16:48:16] 43 9.1673 ± 0.2400 0.00755 ± 0.00111 0.00529 ± 0.00009 2.097 ± 0.054 % 96.188 ± 0.183 % [2026-06-11 16:48:18] 44 9.1787 ± 0.2376 0.00761 ± 0.00110 0.00527 ± 0.00009 2.092 ± 0.053 % 96.203 ± 0.180 % [2026-06-11 16:48:20] 45 9.2772 ± 0.2382 0.00767 ± 0.00109 0.00528 ± 0.00009 2.089 ± 0.052 % 96.166 ± 0.179 % [2026-06-11 16:48:22] 46 9.2246 ± 0.2338 0.00745 ± 0.00107 0.00528 ± 0.00008 2.099 ± 0.053 % 96.181 ± 0.177 % [2026-06-11 16:48:25] 47 9.4064 ± 0.2370 0.00706 ± 0.00106 0.00530 ± 0.00008 2.089 ± 0.052 % 96.170 ± 0.175 % [2026-06-11 16:48:27] 48 9.4912 ± 0.2370 0.00701 ± 0.00105 0.00530 ± 0.00008 2.084 ± 0.051 % 96.168 ± 0.174 % [2026-06-11 16:48:29] 49 9.3946 ± 0.2315 0.00697 ± 0.00104 0.00529 ± 0.00008 2.084 ± 0.050 % 96.166 ± 0.172 % [2026-06-11 16:48:31] 50 9.4490 ± 0.2307 0.00688 ± 0.00103 0.00529 ± 0.00008 2.085 ± 0.050 % 96.157 ± 0.170 % [2026-06-11 16:48:31] [2026-06-11 16:48:31] ====== Perplexity statistics ====== [2026-06-11 16:48:31] Mean PPL(Q) : 9.449043 ± 0.230740 [2026-06-11 16:48:31] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 16:48:31] Cor(ln(PPL(Q)), ln(PPL(base))): 99.91% [2026-06-11 16:48:31] Mean ln(PPL(Q)/PPL(base)) : 0.006878 ± 0.001028 [2026-06-11 16:48:31] Mean PPL(Q)/PPL(base) : 1.006902 ± 0.001036 [2026-06-11 16:48:31] Mean PPL(Q)-PPL(base) : 0.064766 ± 0.010028 [2026-06-11 16:48:31] [2026-06-11 16:48:31] ====== KL divergence statistics ====== [2026-06-11 16:48:31] Mean KLD: 0.005291 ± 0.000080 [2026-06-11 16:48:31] Maximum KLD: 0.268855 [2026-06-11 16:48:31] 99.9% KLD: 0.102281 [2026-06-11 16:48:31] 99.0% KLD: 0.035623 [2026-06-11 16:48:31] 95.0% KLD: 0.014909 [2026-06-11 16:48:31] 90.0% KLD: 0.010718 [2026-06-11 16:48:31] Median KLD: 0.003470 [2026-06-11 16:48:31] 10.0% KLD: 0.000210 [2026-06-11 16:48:31] 5.0% KLD: 0.000077 [2026-06-11 16:48:31] 1.0% KLD: 0.000016 [2026-06-11 16:48:31] 0.1% KLD: 0.000002 [2026-06-11 16:48:31] Minimum KLD: -0.000033 [2026-06-11 16:48:31] [2026-06-11 16:48:31] ====== Token probability statistics ====== [2026-06-11 16:48:31] Mean Δp: 0.054 ± 0.018 % [2026-06-11 16:48:31] Maximum Δp: 19.154% [2026-06-11 16:48:31] 99.9% Δp: 10.715% [2026-06-11 16:48:31] 99.0% Δp: 5.961% [2026-06-11 16:48:31] 95.0% Δp: 3.172% [2026-06-11 16:48:31] 90.0% Δp: 2.034% [2026-06-11 16:48:31] 75.0% Δp: 0.453% [2026-06-11 16:48:31] Median Δp: -0.000% [2026-06-11 16:48:31] 25.0% Δp: -0.301% [2026-06-11 16:48:31] 10.0% Δp: -1.633% [2026-06-11 16:48:31] 5.0% Δp: -2.831% [2026-06-11 16:48:31] 1.0% Δp: -6.350% [2026-06-11 16:48:31] 0.1% Δp: -14.950% [2026-06-11 16:48:31] Minimum Δp: -33.926% [2026-06-11 16:48:31] RMS Δp : 2.085 ± 0.050 % [2026-06-11 16:48:31] Same top p: 96.157 ± 0.170 % [2026-06-11 16:48:31] [2026-06-11 16:48:32] ✅ Finished target model 83: 1 files evaluated [2026-06-11 16:48:33] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ4_NL/Qwen3.5_4B-MoQ-layers_28-31-IQ4_NL.gguf to free disk space [2026-06-11 16:48:33] ============================================================ [2026-06-11 16:48:33] ALL DONE [2026-06-11 16:48:33] ============================================================ [2026-06-11 16:48:33] 📁 Final log saved to: models/evaluation/evaluation_log_2e4aa41d0258.txt [2026-06-11 19:11:50] ============================================================ [2026-06-11 19:11:50] GGUF MODEL EVALUATION [2026-06-11 19:11:50] ============================================================ [2026-06-11 19:11:50] === CONFIG START === [2026-06-11 19:11:50] base_repo: unsloth/Qwen3.5-4B-GGUF [2026-06-11 19:11:50] base_file: Qwen3.5-4B-BF16.gguf [2026-06-11 19:11:50] ctx_size: 512 [2026-06-11 19:11:50] batch_size: 512 [2026-06-11 19:11:50] n_parallel: 1 [2026-06-11 19:11:50] seed: 1337 [2026-06-11 19:11:50] chunks: 50 [2026-06-11 19:11:50] dataset_repo: None [2026-06-11 19:11:50] dataset_split: None [2026-06-11 19:11:50] test_files: [] [2026-06-11 19:11:50] target_models: [["w-ahmad/test3", "MoQ-layers_28-31-IQ4_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ4_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-Q2_K/Qwen3.5_4B-MoQ-layers_28-31-Q2_K.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-Q3_K/Qwen3.5_4B-MoQ-layers_28-31-Q3_K.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-Q4_K/Qwen3.5_4B-MoQ-layers_28-31-Q4_K.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-Q5_K/Qwen3.5_4B-MoQ-layers_28-31-Q5_K.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-Q6_K/Qwen3.5_4B-MoQ-layers_28-31-Q6_K.gguf"], ["w-ahmad/test3", "MoQ-layers_28-31-Q8_0/Qwen3.5_4B-MoQ-layers_28-31-Q8_0.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ1_M/Qwen3.5_4B-MoQ-layers_4-7-IQ1_M.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ1_S/Qwen3.5_4B-MoQ-layers_4-7-IQ1_S.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ2_S/Qwen3.5_4B-MoQ-layers_4-7-IQ2_S.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ2_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ2_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ3_S/Qwen3.5_4B-MoQ-layers_4-7-IQ3_S.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ3_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ3_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ4_NL/Qwen3.5_4B-MoQ-layers_4-7-IQ4_NL.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-IQ4_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ4_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-Q2_K/Qwen3.5_4B-MoQ-layers_4-7-Q2_K.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-Q3_K/Qwen3.5_4B-MoQ-layers_4-7-Q3_K.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-Q4_K/Qwen3.5_4B-MoQ-layers_4-7-Q4_K.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-Q5_K/Qwen3.5_4B-MoQ-layers_4-7-Q5_K.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-Q6_K/Qwen3.5_4B-MoQ-layers_4-7-Q6_K.gguf"], ["w-ahmad/test3", "MoQ-layers_4-7-Q8_0/Qwen3.5_4B-MoQ-layers_4-7-Q8_0.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ1_M/Qwen3.5_4B-MoQ-layers_8-11-IQ1_M.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ1_S/Qwen3.5_4B-MoQ-layers_8-11-IQ1_S.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ2_S/Qwen3.5_4B-MoQ-layers_8-11-IQ2_S.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ2_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ2_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ3_S/Qwen3.5_4B-MoQ-layers_8-11-IQ3_S.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ3_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ3_XXS.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ4_NL/Qwen3.5_4B-MoQ-layers_8-11-IQ4_NL.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-IQ4_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ4_XS.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-Q2_K/Qwen3.5_4B-MoQ-layers_8-11-Q2_K.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-Q3_K/Qwen3.5_4B-MoQ-layers_8-11-Q3_K.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-Q4_K/Qwen3.5_4B-MoQ-layers_8-11-Q4_K.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-Q5_K/Qwen3.5_4B-MoQ-layers_8-11-Q5_K.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-Q6_K/Qwen3.5_4B-MoQ-layers_8-11-Q6_K.gguf"], ["w-ahmad/test3", "MoQ-layers_8-11-Q8_0/Qwen3.5_4B-MoQ-layers_8-11-Q8_0.gguf"]] [2026-06-11 19:11:50] status: NEW [2026-06-11 19:11:50] === CONFIG END === [2026-06-11 19:11:50] Eval dir : models/evaluation [2026-06-11 19:11:50] Temp dir : /kaggle/working/ [2026-06-11 19:11:50] DAT dir : /tmp/llama_dat [2026-06-11 19:11:50] Binary dir: /workspace/llama_bins/cuda-12.8 [2026-06-11 19:11:50] Binary : /workspace/llama_bins/cuda-12.8/llama-perplexity [2026-06-11 19:11:50] Target models to evaluate: 37 [2026-06-11 19:11:50] Using default test file: /tmp/wiki_test.raw [2026-06-11 19:11:50] Test files: 1 [2026-06-11 19:11:50] 📥 Downloading base model: unsloth/Qwen3.5-4B-GGUF / Qwen3.5-4B-BF16.gguf [2026-06-11 19:12:14] ✅ Base model downloaded: /kaggle/working/Qwen3.5-4B-BF16.gguf [2026-06-11 19:12:14] ============================================================ [2026-06-11 19:12:14] PHASE 1: Generating base logits for all files [2026-06-11 19:12:14] ============================================================ [2026-06-11 19:12:14] [1/1] Base model on /tmp/wiki_test.raw → /tmp/llama_dat/base_logits_0.dat [2026-06-11 19:12:14] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/Qwen3.5-4B-BF16.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:12:15] 0.00.300.704 I common_init_result: fitting params to device memory ... [2026-06-11 19:12:15] 0.00.300.715 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:12:25] 0.10.036.728 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:12:25] 0.10.088.293 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:13:15] 0.59.969.031 I [2026-06-11 19:13:15] 0.59.969.173 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:13:15] 0.59.969.292 I perplexity: saving all logits to /tmp/llama_dat/base_logits_0.dat [2026-06-11 19:13:15] 0.59.969.299 I perplexity: tokenizing the input .. [2026-06-11 19:13:15] 1.00.746.246 I perplexity: tokenization took 776.933 ms [2026-06-11 19:13:15] 1.00.746.710 I perplexity: calculating perplexity over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:13:31] 1.16.673.325 I perplexity: 15.75 seconds per pass - ETA 13.12 minutes [2026-06-11 19:15:13] [1]5.9954,[2]8.8643,[3]9.0343,[4]8.8617,[5]8.9319,[6]9.2448,[7]9.5683,[8]10.4290,[9]11.0487,[10]11.4813,[11]11.3769,[12]11.5143,[13]12.1970,[14]11.6112,[15]11.4999,[16]11.6183,[17]10.8196,[18]10.8113,[19]10.7109,[20]10.7439,[21]10.3575,[22]10.2251,[23]9.8303,[24]9.3419,[25]9.1660,[26]8.9160,[27]8.7485,[28]8.6386,[29]8.5982,[30]8.5713,[31]8.4859,[32]8.4858,[33]8.4403,[34]8.5189,[35]8.6125,[36]8.7947,[37]8.9070,[38]8.9229,[39]8.9175,[40]8.9539,[41]9.0015,[42]9.0761,[43]9.1041,[44]9.1148,[45]9.2119,[46]9.1615,[47]9.3456,[48]9.4314,[49]9.3357,[50]9.3905, [2026-06-11 19:15:13] 2.58.019.229 I Final estimate: PPL = 9.3905 +/- 0.22827 [2026-06-11 19:15:13] [2026-06-11 19:15:14] Phase 1 complete. Valid files: 1 / 1 [2026-06-11 19:15:15] 🗑️ Deleted /kaggle/working/Qwen3.5-4B-BF16.gguf to free disk space [2026-06-11 19:15:15] ============================================================ [2026-06-11 19:15:15] PHASE 2: Running KL divergence for each target model [2026-06-11 19:15:15] ============================================================ [2026-06-11 19:15:15] ============================================================ [2026-06-11 19:15:15] TARGET MODEL 1/37: w-ahmad/test3 / MoQ-layers_28-31-IQ4_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ4_XS.gguf [2026-06-11 19:15:15] ============================================================ [2026-06-11 19:15:47] [1/1] MoQ-layers_28-31-IQ4_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ4_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:15:48] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-IQ4_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ4_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:15:48] 0.00.273.937 I common_init_result: fitting params to device memory ... [2026-06-11 19:15:48] 0.00.273.947 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:15:58] 0.10.104.686 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:15:58] 0.10.165.110 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:16:13] 0.24.914.485 I [2026-06-11 19:16:13] 0.24.914.659 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:16:13] 0.25.011.432 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:16:29] 0.40.547.112 I kl_divergence: 15.54 seconds per pass - ETA 12.93 minutes [2026-06-11 19:16:29] [2026-06-11 19:16:29] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:16:30] 1 6.0761 ± 1.0407 0.01336 ± 0.00590 0.00465 ± 0.00055 1.915 ± 0.203 % 95.294 ± 1.329 % [2026-06-11 19:16:32] 2 8.9295 ± 1.1672 0.00755 ± 0.00494 0.00523 ± 0.00037 1.950 ± 0.147 % 95.882 ± 0.881 % [2026-06-11 19:16:34] 3 9.1146 ± 0.9588 0.00899 ± 0.00396 0.00512 ± 0.00026 1.912 ± 0.107 % 96.078 ± 0.702 % [2026-06-11 19:16:36] 4 8.9383 ± 0.7832 0.00871 ± 0.00346 0.00507 ± 0.00021 1.953 ± 0.088 % 96.373 ± 0.586 % [2026-06-11 19:16:38] 5 9.0095 ± 0.6928 0.00873 ± 0.00301 0.00488 ± 0.00018 1.928 ± 0.078 % 96.392 ± 0.522 % [2026-06-11 19:16:39] 6 9.3201 ± 0.6479 0.00818 ± 0.00274 0.00497 ± 0.00015 1.930 ± 0.070 % 96.013 ± 0.500 % [2026-06-11 19:16:41] 7 9.6487 ± 0.6212 0.00842 ± 0.00255 0.00496 ± 0.00014 1.903 ± 0.063 % 95.854 ± 0.472 % [2026-06-11 19:16:43] 8 10.5020 ± 0.6508 0.00701 ± 0.00239 0.00503 ± 0.00013 1.891 ± 0.061 % 95.833 ± 0.443 % [2026-06-11 19:16:45] 9 11.1231 ± 0.6543 0.00675 ± 0.00222 0.00498 ± 0.00012 1.841 ± 0.056 % 95.948 ± 0.412 % [2026-06-11 19:16:47] 10 11.5668 ± 0.6478 0.00745 ± 0.00212 0.00495 ± 0.00011 1.834 ± 0.055 % 95.961 ± 0.390 % [2026-06-11 19:16:50] 11 11.4541 ± 0.6096 0.00679 ± 0.00200 0.00497 ± 0.00011 1.833 ± 0.053 % 95.900 ± 0.374 % [2026-06-11 19:16:52] 12 11.5978 ± 0.5929 0.00725 ± 0.00196 0.00517 ± 0.00012 1.889 ± 0.065 % 95.752 ± 0.365 % [2026-06-11 19:16:54] 13 12.2902 ± 0.6135 0.00763 ± 0.00189 0.00516 ± 0.00011 1.864 ± 0.062 % 95.716 ± 0.352 % [2026-06-11 19:16:56] 14 11.6982 ± 0.5597 0.00793 ± 0.00186 0.00525 ± 0.00012 1.907 ± 0.060 % 95.714 ± 0.339 % [2026-06-11 19:16:58] 15 11.5878 ± 0.5352 0.00805 ± 0.00179 0.00528 ± 0.00012 1.904 ± 0.062 % 95.791 ± 0.325 % [2026-06-11 19:17:00] 16 11.7190 ± 0.5284 0.00903 ± 0.00175 0.00544 ± 0.00013 1.969 ± 0.083 % 95.711 ± 0.317 % [2026-06-11 19:17:02] 17 10.9041 ± 0.4726 0.00816 ± 0.00168 0.00537 ± 0.00013 1.993 ± 0.080 % 95.848 ± 0.303 % [2026-06-11 19:17:04] 18 10.8975 ± 0.4574 0.00829 ± 0.00164 0.00542 ± 0.00013 2.006 ± 0.077 % 95.839 ± 0.295 % [2026-06-11 19:17:06] 19 10.7970 ± 0.4422 0.00834 ± 0.00163 0.00550 ± 0.00014 2.052 ± 0.082 % 95.872 ± 0.286 % [2026-06-11 19:17:08] 20 10.8395 ± 0.4330 0.00918 ± 0.00159 0.00555 ± 0.00014 2.093 ± 0.089 % 95.882 ± 0.278 % [2026-06-11 19:17:11] 21 10.4497 ± 0.4049 0.00917 ± 0.00155 0.00553 ± 0.00013 2.100 ± 0.085 % 95.910 ± 0.271 % [2026-06-11 19:17:13] 22 10.3177 ± 0.3897 0.00931 ± 0.00151 0.00553 ± 0.00013 2.113 ± 0.082 % 95.900 ± 0.265 % [2026-06-11 19:17:15] 23 9.9165 ± 0.3638 0.00901 ± 0.00147 0.00543 ± 0.00012 2.094 ± 0.079 % 95.959 ± 0.257 % [2026-06-11 19:17:17] 24 9.4234 ± 0.3351 0.00896 ± 0.00142 0.00530 ± 0.00012 2.074 ± 0.076 % 96.013 ± 0.250 % [2026-06-11 19:17:19] 25 9.2430 ± 0.3208 0.00862 ± 0.00139 0.00528 ± 0.00012 2.082 ± 0.074 % 96.125 ± 0.242 % [2026-06-11 19:17:21] 26 8.9877 ± 0.3033 0.00825 ± 0.00136 0.00525 ± 0.00011 2.080 ± 0.071 % 96.214 ± 0.234 % [2026-06-11 19:17:23] 27 8.8138 ± 0.2905 0.00768 ± 0.00133 0.00523 ± 0.00011 2.089 ± 0.069 % 96.267 ± 0.228 % [2026-06-11 19:17:25] 28 8.7027 ± 0.2812 0.00763 ± 0.00130 0.00520 ± 0.00011 2.086 ± 0.067 % 96.331 ± 0.223 % [2026-06-11 19:17:28] 29 8.6587 ± 0.2745 0.00758 ± 0.00131 0.00518 ± 0.00010 2.077 ± 0.066 % 96.389 ± 0.217 % [2026-06-11 19:17:30] 30 8.6294 ± 0.2686 0.00730 ± 0.00129 0.00519 ± 0.00010 2.089 ± 0.065 % 96.366 ± 0.214 % [2026-06-11 19:17:32] 31 8.5422 ± 0.2607 0.00715 ± 0.00126 0.00517 ± 0.00010 2.080 ± 0.063 % 96.357 ± 0.211 % [2026-06-11 19:17:34] 32 8.5437 ± 0.2567 0.00732 ± 0.00124 0.00520 ± 0.00010 2.087 ± 0.062 % 96.336 ± 0.208 % [2026-06-11 19:17:36] 33 8.4969 ± 0.2511 0.00718 ± 0.00122 0.00520 ± 0.00009 2.085 ± 0.060 % 96.328 ± 0.205 % [2026-06-11 19:17:38] 34 8.5778 ± 0.2504 0.00737 ± 0.00121 0.00523 ± 0.00009 2.099 ± 0.059 % 96.332 ± 0.202 % [2026-06-11 19:17:40] 35 8.6755 ± 0.2497 0.00776 ± 0.00120 0.00526 ± 0.00009 2.094 ± 0.058 % 96.303 ± 0.200 % [2026-06-11 19:17:42] 36 8.8585 ± 0.2517 0.00768 ± 0.00119 0.00531 ± 0.00009 2.085 ± 0.057 % 96.264 ± 0.198 % [2026-06-11 19:17:44] 37 8.9744 ± 0.2515 0.00798 ± 0.00117 0.00537 ± 0.00009 2.095 ± 0.055 % 96.195 ± 0.197 % [2026-06-11 19:17:46] 38 8.9899 ± 0.2485 0.00792 ± 0.00116 0.00537 ± 0.00009 2.092 ± 0.054 % 96.161 ± 0.195 % [2026-06-11 19:17:48] 39 8.9851 ± 0.2453 0.00797 ± 0.00114 0.00534 ± 0.00009 2.081 ± 0.053 % 96.179 ± 0.192 % [2026-06-11 19:17:50] 40 9.0214 ± 0.2439 0.00819 ± 0.00116 0.00534 ± 0.00009 2.075 ± 0.052 % 96.127 ± 0.191 % [2026-06-11 19:17:52] 41 9.0682 ± 0.2427 0.00805 ± 0.00114 0.00535 ± 0.00009 2.071 ± 0.051 % 96.145 ± 0.188 % [2026-06-11 19:17:53] 42 9.1454 ± 0.2420 0.00825 ± 0.00113 0.00536 ± 0.00009 2.066 ± 0.050 % 96.162 ± 0.186 % [2026-06-11 19:17:55] 43 9.1731 ± 0.2405 0.00819 ± 0.00111 0.00535 ± 0.00008 2.063 ± 0.049 % 96.179 ± 0.183 % [2026-06-11 19:17:57] 44 9.1838 ± 0.2382 0.00816 ± 0.00110 0.00533 ± 0.00008 2.057 ± 0.048 % 96.185 ± 0.181 % [2026-06-11 19:17:59] 45 9.2833 ± 0.2388 0.00832 ± 0.00109 0.00534 ± 0.00008 2.052 ± 0.048 % 96.139 ± 0.180 % [2026-06-11 19:18:01] 46 9.2310 ± 0.2344 0.00814 ± 0.00108 0.00533 ± 0.00008 2.059 ± 0.047 % 96.181 ± 0.177 % [2026-06-11 19:18:03] 47 9.4159 ± 0.2377 0.00807 ± 0.00107 0.00536 ± 0.00008 2.051 ± 0.046 % 96.179 ± 0.175 % [2026-06-11 19:18:05] 48 9.5005 ± 0.2377 0.00800 ± 0.00106 0.00536 ± 0.00008 2.052 ± 0.045 % 96.168 ± 0.174 % [2026-06-11 19:18:07] 49 9.4035 ± 0.2322 0.00793 ± 0.00105 0.00536 ± 0.00008 2.053 ± 0.045 % 96.190 ± 0.171 % [2026-06-11 19:18:09] 50 9.4580 ± 0.2314 0.00782 ± 0.00103 0.00536 ± 0.00008 2.056 ± 0.044 % 96.180 ± 0.170 % [2026-06-11 19:18:09] [2026-06-11 19:18:09] ====== Perplexity statistics ====== [2026-06-11 19:18:09] Mean PPL(Q) : 9.457973 ± 0.231429 [2026-06-11 19:18:09] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:18:09] Cor(ln(PPL(Q)), ln(PPL(base))): 99.91% [2026-06-11 19:18:09] Mean ln(PPL(Q)/PPL(base)) : 0.007822 ± 0.001034 [2026-06-11 19:18:09] Mean PPL(Q)/PPL(base) : 1.007853 ± 0.001043 [2026-06-11 19:18:09] Mean PPL(Q)-PPL(base) : 0.073696 ± 0.010236 [2026-06-11 19:18:09] [2026-06-11 19:18:09] ====== KL divergence statistics ====== [2026-06-11 19:18:09] Mean KLD: 0.005358 ± 0.000076 [2026-06-11 19:18:09] Maximum KLD: 0.253531 [2026-06-11 19:18:09] 99.9% KLD: 0.098769 [2026-06-11 19:18:09] 99.0% KLD: 0.035302 [2026-06-11 19:18:09] 95.0% KLD: 0.015186 [2026-06-11 19:18:09] 90.0% KLD: 0.010612 [2026-06-11 19:18:09] Median KLD: 0.003628 [2026-06-11 19:18:09] 10.0% KLD: 0.000199 [2026-06-11 19:18:09] 5.0% KLD: 0.000073 [2026-06-11 19:18:09] 1.0% KLD: 0.000011 [2026-06-11 19:18:09] 0.1% KLD: -0.000004 [2026-06-11 19:18:09] Minimum KLD: -0.000063 [2026-06-11 19:18:09] [2026-06-11 19:18:09] ====== Token probability statistics ====== [2026-06-11 19:18:09] Mean Δp: 0.147 ± 0.018 % [2026-06-11 19:18:09] Maximum Δp: 19.267% [2026-06-11 19:18:09] 99.9% Δp: 11.198% [2026-06-11 19:18:09] 99.0% Δp: 6.020% [2026-06-11 19:18:09] 95.0% Δp: 3.397% [2026-06-11 19:18:09] 90.0% Δp: 2.229% [2026-06-11 19:18:09] 75.0% Δp: 0.564% [2026-06-11 19:18:09] Median Δp: 0.002% [2026-06-11 19:18:09] 25.0% Δp: -0.234% [2026-06-11 19:18:09] 10.0% Δp: -1.517% [2026-06-11 19:18:09] 5.0% Δp: -2.724% [2026-06-11 19:18:09] 1.0% Δp: -6.298% [2026-06-11 19:18:09] 0.1% Δp: -12.982% [2026-06-11 19:18:09] Minimum Δp: -31.253% [2026-06-11 19:18:09] RMS Δp : 2.056 ± 0.044 % [2026-06-11 19:18:09] Same top p: 96.180 ± 0.170 % [2026-06-11 19:18:09] [2026-06-11 19:18:11] ✅ Finished target model 1: 1 files evaluated [2026-06-11 19:18:12] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-IQ4_XS/Qwen3.5_4B-MoQ-layers_28-31-IQ4_XS.gguf to free disk space [2026-06-11 19:18:12] ============================================================ [2026-06-11 19:18:12] TARGET MODEL 2/37: w-ahmad/test3 / MoQ-layers_28-31-Q2_K/Qwen3.5_4B-MoQ-layers_28-31-Q2_K.gguf [2026-06-11 19:18:12] ============================================================ [2026-06-11 19:18:34] [1/1] MoQ-layers_28-31-Q2_K/Qwen3.5_4B-MoQ-layers_28-31-Q2_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:18:34] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-Q2_K/Qwen3.5_4B-MoQ-layers_28-31-Q2_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:18:34] 0.00.296.125 I common_init_result: fitting params to device memory ... [2026-06-11 19:18:35] 0.00.296.135 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:18:44] 0.09.959.409 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:18:44] 0.10.008.185 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:18:44] 0.10.402.828 I [2026-06-11 19:18:44] 0.10.402.950 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:18:44] 0.10.504.043 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:19:12] 0.37.967.827 I kl_divergence: 27.46 seconds per pass - ETA 22.88 minutes [2026-06-11 19:19:12] [2026-06-11 19:19:12] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:19:12] 1 6.6744 ± 1.1720 0.10726 ± 0.02757 0.06135 ± 0.01054 7.874 ± 1.706 % 94.902 ± 1.380 % [2026-06-11 19:19:14] 2 9.6644 ± 1.2806 0.08664 ± 0.02027 0.06858 ± 0.00771 7.895 ± 1.172 % 92.549 ± 1.164 % [2026-06-11 19:19:16] 3 9.8944 ± 1.0609 0.09108 ± 0.01607 0.06483 ± 0.00532 7.366 ± 0.849 % 90.327 ± 1.069 % [2026-06-11 19:19:18] 4 9.6309 ± 0.8630 0.08334 ± 0.01336 0.06301 ± 0.00410 7.084 ± 0.675 % 89.412 ± 0.964 % [2026-06-11 19:19:20] 5 9.6375 ± 0.7594 0.07612 ± 0.01137 0.05898 ± 0.00333 6.710 ± 0.573 % 89.255 ± 0.868 % [2026-06-11 19:19:23] 6 9.9485 ± 0.7077 0.07343 ± 0.01014 0.05839 ± 0.00282 6.518 ± 0.495 % 88.627 ± 0.812 % [2026-06-11 19:19:25] 7 10.2927 ± 0.6788 0.07303 ± 0.00923 0.05731 ± 0.00246 6.311 ± 0.440 % 88.964 ± 0.742 % [2026-06-11 19:19:27] 8 11.2433 ± 0.7148 0.07522 ± 0.00864 0.05819 ± 0.00228 6.168 ± 0.397 % 88.725 ± 0.700 % [2026-06-11 19:19:29] 9 11.9529 ± 0.7224 0.07870 ± 0.00815 0.05853 ± 0.00209 6.206 ± 0.362 % 88.671 ± 0.662 % [2026-06-11 19:19:31] 10 12.4316 ± 0.7153 0.07956 ± 0.00766 0.05792 ± 0.00190 6.093 ± 0.333 % 88.706 ± 0.627 % [2026-06-11 19:19:33] 11 12.3399 ± 0.6760 0.08128 ± 0.00730 0.05782 ± 0.00177 6.046 ± 0.308 % 88.770 ± 0.596 % [2026-06-11 19:19:36] 12 12.4880 ± 0.6576 0.08120 ± 0.00720 0.06073 ± 0.00184 6.245 ± 0.291 % 88.399 ± 0.579 % [2026-06-11 19:19:38] 13 13.2201 ± 0.6788 0.08056 ± 0.00691 0.06019 ± 0.00173 6.185 ± 0.276 % 88.265 ± 0.559 % [2026-06-11 19:19:40] 14 12.5979 ± 0.6196 0.08202 ± 0.00660 0.06041 ± 0.00169 6.339 ± 0.271 % 88.263 ± 0.539 % [2026-06-11 19:19:42] 15 12.5023 ± 0.5946 0.08400 ± 0.00641 0.06093 ± 0.00165 6.507 ± 0.272 % 88.078 ± 0.524 % [2026-06-11 19:19:44] 16 12.6736 ± 0.5881 0.08734 ± 0.00632 0.06295 ± 0.00172 6.752 ± 0.286 % 87.917 ± 0.510 % [2026-06-11 19:19:47] 17 11.7604 ± 0.5241 0.08376 ± 0.00604 0.06185 ± 0.00164 6.799 ± 0.274 % 88.143 ± 0.491 % [2026-06-11 19:19:49] 18 11.7986 ± 0.5098 0.08775 ± 0.00593 0.06226 ± 0.00160 6.818 ± 0.263 % 88.214 ± 0.476 % [2026-06-11 19:19:51] 19 11.6650 ± 0.4913 0.08567 ± 0.00579 0.06274 ± 0.00164 6.818 ± 0.257 % 88.235 ± 0.463 % [2026-06-11 19:19:53] 20 11.7030 ± 0.4805 0.08583 ± 0.00571 0.06345 ± 0.00164 6.913 ± 0.261 % 88.275 ± 0.451 % [2026-06-11 19:19:55] 21 11.2668 ± 0.4487 0.08446 ± 0.00556 0.06327 ± 0.00160 6.969 ± 0.256 % 88.403 ± 0.438 % [2026-06-11 19:19:57] 22 11.1234 ± 0.4318 0.08450 ± 0.00546 0.06340 ± 0.00155 6.964 ± 0.246 % 88.307 ± 0.429 % [2026-06-11 19:19:59] 23 10.6764 ± 0.4026 0.08285 ± 0.00528 0.06228 ± 0.00149 6.891 ± 0.238 % 88.474 ± 0.417 % [2026-06-11 19:20:01] 24 10.1277 ± 0.3701 0.08104 ± 0.00509 0.06106 ± 0.00144 6.891 ± 0.232 % 88.725 ± 0.404 % [2026-06-11 19:20:03] 25 9.9421 ± 0.3549 0.08154 ± 0.00497 0.06055 ± 0.00139 6.881 ± 0.224 % 88.831 ± 0.395 % [2026-06-11 19:20:05] 26 9.6518 ± 0.3351 0.07954 ± 0.00487 0.06046 ± 0.00135 6.888 ± 0.217 % 88.884 ± 0.386 % [2026-06-11 19:20:07] 27 9.4693 ± 0.3212 0.07941 ± 0.00475 0.06011 ± 0.00131 6.864 ± 0.210 % 88.874 ± 0.379 % [2026-06-11 19:20:09] 28 9.3486 ± 0.3110 0.07922 ± 0.00466 0.06001 ± 0.00128 6.869 ± 0.205 % 88.936 ± 0.371 % [2026-06-11 19:20:11] 29 9.2998 ± 0.3036 0.07901 ± 0.00457 0.05987 ± 0.00124 6.883 ± 0.199 % 89.074 ± 0.363 % [2026-06-11 19:20:13] 30 9.2799 ± 0.2977 0.07998 ± 0.00450 0.06014 ± 0.00125 6.906 ± 0.196 % 89.137 ± 0.356 % [2026-06-11 19:20:15] 31 9.1848 ± 0.2888 0.07968 ± 0.00442 0.06010 ± 0.00121 6.896 ± 0.192 % 89.083 ± 0.351 % [2026-06-11 19:20:17] 32 9.1813 ± 0.2843 0.07929 ± 0.00435 0.06033 ± 0.00119 6.926 ± 0.188 % 89.081 ± 0.345 % [2026-06-11 19:20:19] 33 9.1311 ± 0.2781 0.07916 ± 0.00426 0.06018 ± 0.00117 6.903 ± 0.184 % 89.067 ± 0.340 % [2026-06-11 19:20:21] 34 9.2209 ± 0.2775 0.07967 ± 0.00420 0.06058 ± 0.00115 6.940 ± 0.181 % 88.985 ± 0.336 % [2026-06-11 19:20:23] 35 9.3325 ± 0.2769 0.08075 ± 0.00415 0.06126 ± 0.00115 7.025 ± 0.184 % 88.829 ± 0.333 % [2026-06-11 19:20:25] 36 9.5338 ± 0.2792 0.08116 ± 0.00410 0.06141 ± 0.00112 6.999 ± 0.181 % 88.769 ± 0.330 % [2026-06-11 19:20:27] 37 9.6629 ± 0.2790 0.08190 ± 0.00407 0.06235 ± 0.00120 7.075 ± 0.185 % 88.702 ± 0.326 % [2026-06-11 19:20:29] 38 9.6892 ± 0.2762 0.08283 ± 0.00402 0.06223 ± 0.00118 7.058 ± 0.182 % 88.607 ± 0.323 % [2026-06-11 19:20:31] 39 9.6778 ± 0.2726 0.08223 ± 0.00398 0.06197 ± 0.00115 7.019 ± 0.178 % 88.627 ± 0.318 % [2026-06-11 19:20:33] 40 9.7157 ± 0.2710 0.08233 ± 0.00396 0.06199 ± 0.00114 7.001 ± 0.175 % 88.588 ± 0.315 % [2026-06-11 19:20:35] 41 9.7597 ± 0.2693 0.08153 ± 0.00391 0.06208 ± 0.00111 7.013 ± 0.171 % 88.522 ± 0.312 % [2026-06-11 19:20:37] 42 9.8385 ± 0.2684 0.08130 ± 0.00386 0.06202 ± 0.00109 6.996 ± 0.168 % 88.534 ± 0.308 % [2026-06-11 19:20:39] 43 9.8636 ± 0.2665 0.08076 ± 0.00380 0.06198 ± 0.00107 7.021 ± 0.166 % 88.491 ± 0.305 % [2026-06-11 19:20:41] 44 9.8796 ± 0.2640 0.08119 ± 0.00375 0.06181 ± 0.00105 7.023 ± 0.163 % 88.512 ± 0.301 % [2026-06-11 19:20:44] 45 9.9825 ± 0.2645 0.08095 ± 0.00371 0.06182 ± 0.00104 7.039 ± 0.161 % 88.462 ± 0.298 % [2026-06-11 19:20:46] 46 9.9334 ± 0.2600 0.08149 ± 0.00368 0.06173 ± 0.00103 7.053 ± 0.159 % 88.551 ± 0.294 % [2026-06-11 19:20:48] 47 10.1278 ± 0.2634 0.08095 ± 0.00365 0.06184 ± 0.00102 7.027 ± 0.157 % 88.452 ± 0.292 % [2026-06-11 19:20:50] 48 10.2165 ± 0.2633 0.08065 ± 0.00361 0.06169 ± 0.00100 7.021 ± 0.155 % 88.521 ± 0.288 % [2026-06-11 19:20:52] 49 10.1129 ± 0.2573 0.08065 ± 0.00356 0.06144 ± 0.00099 6.992 ± 0.153 % 88.579 ± 0.285 % [2026-06-11 19:20:54] 50 10.1763 ± 0.2566 0.08103 ± 0.00353 0.06131 ± 0.00098 6.974 ± 0.151 % 88.596 ± 0.282 % [2026-06-11 19:20:54] [2026-06-11 19:20:54] ====== Perplexity statistics ====== [2026-06-11 19:20:54] Mean PPL(Q) : 10.176324 ± 0.256624 [2026-06-11 19:20:54] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:20:54] Cor(ln(PPL(Q)), ln(PPL(base))): 99.06% [2026-06-11 19:20:54] Mean ln(PPL(Q)/PPL(base)) : 0.081028 ± 0.003528 [2026-06-11 19:20:54] Mean PPL(Q)/PPL(base) : 1.084402 ± 0.003825 [2026-06-11 19:20:54] Mean PPL(Q)-PPL(base) : 0.792048 ± 0.043978 [2026-06-11 19:20:54] [2026-06-11 19:20:54] ====== KL divergence statistics ====== [2026-06-11 19:20:54] Mean KLD: 0.061309 ± 0.000975 [2026-06-11 19:20:54] Maximum KLD: 4.513087 [2026-06-11 19:20:54] 99.9% KLD: 1.335891 [2026-06-11 19:20:54] 99.0% KLD: 0.452883 [2026-06-11 19:20:54] 95.0% KLD: 0.176466 [2026-06-11 19:20:54] 90.0% KLD: 0.124263 [2026-06-11 19:20:54] Median KLD: 0.039082 [2026-06-11 19:20:54] 10.0% KLD: 0.002850 [2026-06-11 19:20:54] 5.0% KLD: 0.001011 [2026-06-11 19:20:54] 1.0% KLD: 0.000212 [2026-06-11 19:20:54] 0.1% KLD: 0.000042 [2026-06-11 19:20:54] Minimum KLD: -0.000001 [2026-06-11 19:20:54] [2026-06-11 19:20:54] ====== Token probability statistics ====== [2026-06-11 19:20:54] Mean Δp: -0.115 ± 0.062 % [2026-06-11 19:20:54] Maximum Δp: 41.199% [2026-06-11 19:20:54] 99.9% Δp: 31.080% [2026-06-11 19:20:54] 99.0% Δp: 18.150% [2026-06-11 19:20:54] 95.0% Δp: 9.808% [2026-06-11 19:20:54] 90.0% Δp: 6.222% [2026-06-11 19:20:54] 75.0% Δp: 1.487% [2026-06-11 19:20:54] Median Δp: -0.007% [2026-06-11 19:20:54] 25.0% Δp: -1.170% [2026-06-11 19:20:54] 10.0% Δp: -5.524% [2026-06-11 19:20:54] 5.0% Δp: -9.890% [2026-06-11 19:20:54] 1.0% Δp: -24.606% [2026-06-11 19:20:54] 0.1% Δp: -59.653% [2026-06-11 19:20:54] Minimum Δp: -88.533% [2026-06-11 19:20:54] RMS Δp : 6.974 ± 0.151 % [2026-06-11 19:20:54] Same top p: 88.596 ± 0.282 % [2026-06-11 19:20:54] [2026-06-11 19:20:55] ✅ Finished target model 2: 1 files evaluated [2026-06-11 19:20:56] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-Q2_K/Qwen3.5_4B-MoQ-layers_28-31-Q2_K.gguf to free disk space [2026-06-11 19:20:56] ============================================================ [2026-06-11 19:20:56] TARGET MODEL 3/37: w-ahmad/test3 / MoQ-layers_28-31-Q3_K/Qwen3.5_4B-MoQ-layers_28-31-Q3_K.gguf [2026-06-11 19:20:56] ============================================================ [2026-06-11 19:21:18] [1/1] MoQ-layers_28-31-Q3_K/Qwen3.5_4B-MoQ-layers_28-31-Q3_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:21:19] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-Q3_K/Qwen3.5_4B-MoQ-layers_28-31-Q3_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:21:19] 0.00.299.594 I common_init_result: fitting params to device memory ... [2026-06-11 19:21:19] 0.00.299.613 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:21:28] 0.09.808.964 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:21:29] 0.09.859.820 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:21:29] 0.10.141.522 I [2026-06-11 19:21:29] 0.10.141.691 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:21:29] 0.10.231.941 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:21:50] 0.31.729.634 I kl_divergence: 21.50 seconds per pass - ETA 17.90 minutes [2026-06-11 19:21:51] [2026-06-11 19:21:51] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:21:51] 1 6.0939 ± 1.0412 0.01628 ± 0.00984 0.02075 ± 0.00293 4.080 ± 0.686 % 95.686 ± 1.275 % [2026-06-11 19:21:53] 2 9.0343 ± 1.1815 0.01922 ± 0.00840 0.02297 ± 0.00195 4.408 ± 0.487 % 94.510 ± 1.010 % [2026-06-11 19:21:55] 3 9.2291 ± 0.9682 0.02148 ± 0.00704 0.02153 ± 0.00137 4.193 ± 0.352 % 93.987 ± 0.860 % [2026-06-11 19:21:57] 4 9.0242 ± 0.7882 0.01828 ± 0.00597 0.01982 ± 0.00105 3.938 ± 0.286 % 93.235 ± 0.787 % [2026-06-11 19:21:59] 5 9.1194 ± 0.7015 0.02086 ± 0.00531 0.01854 ± 0.00086 3.809 ± 0.241 % 93.333 ± 0.699 % [2026-06-11 19:22:01] 6 9.4654 ± 0.6586 0.02365 ± 0.00486 0.01860 ± 0.00076 3.797 ± 0.222 % 93.007 ± 0.652 % [2026-06-11 19:22:03] 7 9.7707 ± 0.6295 0.02098 ± 0.00456 0.01834 ± 0.00067 3.684 ± 0.198 % 93.165 ± 0.597 % [2026-06-11 19:22:05] 8 10.6541 ± 0.6617 0.02139 ± 0.00433 0.01840 ± 0.00060 3.635 ± 0.179 % 93.039 ± 0.564 % [2026-06-11 19:22:07] 9 11.3214 ± 0.6683 0.02442 ± 0.00412 0.01826 ± 0.00055 3.560 ± 0.165 % 92.985 ± 0.533 % [2026-06-11 19:22:09] 10 11.7640 ± 0.6611 0.02436 ± 0.00387 0.01805 ± 0.00050 3.527 ± 0.153 % 92.863 ± 0.510 % [2026-06-11 19:22:11] 11 11.6260 ± 0.6207 0.02168 ± 0.00366 0.01804 ± 0.00047 3.490 ± 0.143 % 92.834 ± 0.487 % [2026-06-11 19:22:13] 12 11.8022 ± 0.6057 0.02472 ± 0.00365 0.01863 ± 0.00048 3.578 ± 0.142 % 92.908 ± 0.464 % [2026-06-11 19:22:15] 13 12.4993 ± 0.6262 0.02450 ± 0.00356 0.01873 ± 0.00047 3.600 ± 0.147 % 92.881 ± 0.447 % [2026-06-11 19:22:18] 14 11.9111 ± 0.5721 0.02596 ± 0.00347 0.01922 ± 0.00053 3.808 ± 0.175 % 92.913 ± 0.430 % [2026-06-11 19:22:20] 15 11.8110 ± 0.5480 0.02712 ± 0.00341 0.01932 ± 0.00051 3.779 ± 0.166 % 92.915 ± 0.415 % [2026-06-11 19:22:22] 16 11.9317 ± 0.5401 0.02702 ± 0.00336 0.01977 ± 0.00051 3.883 ± 0.169 % 92.843 ± 0.404 % [2026-06-11 19:22:24] 17 11.1162 ± 0.4840 0.02743 ± 0.00323 0.01950 ± 0.00049 3.904 ± 0.163 % 92.941 ± 0.389 % [2026-06-11 19:22:26] 18 11.1095 ± 0.4686 0.02757 ± 0.00315 0.01973 ± 0.00048 3.955 ± 0.157 % 92.919 ± 0.379 % [2026-06-11 19:22:28] 19 11.0120 ± 0.4531 0.02805 ± 0.00311 0.02006 ± 0.00051 3.987 ± 0.154 % 92.776 ± 0.372 % [2026-06-11 19:22:31] 20 11.0527 ± 0.4433 0.02865 ± 0.00306 0.02033 ± 0.00057 4.098 ± 0.178 % 92.784 ± 0.362 % [2026-06-11 19:22:33] 21 10.6599 ± 0.4149 0.02908 ± 0.00296 0.02022 ± 0.00055 4.099 ± 0.171 % 92.810 ± 0.353 % [2026-06-11 19:22:35] 22 10.5245 ± 0.3993 0.02916 ± 0.00288 0.02013 ± 0.00053 4.086 ± 0.164 % 92.834 ± 0.344 % [2026-06-11 19:22:37] 23 10.1116 ± 0.3726 0.02850 ± 0.00279 0.01980 ± 0.00051 4.052 ± 0.158 % 92.873 ± 0.336 % [2026-06-11 19:22:39] 24 9.6080 ± 0.3432 0.02836 ± 0.00269 0.01928 ± 0.00049 4.008 ± 0.154 % 92.990 ± 0.326 % [2026-06-11 19:22:41] 25 9.4256 ± 0.3287 0.02819 ± 0.00263 0.01911 ± 0.00047 4.002 ± 0.148 % 93.098 ± 0.318 % [2026-06-11 19:22:43] 26 9.1694 ± 0.3110 0.02827 ± 0.00258 0.01903 ± 0.00046 3.985 ± 0.144 % 93.107 ± 0.311 % [2026-06-11 19:22:45] 27 9.0007 ± 0.2985 0.02866 ± 0.00253 0.01889 ± 0.00044 3.965 ± 0.139 % 93.188 ± 0.304 % [2026-06-11 19:22:47] 28 8.8877 ± 0.2889 0.02867 ± 0.00249 0.01885 ± 0.00043 3.958 ± 0.135 % 93.319 ± 0.296 % [2026-06-11 19:22:49] 29 8.8389 ± 0.2819 0.02819 ± 0.00245 0.01879 ± 0.00042 3.957 ± 0.131 % 93.360 ± 0.290 % [2026-06-11 19:22:51] 30 8.8146 ± 0.2761 0.02853 ± 0.00240 0.01880 ± 0.00041 3.955 ± 0.128 % 93.320 ± 0.285 % [2026-06-11 19:22:53] 31 8.7195 ± 0.2677 0.02769 ± 0.00235 0.01870 ± 0.00039 3.932 ± 0.125 % 93.308 ± 0.281 % [2026-06-11 19:22:55] 32 8.7188 ± 0.2635 0.02760 ± 0.00232 0.01890 ± 0.00040 3.946 ± 0.121 % 93.248 ± 0.278 % [2026-06-11 19:22:57] 33 8.6735 ± 0.2579 0.02776 ± 0.00228 0.01887 ± 0.00039 3.938 ± 0.118 % 93.298 ± 0.273 % [2026-06-11 19:22:59] 34 8.7523 ± 0.2569 0.02751 ± 0.00225 0.01899 ± 0.00038 3.954 ± 0.116 % 93.264 ± 0.269 % [2026-06-11 19:23:01] 35 8.8456 ± 0.2559 0.02717 ± 0.00222 0.01907 ± 0.00038 3.971 ± 0.115 % 93.221 ± 0.266 % [2026-06-11 19:23:03] 36 9.0363 ± 0.2582 0.02756 ± 0.00221 0.01921 ± 0.00037 4.001 ± 0.117 % 93.181 ± 0.263 % [2026-06-11 19:23:05] 37 9.1522 ± 0.2579 0.02761 ± 0.00218 0.01934 ± 0.00037 3.997 ± 0.114 % 93.100 ± 0.261 % [2026-06-11 19:23:07] 38 9.1688 ± 0.2549 0.02762 ± 0.00215 0.01929 ± 0.00036 3.984 ± 0.112 % 93.065 ± 0.258 % [2026-06-11 19:23:09] 39 9.1628 ± 0.2515 0.02755 ± 0.00212 0.01922 ± 0.00036 3.963 ± 0.110 % 93.062 ± 0.255 % [2026-06-11 19:23:11] 40 9.1921 ± 0.2498 0.02694 ± 0.00211 0.01922 ± 0.00035 3.956 ± 0.108 % 93.000 ± 0.253 % [2026-06-11 19:23:13] 41 9.2411 ± 0.2485 0.02693 ± 0.00209 0.01931 ± 0.00035 3.955 ± 0.107 % 92.970 ± 0.250 % [2026-06-11 19:23:15] 42 9.3123 ± 0.2476 0.02633 ± 0.00207 0.01930 ± 0.00034 3.945 ± 0.105 % 92.969 ± 0.247 % [2026-06-11 19:23:17] 43 9.3382 ± 0.2460 0.02603 ± 0.00204 0.01929 ± 0.00033 3.949 ± 0.103 % 92.941 ± 0.245 % [2026-06-11 19:23:19] 44 9.3495 ± 0.2436 0.02604 ± 0.00202 0.01924 ± 0.00033 3.934 ± 0.101 % 92.968 ± 0.241 % [2026-06-11 19:23:21] 45 9.4458 ± 0.2440 0.02568 ± 0.00200 0.01927 ± 0.00032 3.942 ± 0.099 % 92.863 ± 0.240 % [2026-06-11 19:23:23] 46 9.3937 ± 0.2396 0.02562 ± 0.00197 0.01922 ± 0.00032 3.937 ± 0.098 % 92.882 ± 0.237 % [2026-06-11 19:23:25] 47 9.5783 ± 0.2428 0.02517 ± 0.00195 0.01929 ± 0.00031 3.919 ± 0.096 % 92.833 ± 0.236 % [2026-06-11 19:23:27] 48 9.6612 ± 0.2427 0.02477 ± 0.00193 0.01926 ± 0.00031 3.907 ± 0.095 % 92.876 ± 0.233 % [2026-06-11 19:23:29] 49 9.5625 ± 0.2372 0.02469 ± 0.00191 0.01924 ± 0.00030 3.903 ± 0.093 % 92.901 ± 0.230 % [2026-06-11 19:23:31] 50 9.6215 ± 0.2365 0.02496 ± 0.00189 0.01925 ± 0.00030 3.905 ± 0.092 % 92.910 ± 0.227 % [2026-06-11 19:23:31] [2026-06-11 19:23:31] ====== Perplexity statistics ====== [2026-06-11 19:23:31] Mean PPL(Q) : 9.621483 ± 0.236526 [2026-06-11 19:23:31] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:23:31] Cor(ln(PPL(Q)), ln(PPL(base))): 99.71% [2026-06-11 19:23:31] Mean ln(PPL(Q)/PPL(base)) : 0.024963 ± 0.001895 [2026-06-11 19:23:31] Mean PPL(Q)/PPL(base) : 1.025277 ± 0.001943 [2026-06-11 19:23:31] Mean PPL(Q)-PPL(base) : 0.237207 ± 0.019792 [2026-06-11 19:23:31] [2026-06-11 19:23:31] ====== KL divergence statistics ====== [2026-06-11 19:23:31] Mean KLD: 0.019251 ± 0.000302 [2026-06-11 19:23:31] Maximum KLD: 1.483917 [2026-06-11 19:23:31] 99.9% KLD: 0.444926 [2026-06-11 19:23:31] 99.0% KLD: 0.126858 [2026-06-11 19:23:31] 95.0% KLD: 0.054170 [2026-06-11 19:23:31] 90.0% KLD: 0.038830 [2026-06-11 19:23:31] Median KLD: 0.012555 [2026-06-11 19:23:31] 10.0% KLD: 0.000838 [2026-06-11 19:23:31] 5.0% KLD: 0.000303 [2026-06-11 19:23:31] 1.0% KLD: 0.000060 [2026-06-11 19:23:31] 0.1% KLD: 0.000012 [2026-06-11 19:23:31] Minimum KLD: -0.000016 [2026-06-11 19:23:31] [2026-06-11 19:23:31] ====== Token probability statistics ====== [2026-06-11 19:23:31] Mean Δp: -0.029 ± 0.035 % [2026-06-11 19:23:31] Maximum Δp: 45.327% [2026-06-11 19:23:31] 99.9% Δp: 19.387% [2026-06-11 19:23:31] 99.0% Δp: 10.344% [2026-06-11 19:23:31] 95.0% Δp: 5.915% [2026-06-11 19:23:31] 90.0% Δp: 3.497% [2026-06-11 19:23:31] 75.0% Δp: 0.719% [2026-06-11 19:23:31] Median Δp: -0.003% [2026-06-11 19:23:31] 25.0% Δp: -0.726% [2026-06-11 19:23:31] 10.0% Δp: -3.114% [2026-06-11 19:23:31] 5.0% Δp: -5.408% [2026-06-11 19:23:31] 1.0% Δp: -12.914% [2026-06-11 19:23:31] 0.1% Δp: -32.195% [2026-06-11 19:23:31] Minimum Δp: -65.682% [2026-06-11 19:23:31] RMS Δp : 3.905 ± 0.092 % [2026-06-11 19:23:31] Same top p: 92.910 ± 0.227 % [2026-06-11 19:23:31] [2026-06-11 19:23:32] ✅ Finished target model 3: 1 files evaluated [2026-06-11 19:23:33] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-Q3_K/Qwen3.5_4B-MoQ-layers_28-31-Q3_K.gguf to free disk space [2026-06-11 19:23:33] ============================================================ [2026-06-11 19:23:33] TARGET MODEL 4/37: w-ahmad/test3 / MoQ-layers_28-31-Q4_K/Qwen3.5_4B-MoQ-layers_28-31-Q4_K.gguf [2026-06-11 19:23:33] ============================================================ [2026-06-11 19:23:57] [1/1] MoQ-layers_28-31-Q4_K/Qwen3.5_4B-MoQ-layers_28-31-Q4_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:23:57] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-Q4_K/Qwen3.5_4B-MoQ-layers_28-31-Q4_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:23:57] 0.00.321.104 I common_init_result: fitting params to device memory ... [2026-06-11 19:23:57] 0.00.321.115 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:24:07] 0.10.254.606 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:24:08] 0.10.301.994 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:24:13] 0.16.172.340 I [2026-06-11 19:24:13] 0.16.172.522 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:24:13] 0.16.283.093 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:24:30] 0.33.445.966 I kl_divergence: 17.16 seconds per pass - ETA 14.30 minutes [2026-06-11 19:24:30] [2026-06-11 19:24:30] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:24:31] 1 6.0775 ± 1.0354 0.01358 ± 0.00739 0.00570 ± 0.00102 2.538 ± 0.637 % 96.471 ± 1.158 % [2026-06-11 19:24:33] 2 8.9410 ± 1.1637 0.00883 ± 0.00554 0.00632 ± 0.00071 2.587 ± 0.412 % 96.863 ± 0.773 % [2026-06-11 19:24:35] 3 9.0880 ± 0.9516 0.00607 ± 0.00448 0.00600 ± 0.00049 2.487 ± 0.290 % 96.471 ± 0.668 % [2026-06-11 19:24:37] 4 8.9401 ± 0.7788 0.00891 ± 0.00369 0.00564 ± 0.00037 2.346 ± 0.232 % 96.275 ± 0.593 % [2026-06-11 19:24:39] 5 9.0055 ± 0.6882 0.00829 ± 0.00312 0.00519 ± 0.00030 2.216 ± 0.197 % 96.314 ± 0.528 % [2026-06-11 19:24:41] 6 9.3275 ± 0.6441 0.00897 ± 0.00280 0.00510 ± 0.00026 2.136 ± 0.172 % 96.078 ± 0.496 % [2026-06-11 19:24:43] 7 9.6570 ± 0.6178 0.00928 ± 0.00249 0.00497 ± 0.00022 2.057 ± 0.154 % 95.966 ± 0.466 % [2026-06-11 19:24:45] 8 10.5204 ± 0.6480 0.00876 ± 0.00237 0.00502 ± 0.00020 2.046 ± 0.137 % 95.686 ± 0.450 % [2026-06-11 19:24:47] 9 11.1521 ± 0.6523 0.00935 ± 0.00221 0.00502 ± 0.00018 1.979 ± 0.126 % 95.861 ± 0.416 % [2026-06-11 19:24:49] 10 11.5932 ± 0.6453 0.00973 ± 0.00208 0.00496 ± 0.00016 1.940 ± 0.117 % 95.843 ± 0.395 % [2026-06-11 19:24:52] 11 11.4876 ± 0.6077 0.00971 ± 0.00198 0.00497 ± 0.00016 1.937 ± 0.108 % 95.900 ± 0.374 % [2026-06-11 19:24:54] 12 11.6193 ± 0.5906 0.00910 ± 0.00190 0.00513 ± 0.00015 1.957 ± 0.101 % 95.882 ± 0.359 % [2026-06-11 19:24:56] 13 12.3002 ± 0.6100 0.00844 ± 0.00184 0.00514 ± 0.00014 1.939 ± 0.095 % 95.807 ± 0.348 % [2026-06-11 19:24:58] 14 11.7156 ± 0.5572 0.00941 ± 0.00181 0.00519 ± 0.00014 1.969 ± 0.093 % 95.826 ± 0.335 % [2026-06-11 19:25:00] 15 11.6092 ± 0.5332 0.00989 ± 0.00175 0.00519 ± 0.00014 1.965 ± 0.088 % 95.712 ± 0.328 % [2026-06-11 19:25:03] 16 11.7306 ± 0.5257 0.01002 ± 0.00172 0.00535 ± 0.00016 1.965 ± 0.083 % 95.588 ± 0.322 % [2026-06-11 19:25:05] 17 10.9206 ± 0.4705 0.00967 ± 0.00164 0.00523 ± 0.00015 1.955 ± 0.079 % 95.709 ± 0.308 % [2026-06-11 19:25:07] 18 10.9100 ± 0.4551 0.00945 ± 0.00161 0.00527 ± 0.00014 1.964 ± 0.076 % 95.730 ± 0.298 % [2026-06-11 19:25:09] 19 10.8107 ± 0.4400 0.00961 ± 0.00159 0.00535 ± 0.00015 1.982 ± 0.079 % 95.728 ± 0.291 % [2026-06-11 19:25:11] 20 10.8395 ± 0.4302 0.00918 ± 0.00154 0.00532 ± 0.00014 1.976 ± 0.076 % 95.843 ± 0.280 % [2026-06-11 19:25:13] 21 10.4430 ± 0.4021 0.00853 ± 0.00149 0.00529 ± 0.00014 1.991 ± 0.075 % 95.910 ± 0.271 % [2026-06-11 19:25:15] 22 10.3111 ± 0.3870 0.00867 ± 0.00146 0.00528 ± 0.00013 2.003 ± 0.072 % 96.007 ± 0.261 % [2026-06-11 19:25:17] 23 9.9116 ± 0.3614 0.00852 ± 0.00141 0.00518 ± 0.00013 1.996 ± 0.069 % 96.010 ± 0.256 % [2026-06-11 19:25:19] 24 9.4185 ± 0.3329 0.00844 ± 0.00137 0.00507 ± 0.00012 1.976 ± 0.067 % 96.046 ± 0.249 % [2026-06-11 19:25:21] 25 9.2380 ± 0.3187 0.00808 ± 0.00133 0.00501 ± 0.00012 1.973 ± 0.065 % 96.141 ± 0.241 % [2026-06-11 19:25:23] 26 8.9822 ± 0.3012 0.00764 ± 0.00131 0.00498 ± 0.00012 1.971 ± 0.063 % 96.199 ± 0.235 % [2026-06-11 19:25:25] 27 8.8101 ± 0.2887 0.00725 ± 0.00128 0.00495 ± 0.00011 1.982 ± 0.061 % 96.282 ± 0.228 % [2026-06-11 19:25:27] 28 8.6993 ± 0.2794 0.00723 ± 0.00125 0.00494 ± 0.00011 1.975 ± 0.060 % 96.303 ± 0.223 % [2026-06-11 19:25:29] 29 8.6594 ± 0.2730 0.00767 ± 0.00127 0.00491 ± 0.00011 1.975 ± 0.058 % 96.376 ± 0.217 % [2026-06-11 19:25:31] 30 8.6332 ± 0.2673 0.00774 ± 0.00125 0.00491 ± 0.00010 1.976 ± 0.057 % 96.431 ± 0.212 % [2026-06-11 19:25:33] 31 8.5452 ± 0.2593 0.00750 ± 0.00122 0.00489 ± 0.00010 1.968 ± 0.055 % 96.420 ± 0.209 % [2026-06-11 19:25:35] 32 8.5476 ± 0.2554 0.00777 ± 0.00120 0.00490 ± 0.00010 1.968 ± 0.054 % 96.458 ± 0.205 % [2026-06-11 19:25:37] 33 8.5017 ± 0.2499 0.00774 ± 0.00118 0.00487 ± 0.00010 1.955 ± 0.053 % 96.494 ± 0.201 % [2026-06-11 19:25:39] 34 8.5806 ± 0.2491 0.00770 ± 0.00116 0.00488 ± 0.00009 1.950 ± 0.051 % 96.517 ± 0.197 % [2026-06-11 19:25:41] 35 8.6735 ± 0.2482 0.00752 ± 0.00115 0.00492 ± 0.00009 1.962 ± 0.052 % 96.515 ± 0.194 % [2026-06-11 19:25:43] 36 8.8569 ± 0.2503 0.00751 ± 0.00113 0.00494 ± 0.00009 1.954 ± 0.051 % 96.438 ± 0.193 % [2026-06-11 19:25:45] 37 8.9717 ± 0.2500 0.00769 ± 0.00112 0.00500 ± 0.00009 1.965 ± 0.051 % 96.407 ± 0.192 % [2026-06-11 19:25:47] 38 8.9888 ± 0.2471 0.00780 ± 0.00110 0.00499 ± 0.00009 1.959 ± 0.049 % 96.378 ± 0.190 % [2026-06-11 19:25:49] 39 8.9827 ± 0.2439 0.00770 ± 0.00108 0.00495 ± 0.00009 1.947 ± 0.049 % 96.390 ± 0.187 % [2026-06-11 19:25:51] 40 9.0191 ± 0.2425 0.00793 ± 0.00110 0.00494 ± 0.00009 1.949 ± 0.048 % 96.343 ± 0.186 % [2026-06-11 19:25:53] 41 9.0666 ± 0.2413 0.00787 ± 0.00109 0.00495 ± 0.00009 1.947 ± 0.047 % 96.337 ± 0.184 % [2026-06-11 19:25:55] 42 9.1427 ± 0.2406 0.00796 ± 0.00108 0.00494 ± 0.00009 1.945 ± 0.046 % 96.359 ± 0.181 % [2026-06-11 19:25:57] 43 9.1674 ± 0.2390 0.00757 ± 0.00106 0.00493 ± 0.00008 1.941 ± 0.045 % 96.389 ± 0.178 % [2026-06-11 19:25:59] 44 9.1773 ± 0.2366 0.00745 ± 0.00104 0.00491 ± 0.00008 1.932 ± 0.044 % 96.390 ± 0.176 % [2026-06-11 19:26:01] 45 9.2771 ± 0.2372 0.00766 ± 0.00103 0.00491 ± 0.00008 1.926 ± 0.044 % 96.322 ± 0.176 % [2026-06-11 19:26:03] 46 9.2233 ± 0.2328 0.00731 ± 0.00102 0.00489 ± 0.00008 1.927 ± 0.043 % 96.351 ± 0.173 % [2026-06-11 19:26:05] 47 9.4094 ± 0.2362 0.00738 ± 0.00101 0.00488 ± 0.00008 1.917 ± 0.042 % 96.362 ± 0.171 % [2026-06-11 19:26:07] 48 9.4952 ± 0.2362 0.00744 ± 0.00100 0.00487 ± 0.00008 1.909 ± 0.042 % 96.340 ± 0.170 % [2026-06-11 19:26:10] 49 9.3983 ± 0.2308 0.00737 ± 0.00099 0.00486 ± 0.00008 1.909 ± 0.041 % 96.343 ± 0.168 % [2026-06-11 19:26:12] 50 9.4529 ± 0.2300 0.00729 ± 0.00098 0.00486 ± 0.00007 1.908 ± 0.040 % 96.345 ± 0.166 % [2026-06-11 19:26:12] [2026-06-11 19:26:12] ====== Perplexity statistics ====== [2026-06-11 19:26:12] Mean PPL(Q) : 9.452925 ± 0.230019 [2026-06-11 19:26:12] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:26:12] Cor(ln(PPL(Q)), ln(PPL(base))): 99.92% [2026-06-11 19:26:12] Mean ln(PPL(Q)/PPL(base)) : 0.007289 ± 0.000977 [2026-06-11 19:26:12] Mean PPL(Q)/PPL(base) : 1.007315 ± 0.000984 [2026-06-11 19:26:12] Mean PPL(Q)-PPL(base) : 0.068648 ± 0.009449 [2026-06-11 19:26:12] [2026-06-11 19:26:12] ====== KL divergence statistics ====== [2026-06-11 19:26:12] Mean KLD: 0.004861 ± 0.000075 [2026-06-11 19:26:12] Maximum KLD: 0.338913 [2026-06-11 19:26:12] 99.9% KLD: 0.093395 [2026-06-11 19:26:12] 99.0% KLD: 0.029785 [2026-06-11 19:26:12] 95.0% KLD: 0.014048 [2026-06-11 19:26:12] 90.0% KLD: 0.009749 [2026-06-11 19:26:12] Median KLD: 0.003244 [2026-06-11 19:26:12] 10.0% KLD: 0.000206 [2026-06-11 19:26:12] 5.0% KLD: 0.000070 [2026-06-11 19:26:12] 1.0% KLD: 0.000010 [2026-06-11 19:26:12] 0.1% KLD: -0.000005 [2026-06-11 19:26:12] Minimum KLD: -0.000232 [2026-06-11 19:26:12] [2026-06-11 19:26:12] ====== Token probability statistics ====== [2026-06-11 19:26:12] Mean Δp: -0.112 ± 0.017 % [2026-06-11 19:26:12] Maximum Δp: 25.665% [2026-06-11 19:26:12] 99.9% Δp: 11.064% [2026-06-11 19:26:12] 99.0% Δp: 5.569% [2026-06-11 19:26:12] 95.0% Δp: 2.639% [2026-06-11 19:26:12] 90.0% Δp: 1.544% [2026-06-11 19:26:12] 75.0% Δp: 0.240% [2026-06-11 19:26:12] Median Δp: -0.006% [2026-06-11 19:26:12] 25.0% Δp: -0.469% [2026-06-11 19:26:12] 10.0% Δp: -1.950% [2026-06-11 19:26:12] 5.0% Δp: -2.998% [2026-06-11 19:26:12] 1.0% Δp: -5.939% [2026-06-11 19:26:12] 0.1% Δp: -10.681% [2026-06-11 19:26:12] Minimum Δp: -28.526% [2026-06-11 19:26:12] RMS Δp : 1.908 ± 0.040 % [2026-06-11 19:26:12] Same top p: 96.345 ± 0.166 % [2026-06-11 19:26:12] [2026-06-11 19:26:12] ✅ Finished target model 4: 1 files evaluated [2026-06-11 19:26:13] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-Q4_K/Qwen3.5_4B-MoQ-layers_28-31-Q4_K.gguf to free disk space [2026-06-11 19:26:14] ============================================================ [2026-06-11 19:26:14] TARGET MODEL 5/37: w-ahmad/test3 / MoQ-layers_28-31-Q5_K/Qwen3.5_4B-MoQ-layers_28-31-Q5_K.gguf [2026-06-11 19:26:14] ============================================================ [2026-06-11 19:26:37] [1/1] MoQ-layers_28-31-Q5_K/Qwen3.5_4B-MoQ-layers_28-31-Q5_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:26:37] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-Q5_K/Qwen3.5_4B-MoQ-layers_28-31-Q5_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:26:37] 0.00.292.129 I common_init_result: fitting params to device memory ... [2026-06-11 19:26:37] 0.00.292.138 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:26:47] 0.10.054.648 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:26:48] 0.10.109.947 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:26:48] 0.10.381.502 I [2026-06-11 19:26:48] 0.10.381.635 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:26:48] 0.10.477.076 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:27:05] 0.28.266.491 I kl_divergence: 17.79 seconds per pass - ETA 14.82 minutes [2026-06-11 19:27:05] [2026-06-11 19:27:05] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:27:06] 1 5.9834 ± 1.0135 -0.00201 ± 0.00365 0.00183 ± 0.00022 1.274 ± 0.141 % 98.431 ± 0.780 % [2026-06-11 19:27:08] 2 8.8507 ± 1.1496 -0.00132 ± 0.00282 0.00195 ± 0.00016 1.199 ± 0.085 % 97.843 ± 0.644 % [2026-06-11 19:27:10] 3 9.0231 ± 0.9414 -0.00110 ± 0.00225 0.00194 ± 0.00011 1.205 ± 0.072 % 97.778 ± 0.533 % [2026-06-11 19:27:12] 4 8.8620 ± 0.7703 0.00013 ± 0.00195 0.00187 ± 0.00009 1.196 ± 0.057 % 97.843 ± 0.455 % [2026-06-11 19:27:14] 5 8.9296 ± 0.6816 -0.00018 ± 0.00173 0.00184 ± 0.00007 1.189 ± 0.049 % 97.647 ± 0.425 % [2026-06-11 19:27:16] 6 9.2468 ± 0.6380 0.00028 ± 0.00157 0.00185 ± 0.00006 1.203 ± 0.048 % 97.516 ± 0.398 % [2026-06-11 19:27:18] 7 9.5680 ± 0.6117 0.00002 ± 0.00147 0.00187 ± 0.00006 1.205 ± 0.043 % 97.535 ± 0.367 % [2026-06-11 19:27:20] 8 10.4284 ± 0.6423 -0.00002 ± 0.00140 0.00192 ± 0.00005 1.224 ± 0.040 % 97.451 ± 0.349 % [2026-06-11 19:27:22] 9 11.0513 ± 0.6462 0.00027 ± 0.00133 0.00193 ± 0.00005 1.217 ± 0.037 % 97.473 ± 0.328 % [2026-06-11 19:27:24] 10 11.4918 ± 0.6397 0.00095 ± 0.00126 0.00192 ± 0.00004 1.196 ± 0.035 % 97.451 ± 0.312 % [2026-06-11 19:27:26] 11 11.3898 ± 0.6025 0.00116 ± 0.00121 0.00191 ± 0.00004 1.196 ± 0.033 % 97.504 ± 0.295 % [2026-06-11 19:27:28] 12 11.5267 ± 0.5858 0.00110 ± 0.00116 0.00198 ± 0.00005 1.210 ± 0.032 % 97.614 ± 0.276 % [2026-06-11 19:27:30] 13 12.2138 ± 0.6063 0.00139 ± 0.00113 0.00199 ± 0.00004 1.199 ± 0.031 % 97.496 ± 0.271 % [2026-06-11 19:27:32] 14 11.6292 ± 0.5537 0.00201 ± 0.00120 0.00198 ± 0.00004 1.222 ± 0.033 % 97.647 ± 0.254 % [2026-06-11 19:27:34] 15 11.5191 ± 0.5294 0.00210 ± 0.00118 0.00197 ± 0.00004 1.215 ± 0.032 % 97.673 ± 0.244 % [2026-06-11 19:27:36] 16 11.6365 ± 0.5219 0.00196 ± 0.00114 0.00199 ± 0.00004 1.220 ± 0.031 % 97.696 ± 0.235 % [2026-06-11 19:27:39] 17 10.8411 ± 0.4674 0.00236 ± 0.00109 0.00196 ± 0.00004 1.224 ± 0.030 % 97.739 ± 0.226 % [2026-06-11 19:27:41] 18 10.8336 ± 0.4523 0.00242 ± 0.00105 0.00196 ± 0.00004 1.222 ± 0.029 % 97.778 ± 0.218 % [2026-06-11 19:27:43] 19 10.7376 ± 0.4375 0.00283 ± 0.00103 0.00198 ± 0.00004 1.235 ± 0.030 % 97.709 ± 0.215 % [2026-06-11 19:27:45] 20 10.7723 ± 0.4279 0.00296 ± 0.00100 0.00198 ± 0.00004 1.233 ± 0.029 % 97.765 ± 0.207 % [2026-06-11 19:27:47] 21 10.3842 ± 0.4002 0.00288 ± 0.00097 0.00196 ± 0.00004 1.230 ± 0.028 % 97.796 ± 0.201 % [2026-06-11 19:27:49] 22 10.2538 ± 0.3852 0.00310 ± 0.00094 0.00196 ± 0.00004 1.234 ± 0.027 % 97.790 ± 0.196 % [2026-06-11 19:27:51] 23 9.8557 ± 0.3596 0.00286 ± 0.00091 0.00192 ± 0.00004 1.227 ± 0.027 % 97.818 ± 0.191 % [2026-06-11 19:27:54] 24 9.3659 ± 0.3313 0.00284 ± 0.00088 0.00188 ± 0.00004 1.215 ± 0.026 % 97.827 ± 0.186 % [2026-06-11 19:27:56] 25 9.1894 ± 0.3172 0.00281 ± 0.00086 0.00186 ± 0.00004 1.212 ± 0.025 % 97.898 ± 0.180 % [2026-06-11 19:27:58] 26 8.9394 ± 0.3001 0.00287 ± 0.00084 0.00185 ± 0.00003 1.210 ± 0.024 % 97.919 ± 0.175 % [2026-06-11 19:28:00] 27 8.7726 ± 0.2878 0.00298 ± 0.00082 0.00184 ± 0.00003 1.212 ± 0.024 % 97.923 ± 0.172 % [2026-06-11 19:28:02] 28 8.6623 ± 0.2785 0.00297 ± 0.00081 0.00183 ± 0.00003 1.210 ± 0.023 % 97.969 ± 0.167 % [2026-06-11 19:28:04] 29 8.6221 ± 0.2722 0.00335 ± 0.00087 0.00182 ± 0.00003 1.212 ± 0.023 % 98.012 ± 0.162 % [2026-06-11 19:28:06] 30 8.5965 ± 0.2665 0.00348 ± 0.00086 0.00182 ± 0.00003 1.217 ± 0.023 % 98.013 ± 0.160 % [2026-06-11 19:28:08] 31 8.5100 ± 0.2586 0.00337 ± 0.00084 0.00182 ± 0.00003 1.217 ± 0.022 % 98.039 ± 0.156 % [2026-06-11 19:28:10] 32 8.5088 ± 0.2546 0.00322 ± 0.00082 0.00183 ± 0.00003 1.234 ± 0.022 % 97.978 ± 0.156 % [2026-06-11 19:28:12] 33 8.4617 ± 0.2490 0.00303 ± 0.00081 0.00183 ± 0.00003 1.231 ± 0.022 % 97.992 ± 0.153 % [2026-06-11 19:28:14] 34 8.5441 ± 0.2483 0.00343 ± 0.00079 0.00183 ± 0.00003 1.230 ± 0.021 % 97.993 ± 0.151 % [2026-06-11 19:28:16] 35 8.6387 ± 0.2475 0.00350 ± 0.00078 0.00185 ± 0.00003 1.246 ± 0.029 % 97.994 ± 0.148 % [2026-06-11 19:28:18] 36 8.8227 ± 0.2496 0.00364 ± 0.00077 0.00187 ± 0.00003 1.250 ± 0.028 % 97.908 ± 0.149 % [2026-06-11 19:28:20] 37 8.9357 ± 0.2493 0.00366 ± 0.00076 0.00188 ± 0.00003 1.252 ± 0.028 % 97.870 ± 0.149 % [2026-06-11 19:28:21] 38 8.9532 ± 0.2464 0.00382 ± 0.00075 0.00188 ± 0.00003 1.251 ± 0.027 % 97.833 ± 0.148 % [2026-06-11 19:28:23] 39 8.9488 ± 0.2433 0.00392 ± 0.00074 0.00187 ± 0.00003 1.249 ± 0.027 % 97.818 ± 0.147 % [2026-06-11 19:28:25] 40 8.9869 ± 0.2419 0.00435 ± 0.00077 0.00187 ± 0.00003 1.247 ± 0.026 % 97.765 ± 0.146 % [2026-06-11 19:28:27] 41 9.0347 ± 0.2407 0.00434 ± 0.00075 0.00187 ± 0.00003 1.246 ± 0.026 % 97.743 ± 0.145 % [2026-06-11 19:28:29] 42 9.1092 ± 0.2400 0.00429 ± 0.00074 0.00187 ± 0.00003 1.246 ± 0.025 % 97.740 ± 0.144 % [2026-06-11 19:28:31] 43 9.1373 ± 0.2385 0.00428 ± 0.00073 0.00187 ± 0.00003 1.248 ± 0.025 % 97.729 ± 0.142 % [2026-06-11 19:28:33] 44 9.1478 ± 0.2362 0.00423 ± 0.00072 0.00187 ± 0.00003 1.244 ± 0.024 % 97.709 ± 0.141 % [2026-06-11 19:28:35] 45 9.2435 ± 0.2366 0.00403 ± 0.00071 0.00187 ± 0.00003 1.243 ± 0.024 % 97.682 ± 0.140 % [2026-06-11 19:28:37] 46 9.1933 ± 0.2323 0.00406 ± 0.00070 0.00187 ± 0.00002 1.244 ± 0.023 % 97.715 ± 0.138 % [2026-06-11 19:28:39] 47 9.3790 ± 0.2356 0.00415 ± 0.00069 0.00188 ± 0.00002 1.242 ± 0.023 % 97.714 ± 0.137 % [2026-06-11 19:28:41] 48 9.4639 ± 0.2357 0.00413 ± 0.00070 0.00187 ± 0.00002 1.238 ± 0.023 % 97.729 ± 0.135 % [2026-06-11 19:28:44] 49 9.3687 ± 0.2303 0.00421 ± 0.00069 0.00187 ± 0.00002 1.236 ± 0.022 % 97.727 ± 0.133 % [2026-06-11 19:28:46] 50 9.4237 ± 0.2296 0.00420 ± 0.00068 0.00187 ± 0.00002 1.236 ± 0.022 % 97.725 ± 0.132 % [2026-06-11 19:28:46] [2026-06-11 19:28:46] ====== Perplexity statistics ====== [2026-06-11 19:28:46] Mean PPL(Q) : 9.423731 ± 0.229582 [2026-06-11 19:28:46] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:28:46] Cor(ln(PPL(Q)), ln(PPL(base))): 99.96% [2026-06-11 19:28:46] Mean ln(PPL(Q)/PPL(base)) : 0.004196 ± 0.000680 [2026-06-11 19:28:46] Mean PPL(Q)/PPL(base) : 1.004204 ± 0.000683 [2026-06-11 19:28:46] Mean PPL(Q)-PPL(base) : 0.039455 ± 0.006584 [2026-06-11 19:28:46] [2026-06-11 19:28:46] ====== KL divergence statistics ====== [2026-06-11 19:28:46] Mean KLD: 0.001873 ± 0.000024 [2026-06-11 19:28:46] Maximum KLD: 0.114746 [2026-06-11 19:28:46] 99.9% KLD: 0.028282 [2026-06-11 19:28:46] 99.0% KLD: 0.010858 [2026-06-11 19:28:46] 95.0% KLD: 0.005241 [2026-06-11 19:28:46] 90.0% KLD: 0.003806 [2026-06-11 19:28:46] Median KLD: 0.001490 [2026-06-11 19:28:46] 10.0% KLD: 0.000055 [2026-06-11 19:28:46] 5.0% KLD: 0.000018 [2026-06-11 19:28:46] 1.0% KLD: -0.000000 [2026-06-11 19:28:46] 0.1% KLD: -0.000036 [2026-06-11 19:28:46] Minimum KLD: -0.000134 [2026-06-11 19:28:46] [2026-06-11 19:28:46] ====== Token probability statistics ====== [2026-06-11 19:28:46] Mean Δp: 0.031 ± 0.011 % [2026-06-11 19:28:46] Maximum Δp: 10.920% [2026-06-11 19:28:46] 99.9% Δp: 6.168% [2026-06-11 19:28:46] 99.0% Δp: 3.648% [2026-06-11 19:28:46] 95.0% Δp: 2.151% [2026-06-11 19:28:46] 90.0% Δp: 1.254% [2026-06-11 19:28:46] 75.0% Δp: 0.231% [2026-06-11 19:28:46] Median Δp: 0.000% [2026-06-11 19:28:46] 25.0% Δp: -0.192% [2026-06-11 19:28:46] 10.0% Δp: -1.110% [2026-06-11 19:28:46] 5.0% Δp: -1.967% [2026-06-11 19:28:46] 1.0% Δp: -3.586% [2026-06-11 19:28:46] 0.1% Δp: -6.502% [2026-06-11 19:28:46] Minimum Δp: -21.195% [2026-06-11 19:28:46] RMS Δp : 1.236 ± 0.022 % [2026-06-11 19:28:46] Same top p: 97.725 ± 0.132 % [2026-06-11 19:28:46] [2026-06-11 19:28:46] ✅ Finished target model 5: 1 files evaluated [2026-06-11 19:28:47] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-Q5_K/Qwen3.5_4B-MoQ-layers_28-31-Q5_K.gguf to free disk space [2026-06-11 19:28:47] ============================================================ [2026-06-11 19:28:47] TARGET MODEL 6/37: w-ahmad/test3 / MoQ-layers_28-31-Q6_K/Qwen3.5_4B-MoQ-layers_28-31-Q6_K.gguf [2026-06-11 19:28:47] ============================================================ [2026-06-11 19:29:09] [1/1] MoQ-layers_28-31-Q6_K/Qwen3.5_4B-MoQ-layers_28-31-Q6_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:29:09] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-Q6_K/Qwen3.5_4B-MoQ-layers_28-31-Q6_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:29:10] 0.00.268.139 I common_init_result: fitting params to device memory ... [2026-06-11 19:29:10] 0.00.268.149 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:29:19] 0.09.997.340 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:29:19] 0.10.054.707 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:29:20] 0.10.331.730 I [2026-06-11 19:29:20] 0.10.331.901 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:29:20] 0.10.423.008 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:29:39] 0.29.310.075 I kl_divergence: 18.89 seconds per pass - ETA 15.73 minutes [2026-06-11 19:29:39] [2026-06-11 19:29:39] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:29:39] 1 6.0054 ± 1.0189 0.00165 ± 0.00249 0.00073 ± 0.00008 0.804 ± 0.063 % 99.608 ± 0.392 % [2026-06-11 19:29:41] 2 8.8626 ± 1.1512 0.00003 ± 0.00183 0.00077 ± 0.00005 0.809 ± 0.047 % 98.235 ± 0.584 % [2026-06-11 19:29:43] 3 9.0236 ± 0.9409 -0.00104 ± 0.00153 0.00081 ± 0.00004 0.885 ± 0.045 % 98.431 ± 0.450 % [2026-06-11 19:29:45] 4 8.8571 ± 0.7686 -0.00042 ± 0.00134 0.00080 ± 0.00003 0.886 ± 0.038 % 98.235 ± 0.412 % [2026-06-11 19:29:47] 5 8.9364 ± 0.6810 0.00059 ± 0.00119 0.00080 ± 0.00003 0.878 ± 0.033 % 98.118 ± 0.381 % [2026-06-11 19:29:49] 6 9.2520 ± 0.6373 0.00085 ± 0.00109 0.00079 ± 0.00002 0.863 ± 0.032 % 97.974 ± 0.360 % [2026-06-11 19:29:51] 7 9.5787 ± 0.6112 0.00113 ± 0.00100 0.00079 ± 0.00002 0.849 ± 0.029 % 98.095 ± 0.324 % [2026-06-11 19:29:54] 8 10.4371 ± 0.6417 0.00081 ± 0.00094 0.00081 ± 0.00002 0.860 ± 0.028 % 98.039 ± 0.307 % [2026-06-11 19:29:56] 9 11.0558 ± 0.6453 0.00068 ± 0.00089 0.00081 ± 0.00002 0.855 ± 0.026 % 98.083 ± 0.286 % [2026-06-11 19:29:58] 10 11.4913 ± 0.6384 0.00090 ± 0.00084 0.00081 ± 0.00002 0.862 ± 0.026 % 98.078 ± 0.272 % [2026-06-11 19:30:00] 11 11.3843 ± 0.6010 0.00068 ± 0.00080 0.00081 ± 0.00002 0.861 ± 0.025 % 98.182 ± 0.252 % [2026-06-11 19:30:02] 12 11.5275 ± 0.5848 0.00117 ± 0.00076 0.00083 ± 0.00002 0.872 ± 0.027 % 98.268 ± 0.236 % [2026-06-11 19:30:04] 13 12.2121 ± 0.6049 0.00126 ± 0.00073 0.00082 ± 0.00002 0.862 ± 0.025 % 98.341 ± 0.222 % [2026-06-11 19:30:07] 14 11.6233 ± 0.5522 0.00150 ± 0.00088 0.00083 ± 0.00002 0.880 ± 0.025 % 98.431 ± 0.208 % [2026-06-11 19:30:09] 15 11.5099 ± 0.5280 0.00130 ± 0.00085 0.00083 ± 0.00002 0.885 ± 0.024 % 98.431 ± 0.201 % [2026-06-11 19:30:11] 16 11.6312 ± 0.5208 0.00151 ± 0.00081 0.00084 ± 0.00001 0.889 ± 0.023 % 98.431 ± 0.195 % [2026-06-11 19:30:13] 17 10.8300 ± 0.4661 0.00134 ± 0.00078 0.00083 ± 0.00001 0.890 ± 0.022 % 98.431 ± 0.189 % [2026-06-11 19:30:15] 18 10.8230 ± 0.4512 0.00143 ± 0.00075 0.00083 ± 0.00001 0.891 ± 0.022 % 98.431 ± 0.183 % [2026-06-11 19:30:17] 19 10.7226 ± 0.4362 0.00142 ± 0.00072 0.00083 ± 0.00001 0.893 ± 0.021 % 98.369 ± 0.182 % [2026-06-11 19:30:19] 20 10.7553 ± 0.4266 0.00138 ± 0.00071 0.00084 ± 0.00001 0.901 ± 0.021 % 98.392 ± 0.176 % [2026-06-11 19:30:21] 21 10.3697 ± 0.3990 0.00149 ± 0.00068 0.00084 ± 0.00001 0.903 ± 0.020 % 98.413 ± 0.171 % [2026-06-11 19:30:23] 22 10.2394 ± 0.3841 0.00170 ± 0.00066 0.00083 ± 0.00001 0.904 ± 0.019 % 98.414 ± 0.167 % [2026-06-11 19:30:25] 23 9.8441 ± 0.3587 0.00168 ± 0.00064 0.00082 ± 0.00001 0.900 ± 0.019 % 98.483 ± 0.160 % [2026-06-11 19:30:27] 24 9.3554 ± 0.3304 0.00172 ± 0.00062 0.00081 ± 0.00001 0.892 ± 0.018 % 98.464 ± 0.157 % [2026-06-11 19:30:29] 25 9.1790 ± 0.3164 0.00168 ± 0.00060 0.00081 ± 0.00001 0.889 ± 0.018 % 98.494 ± 0.153 % [2026-06-11 19:30:31] 26 8.9278 ± 0.2993 0.00157 ± 0.00059 0.00080 ± 0.00001 0.888 ± 0.017 % 98.537 ± 0.147 % [2026-06-11 19:30:33] 27 8.7602 ± 0.2869 0.00157 ± 0.00057 0.00080 ± 0.00001 0.892 ± 0.017 % 98.533 ± 0.145 % [2026-06-11 19:30:35] 28 8.6499 ± 0.2777 0.00154 ± 0.00056 0.00080 ± 0.00001 0.892 ± 0.017 % 98.529 ± 0.142 % [2026-06-11 19:30:37] 29 8.6090 ± 0.2713 0.00182 ± 0.00064 0.00080 ± 0.00001 0.897 ± 0.017 % 98.580 ± 0.138 % [2026-06-11 19:30:39] 30 8.5816 ± 0.2655 0.00175 ± 0.00062 0.00080 ± 0.00001 0.899 ± 0.017 % 98.588 ± 0.135 % [2026-06-11 19:30:41] 31 8.4958 ± 0.2577 0.00170 ± 0.00061 0.00080 ± 0.00001 0.895 ± 0.017 % 98.608 ± 0.132 % [2026-06-11 19:30:43] 32 8.4969 ± 0.2538 0.00182 ± 0.00060 0.00080 ± 0.00001 0.904 ± 0.016 % 98.603 ± 0.130 % [2026-06-11 19:30:45] 33 8.4504 ± 0.2482 0.00170 ± 0.00058 0.00080 ± 0.00001 0.904 ± 0.016 % 98.598 ± 0.128 % [2026-06-11 19:30:47] 34 8.5278 ± 0.2474 0.00153 ± 0.00057 0.00080 ± 0.00001 0.902 ± 0.016 % 98.627 ± 0.125 % [2026-06-11 19:30:49] 35 8.6226 ± 0.2465 0.00164 ± 0.00056 0.00081 ± 0.00001 0.900 ± 0.016 % 98.633 ± 0.123 % [2026-06-11 19:30:51] 36 8.8059 ± 0.2486 0.00173 ± 0.00055 0.00081 ± 0.00001 0.898 ± 0.015 % 98.595 ± 0.123 % [2026-06-11 19:30:53] 37 8.9184 ± 0.2483 0.00173 ± 0.00054 0.00081 ± 0.00001 0.896 ± 0.015 % 98.569 ± 0.122 % [2026-06-11 19:30:55] 38 8.9353 ± 0.2454 0.00182 ± 0.00053 0.00081 ± 0.00001 0.895 ± 0.015 % 98.596 ± 0.120 % [2026-06-11 19:30:57] 39 8.9298 ± 0.2422 0.00180 ± 0.00052 0.00081 ± 0.00001 0.895 ± 0.015 % 98.612 ± 0.117 % [2026-06-11 19:30:59] 40 8.9660 ± 0.2408 0.00203 ± 0.00058 0.00081 ± 0.00001 0.894 ± 0.014 % 98.588 ± 0.117 % [2026-06-11 19:31:01] 41 9.0138 ± 0.2396 0.00202 ± 0.00057 0.00081 ± 0.00001 0.895 ± 0.014 % 98.594 ± 0.115 % [2026-06-11 19:31:03] 42 9.0874 ± 0.2388 0.00189 ± 0.00056 0.00081 ± 0.00001 0.890 ± 0.014 % 98.581 ± 0.114 % [2026-06-11 19:31:05] 43 9.1152 ± 0.2374 0.00185 ± 0.00055 0.00081 ± 0.00001 0.893 ± 0.014 % 98.541 ± 0.115 % [2026-06-11 19:31:07] 44 9.1261 ± 0.2351 0.00186 ± 0.00054 0.00081 ± 0.00001 0.892 ± 0.014 % 98.520 ± 0.114 % [2026-06-11 19:31:09] 45 9.2234 ± 0.2356 0.00186 ± 0.00053 0.00081 ± 0.00001 0.891 ± 0.013 % 98.466 ± 0.115 % [2026-06-11 19:31:12] 46 9.1728 ± 0.2313 0.00182 ± 0.00052 0.00081 ± 0.00001 0.893 ± 0.013 % 98.474 ± 0.113 % [2026-06-11 19:31:14] 47 9.3566 ± 0.2346 0.00175 ± 0.00052 0.00081 ± 0.00001 0.891 ± 0.013 % 98.498 ± 0.111 % [2026-06-11 19:31:16] 48 9.4421 ± 0.2346 0.00182 ± 0.00052 0.00081 ± 0.00001 0.890 ± 0.013 % 98.497 ± 0.110 % [2026-06-11 19:31:18] 49 9.3459 ± 0.2292 0.00178 ± 0.00052 0.00081 ± 0.00001 0.891 ± 0.013 % 98.487 ± 0.109 % [2026-06-11 19:31:20] 50 9.4005 ± 0.2285 0.00172 ± 0.00051 0.00081 ± 0.00001 0.888 ± 0.013 % 98.494 ± 0.108 % [2026-06-11 19:31:20] [2026-06-11 19:31:20] ====== Perplexity statistics ====== [2026-06-11 19:31:20] Mean PPL(Q) : 9.400457 ± 0.228484 [2026-06-11 19:31:20] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:31:20] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 19:31:20] Mean ln(PPL(Q)/PPL(base)) : 0.001723 ± 0.000509 [2026-06-11 19:31:20] Mean PPL(Q)/PPL(base) : 1.001724 ± 0.000510 [2026-06-11 19:31:20] Mean PPL(Q)-PPL(base) : 0.016181 ± 0.004819 [2026-06-11 19:31:20] [2026-06-11 19:31:20] ====== KL divergence statistics ====== [2026-06-11 19:31:20] Mean KLD: 0.000812 ± 0.000008 [2026-06-11 19:31:20] Maximum KLD: 0.016274 [2026-06-11 19:31:20] 99.9% KLD: 0.007837 [2026-06-11 19:31:20] 99.0% KLD: 0.004064 [2026-06-11 19:31:20] 95.0% KLD: 0.002192 [2026-06-11 19:31:20] 90.0% KLD: 0.001891 [2026-06-11 19:31:20] Median KLD: 0.000545 [2026-06-11 19:31:20] 10.0% KLD: 0.000019 [2026-06-11 19:31:20] 5.0% KLD: 0.000006 [2026-06-11 19:31:20] 1.0% KLD: -0.000001 [2026-06-11 19:31:20] 0.1% KLD: -0.000024 [2026-06-11 19:31:20] Minimum KLD: -0.000130 [2026-06-11 19:31:20] [2026-06-11 19:31:20] ====== Token probability statistics ====== [2026-06-11 19:31:20] Mean Δp: -0.036 ± 0.008 % [2026-06-11 19:31:20] Maximum Δp: 6.184% [2026-06-11 19:31:20] 99.9% Δp: 4.607% [2026-06-11 19:31:20] 99.0% Δp: 2.812% [2026-06-11 19:31:20] 95.0% Δp: 1.412% [2026-06-11 19:31:20] 90.0% Δp: 0.622% [2026-06-11 19:31:20] 75.0% Δp: 0.065% [2026-06-11 19:31:20] Median Δp: -0.001% [2026-06-11 19:31:20] 25.0% Δp: -0.124% [2026-06-11 19:31:20] 10.0% Δp: -0.753% [2026-06-11 19:31:20] 5.0% Δp: -1.599% [2026-06-11 19:31:20] 1.0% Δp: -2.939% [2026-06-11 19:31:20] 0.1% Δp: -5.045% [2026-06-11 19:31:20] Minimum Δp: -8.335% [2026-06-11 19:31:20] RMS Δp : 0.888 ± 0.013 % [2026-06-11 19:31:20] Same top p: 98.494 ± 0.108 % [2026-06-11 19:31:20] [2026-06-11 19:31:21] ✅ Finished target model 6: 1 files evaluated [2026-06-11 19:31:22] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-Q6_K/Qwen3.5_4B-MoQ-layers_28-31-Q6_K.gguf to free disk space [2026-06-11 19:31:22] ============================================================ [2026-06-11 19:31:22] TARGET MODEL 7/37: w-ahmad/test3 / MoQ-layers_28-31-Q8_0/Qwen3.5_4B-MoQ-layers_28-31-Q8_0.gguf [2026-06-11 19:31:22] ============================================================ [2026-06-11 19:31:45] [1/1] MoQ-layers_28-31-Q8_0/Qwen3.5_4B-MoQ-layers_28-31-Q8_0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:31:45] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_28-31-Q8_0/Qwen3.5_4B-MoQ-layers_28-31-Q8_0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:31:45] 0.00.277.544 I common_init_result: fitting params to device memory ... [2026-06-11 19:31:45] 0.00.277.553 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:31:55] 0.10.004.110 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:31:55] 0.10.057.759 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:31:55] 0.10.342.720 I [2026-06-11 19:31:55] 0.10.342.897 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:31:55] 0.10.436.424 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:32:11] 0.25.880.478 I kl_divergence: 15.44 seconds per pass - ETA 12.87 minutes [2026-06-11 19:32:11] [2026-06-11 19:32:11] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:32:11] 1 6.0001 ± 1.0185 0.00077 ± 0.00182 0.00043 ± 0.00004 0.780 ± 0.068 % 99.216 ± 0.554 % [2026-06-11 19:32:13] 2 8.8740 ± 1.1528 0.00131 ± 0.00153 0.00047 ± 0.00003 0.736 ± 0.048 % 98.627 ± 0.516 % [2026-06-11 19:32:15] 3 9.0335 ± 0.9426 0.00006 ± 0.00125 0.00051 ± 0.00002 0.775 ± 0.040 % 98.562 ± 0.431 % [2026-06-11 19:32:17] 4 8.8584 ± 0.7690 -0.00028 ± 0.00109 0.00051 ± 0.00002 0.769 ± 0.035 % 98.333 ± 0.401 % [2026-06-11 19:32:19] 5 8.9308 ± 0.6803 -0.00005 ± 0.00097 0.00053 ± 0.00002 0.764 ± 0.031 % 98.118 ± 0.381 % [2026-06-11 19:32:21] 6 9.2447 ± 0.6366 0.00005 ± 0.00087 0.00052 ± 0.00002 0.738 ± 0.029 % 97.974 ± 0.360 % [2026-06-11 19:32:23] 7 9.5713 ± 0.6105 0.00036 ± 0.00081 0.00052 ± 0.00002 0.738 ± 0.027 % 98.151 ± 0.319 % [2026-06-11 19:32:25] 8 10.4380 ± 0.6416 0.00090 ± 0.00077 0.00053 ± 0.00001 0.746 ± 0.025 % 98.088 ± 0.303 % [2026-06-11 19:32:27] 9 11.0577 ± 0.6452 0.00085 ± 0.00073 0.00053 ± 0.00001 0.749 ± 0.024 % 98.257 ± 0.273 % [2026-06-11 19:32:29] 10 11.4916 ± 0.6383 0.00093 ± 0.00069 0.00054 ± 0.00001 0.749 ± 0.022 % 98.275 ± 0.258 % [2026-06-11 19:32:31] 11 11.3814 ± 0.6007 0.00042 ± 0.00065 0.00053 ± 0.00001 0.742 ± 0.022 % 98.360 ± 0.240 % [2026-06-11 19:32:33] 12 11.5197 ± 0.5842 0.00049 ± 0.00063 0.00053 ± 0.00001 0.737 ± 0.021 % 98.464 ± 0.222 % [2026-06-11 19:32:35] 13 12.2048 ± 0.6045 0.00066 ± 0.00060 0.00053 ± 0.00001 0.731 ± 0.020 % 98.431 ± 0.216 % [2026-06-11 19:32:38] 14 11.6168 ± 0.5518 0.00094 ± 0.00077 0.00053 ± 0.00001 0.734 ± 0.020 % 98.515 ± 0.202 % [2026-06-11 19:32:40] 15 11.5047 ± 0.5276 0.00085 ± 0.00073 0.00053 ± 0.00001 0.735 ± 0.019 % 98.562 ± 0.193 % [2026-06-11 19:32:42] 16 11.6240 ± 0.5203 0.00089 ± 0.00070 0.00053 ± 0.00001 0.735 ± 0.018 % 98.529 ± 0.188 % [2026-06-11 19:32:44] 17 10.8255 ± 0.4658 0.00092 ± 0.00067 0.00052 ± 0.00001 0.735 ± 0.018 % 98.524 ± 0.183 % [2026-06-11 19:32:46] 18 10.8184 ± 0.4509 0.00101 ± 0.00064 0.00052 ± 0.00001 0.742 ± 0.017 % 98.519 ± 0.178 % [2026-06-11 19:32:48] 19 10.7187 ± 0.4359 0.00106 ± 0.00062 0.00052 ± 0.00001 0.739 ± 0.017 % 98.535 ± 0.173 % [2026-06-11 19:32:51] 20 10.7532 ± 0.4264 0.00118 ± 0.00060 0.00052 ± 0.00001 0.739 ± 0.016 % 98.588 ± 0.165 % [2026-06-11 19:32:53] 21 10.3668 ± 0.3988 0.00120 ± 0.00058 0.00052 ± 0.00001 0.739 ± 0.016 % 98.599 ± 0.161 % [2026-06-11 19:32:55] 22 10.2355 ± 0.3838 0.00132 ± 0.00056 0.00052 ± 0.00001 0.740 ± 0.016 % 98.556 ± 0.159 % [2026-06-11 19:32:57] 23 9.8399 ± 0.3584 0.00126 ± 0.00054 0.00052 ± 0.00001 0.737 ± 0.015 % 98.568 ± 0.155 % [2026-06-11 19:32:59] 24 9.3514 ± 0.3302 0.00129 ± 0.00053 0.00051 ± 0.00001 0.735 ± 0.015 % 98.578 ± 0.151 % [2026-06-11 19:33:01] 25 9.1745 ± 0.3162 0.00119 ± 0.00051 0.00051 ± 0.00001 0.734 ± 0.014 % 98.620 ± 0.146 % [2026-06-11 19:33:03] 26 8.9243 ± 0.2990 0.00117 ± 0.00050 0.00051 ± 0.00001 0.737 ± 0.014 % 98.658 ± 0.141 % [2026-06-11 19:33:05] 27 8.7567 ± 0.2867 0.00117 ± 0.00049 0.00051 ± 0.00001 0.740 ± 0.014 % 98.664 ± 0.138 % [2026-06-11 19:33:07] 28 8.6470 ± 0.2775 0.00120 ± 0.00047 0.00050 ± 0.00001 0.742 ± 0.014 % 98.683 ± 0.135 % [2026-06-11 19:33:09] 29 8.6075 ± 0.2712 0.00166 ± 0.00058 0.00050 ± 0.00001 0.744 ± 0.014 % 98.715 ± 0.131 % [2026-06-11 19:33:11] 30 8.5803 ± 0.2655 0.00159 ± 0.00056 0.00050 ± 0.00001 0.742 ± 0.013 % 98.732 ± 0.128 % [2026-06-11 19:33:13] 31 8.4944 ± 0.2576 0.00154 ± 0.00055 0.00050 ± 0.00001 0.739 ± 0.013 % 98.760 ± 0.124 % [2026-06-11 19:33:15] 32 8.4948 ± 0.2537 0.00157 ± 0.00053 0.00050 ± 0.00001 0.739 ± 0.013 % 98.750 ± 0.123 % [2026-06-11 19:33:17] 33 8.4485 ± 0.2481 0.00147 ± 0.00052 0.00050 ± 0.00001 0.738 ± 0.013 % 98.776 ± 0.120 % [2026-06-11 19:33:19] 34 8.5271 ± 0.2474 0.00145 ± 0.00051 0.00050 ± 0.00001 0.736 ± 0.012 % 98.777 ± 0.118 % [2026-06-11 19:33:21] 35 8.6212 ± 0.2465 0.00147 ± 0.00050 0.00050 ± 0.00001 0.733 ± 0.012 % 98.779 ± 0.116 % [2026-06-11 19:33:23] 36 8.8026 ± 0.2486 0.00136 ± 0.00049 0.00051 ± 0.00001 0.732 ± 0.012 % 98.747 ± 0.116 % [2026-06-11 19:33:25] 37 8.9155 ± 0.2482 0.00140 ± 0.00048 0.00051 ± 0.00001 0.733 ± 0.012 % 98.739 ± 0.115 % [2026-06-11 19:33:27] 38 8.9315 ± 0.2453 0.00140 ± 0.00047 0.00051 ± 0.00001 0.731 ± 0.012 % 98.741 ± 0.113 % [2026-06-11 19:33:29] 39 8.9267 ± 0.2421 0.00145 ± 0.00046 0.00051 ± 0.00001 0.730 ± 0.012 % 98.733 ± 0.112 % [2026-06-11 19:33:31] 40 8.9628 ± 0.2408 0.00167 ± 0.00053 0.00051 ± 0.00001 0.730 ± 0.011 % 98.716 ± 0.111 % [2026-06-11 19:33:33] 41 9.0101 ± 0.2395 0.00161 ± 0.00052 0.00051 ± 0.00001 0.731 ± 0.011 % 98.728 ± 0.110 % [2026-06-11 19:33:35] 42 9.0845 ± 0.2388 0.00158 ± 0.00051 0.00051 ± 0.00001 0.728 ± 0.011 % 98.730 ± 0.108 % [2026-06-11 19:33:36] 43 9.1121 ± 0.2373 0.00151 ± 0.00050 0.00051 ± 0.00001 0.731 ± 0.011 % 98.741 ± 0.106 % [2026-06-11 19:33:38] 44 9.1226 ± 0.2350 0.00148 ± 0.00049 0.00051 ± 0.00001 0.736 ± 0.011 % 98.743 ± 0.105 % [2026-06-11 19:33:40] 45 9.2193 ± 0.2355 0.00141 ± 0.00048 0.00051 ± 0.00001 0.738 ± 0.011 % 98.728 ± 0.105 % [2026-06-11 19:33:42] 46 9.1683 ± 0.2312 0.00133 ± 0.00047 0.00051 ± 0.00001 0.739 ± 0.011 % 98.738 ± 0.103 % [2026-06-11 19:33:45] 47 9.3516 ± 0.2344 0.00121 ± 0.00047 0.00051 ± 0.00001 0.737 ± 0.011 % 98.765 ± 0.101 % [2026-06-11 19:33:47] 48 9.4372 ± 0.2345 0.00131 ± 0.00048 0.00051 ± 0.00001 0.735 ± 0.011 % 98.775 ± 0.099 % [2026-06-11 19:33:49] 49 9.3413 ± 0.2291 0.00128 ± 0.00047 0.00051 ± 0.00001 0.737 ± 0.011 % 98.760 ± 0.099 % [2026-06-11 19:33:51] 50 9.3958 ± 0.2284 0.00123 ± 0.00046 0.00052 ± 0.00001 0.737 ± 0.010 % 98.761 ± 0.098 % [2026-06-11 19:33:51] [2026-06-11 19:33:51] ====== Perplexity statistics ====== [2026-06-11 19:33:51] Mean PPL(Q) : 9.395827 ± 0.228395 [2026-06-11 19:33:51] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:33:51] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 19:33:51] Mean ln(PPL(Q)/PPL(base)) : 0.001230 ± 0.000463 [2026-06-11 19:33:51] Mean PPL(Q)/PPL(base) : 1.001231 ± 0.000464 [2026-06-11 19:33:51] Mean PPL(Q)-PPL(base) : 0.011551 ± 0.004380 [2026-06-11 19:33:51] [2026-06-11 19:33:51] ====== KL divergence statistics ====== [2026-06-11 19:33:51] Mean KLD: 0.000516 ± 0.000006 [2026-06-11 19:33:51] Maximum KLD: 0.007515 [2026-06-11 19:33:51] 99.9% KLD: 0.004681 [2026-06-11 19:33:51] 99.0% KLD: 0.002421 [2026-06-11 19:33:51] 95.0% KLD: 0.001863 [2026-06-11 19:33:51] 90.0% KLD: 0.001587 [2026-06-11 19:33:51] Median KLD: 0.000246 [2026-06-11 19:33:51] 10.0% KLD: 0.000005 [2026-06-11 19:33:51] 5.0% KLD: 0.000000 [2026-06-11 19:33:51] 1.0% KLD: -0.000006 [2026-06-11 19:33:51] 0.1% KLD: -0.000019 [2026-06-11 19:33:51] Minimum KLD: -0.000087 [2026-06-11 19:33:51] [2026-06-11 19:33:51] ====== Token probability statistics ====== [2026-06-11 19:33:51] Mean Δp: -0.019 ± 0.007 % [2026-06-11 19:33:51] Maximum Δp: 6.020% [2026-06-11 19:33:51] 99.9% Δp: 3.365% [2026-06-11 19:33:51] 99.0% Δp: 2.652% [2026-06-11 19:33:51] 95.0% Δp: 1.013% [2026-06-11 19:33:51] 90.0% Δp: 0.400% [2026-06-11 19:33:51] 75.0% Δp: 0.053% [2026-06-11 19:33:51] Median Δp: 0.000% [2026-06-11 19:33:51] 25.0% Δp: -0.046% [2026-06-11 19:33:51] 10.0% Δp: -0.452% [2026-06-11 19:33:51] 5.0% Δp: -1.271% [2026-06-11 19:33:51] 1.0% Δp: -2.767% [2026-06-11 19:33:51] 0.1% Δp: -3.279% [2026-06-11 19:33:51] Minimum Δp: -5.338% [2026-06-11 19:33:51] RMS Δp : 0.737 ± 0.010 % [2026-06-11 19:33:51] Same top p: 98.761 ± 0.098 % [2026-06-11 19:33:51] [2026-06-11 19:33:51] ✅ Finished target model 7: 1 files evaluated [2026-06-11 19:33:53] 🗑️ Deleted /kaggle/working/MoQ-layers_28-31-Q8_0/Qwen3.5_4B-MoQ-layers_28-31-Q8_0.gguf to free disk space [2026-06-11 19:33:53] ============================================================ [2026-06-11 19:33:53] TARGET MODEL 8/37: w-ahmad/test3 / MoQ-layers_4-7-IQ1_M/Qwen3.5_4B-MoQ-layers_4-7-IQ1_M.gguf [2026-06-11 19:33:53] ============================================================ [2026-06-11 19:34:17] [1/1] MoQ-layers_4-7-IQ1_M/Qwen3.5_4B-MoQ-layers_4-7-IQ1_M.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:34:18] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ1_M/Qwen3.5_4B-MoQ-layers_4-7-IQ1_M.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:34:18] 0.00.273.607 I common_init_result: fitting params to device memory ... [2026-06-11 19:34:18] 0.00.273.616 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:34:28] 0.10.024.032 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:34:28] 0.10.071.374 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:34:28] 0.10.356.235 I [2026-06-11 19:34:28] 0.10.356.412 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:34:28] 0.10.461.068 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:34:31] 0.12.813.617 I kl_divergence: 2.35 seconds per pass - ETA 1.95 minutes [2026-06-11 19:34:31] [2026-06-11 19:34:31] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:34:31] 1 6.7931 ± 1.1915 0.12490 ± 0.05287 0.14194 ± 0.04005 12.261 ± 2.140 % 86.275 ± 2.159 % [2026-06-11 19:34:33] 2 9.5047 ± 1.2508 0.06997 ± 0.03470 0.14393 ± 0.02171 10.544 ± 1.317 % 85.490 ± 1.561 % [2026-06-11 19:34:35] 3 9.5544 ± 0.9971 0.05612 ± 0.03056 0.17173 ± 0.01774 11.030 ± 0.981 % 84.183 ± 1.320 % [2026-06-11 19:34:37] 4 9.4072 ± 0.8167 0.05984 ± 0.02448 0.15584 ± 0.01383 10.544 ± 0.815 % 84.314 ± 1.139 % [2026-06-11 19:34:39] 5 9.4371 ± 0.7172 0.05510 ± 0.02043 0.14383 ± 0.01116 10.059 ± 0.692 % 84.078 ± 1.025 % [2026-06-11 19:34:41] 6 9.9354 ± 0.6855 0.07211 ± 0.01787 0.14275 ± 0.00946 9.776 ± 0.604 % 83.007 ± 0.960 % [2026-06-11 19:34:43] 7 10.3733 ± 0.6647 0.08082 ± 0.01669 0.14325 ± 0.00834 9.694 ± 0.546 % 83.193 ± 0.885 % [2026-06-11 19:34:45] 8 11.3034 ± 0.6926 0.08056 ± 0.01584 0.14899 ± 0.00783 9.550 ± 0.493 % 82.402 ± 0.843 % [2026-06-11 19:34:47] 9 11.8988 ± 0.6904 0.07416 ± 0.01463 0.14433 ± 0.00703 9.331 ± 0.454 % 82.309 ± 0.797 % [2026-06-11 19:34:50] 10 12.3713 ± 0.6820 0.07469 ± 0.01364 0.14209 ± 0.00659 9.076 ± 0.422 % 82.275 ± 0.756 % [2026-06-11 19:34:52] 11 12.2418 ± 0.6417 0.07330 ± 0.01299 0.13918 ± 0.00607 8.951 ± 0.395 % 82.460 ± 0.718 % [2026-06-11 19:34:54] 12 12.4194 ± 0.6258 0.07569 ± 0.01227 0.14059 ± 0.00593 8.942 ± 0.372 % 82.386 ± 0.689 % [2026-06-11 19:34:56] 13 13.0183 ± 0.6372 0.06518 ± 0.01196 0.14192 ± 0.00561 8.976 ± 0.349 % 82.051 ± 0.667 % [2026-06-11 19:34:58] 14 12.3890 ± 0.5820 0.06529 ± 0.01140 0.14591 ± 0.00641 9.122 ± 0.332 % 82.269 ± 0.639 % [2026-06-11 19:35:00] 15 12.1869 ± 0.5513 0.05846 ± 0.01145 0.15852 ± 0.01021 9.316 ± 0.343 % 82.248 ± 0.618 % [2026-06-11 19:35:03] 16 12.4341 ± 0.5500 0.06826 ± 0.01116 0.15766 ± 0.00971 9.425 ± 0.335 % 82.353 ± 0.597 % [2026-06-11 19:35:05] 17 11.5879 ± 0.4925 0.06898 ± 0.01069 0.15470 ± 0.00917 9.559 ± 0.327 % 82.584 ± 0.576 % [2026-06-11 19:35:07] 18 11.5822 ± 0.4768 0.06923 ± 0.01050 0.15590 ± 0.00873 9.753 ± 0.328 % 82.505 ± 0.561 % [2026-06-11 19:35:09] 19 11.5114 ± 0.4630 0.07241 ± 0.01045 0.16275 ± 0.00886 10.160 ± 0.351 % 82.621 ± 0.544 % [2026-06-11 19:35:11] 20 11.5181 ± 0.4513 0.06990 ± 0.01014 0.16508 ± 0.00858 10.149 ± 0.337 % 82.569 ± 0.531 % [2026-06-11 19:35:13] 21 11.1235 ± 0.4229 0.07166 ± 0.00984 0.16384 ± 0.00819 10.208 ± 0.324 % 82.782 ± 0.516 % [2026-06-11 19:35:15] 22 10.9504 ± 0.4054 0.06883 ± 0.00962 0.16371 ± 0.00786 10.188 ± 0.311 % 82.799 ± 0.504 % [2026-06-11 19:35:17] 23 10.5202 ± 0.3785 0.06811 ± 0.00928 0.16078 ± 0.00754 10.228 ± 0.304 % 83.001 ± 0.491 % [2026-06-11 19:35:19] 24 9.9990 ± 0.3488 0.06825 ± 0.00896 0.15842 ± 0.00725 10.336 ± 0.298 % 83.301 ± 0.477 % [2026-06-11 19:35:21] 25 9.8405 ± 0.3351 0.07126 ± 0.00874 0.15830 ± 0.00699 10.580 ± 0.294 % 83.294 ± 0.467 % [2026-06-11 19:35:23] 26 9.5913 ± 0.3180 0.07326 ± 0.00854 0.15791 ± 0.00676 10.561 ± 0.285 % 83.379 ± 0.457 % [2026-06-11 19:35:25] 27 9.4383 ± 0.3060 0.07613 ± 0.00847 0.16035 ± 0.00671 10.704 ± 0.279 % 83.413 ± 0.448 % [2026-06-11 19:35:27] 28 9.3513 ± 0.2973 0.07951 ± 0.00825 0.15969 ± 0.00649 10.713 ± 0.273 % 83.599 ± 0.438 % [2026-06-11 19:35:29] 29 9.3345 ± 0.2913 0.08274 ± 0.00810 0.15914 ± 0.00629 10.736 ± 0.266 % 83.732 ± 0.429 % [2026-06-11 19:35:31] 30 9.3143 ± 0.2856 0.08368 ± 0.00795 0.15915 ± 0.00610 10.753 ± 0.260 % 83.621 ± 0.423 % [2026-06-11 19:35:33] 31 9.2350 ± 0.2778 0.08513 ± 0.00781 0.15861 ± 0.00592 10.729 ± 0.255 % 83.580 ± 0.417 % [2026-06-11 19:35:35] 32 9.2721 ± 0.2749 0.08912 ± 0.00779 0.16070 ± 0.00585 10.831 ± 0.251 % 83.382 ± 0.412 % [2026-06-11 19:35:37] 33 9.2301 ± 0.2689 0.08995 ± 0.00769 0.16083 ± 0.00571 10.894 ± 0.248 % 83.304 ± 0.407 % [2026-06-11 19:35:39] 34 9.3191 ± 0.2682 0.09027 ± 0.00763 0.16118 ± 0.00557 10.912 ± 0.246 % 83.310 ± 0.400 % [2026-06-11 19:35:41] 35 9.4367 ± 0.2675 0.09186 ± 0.00750 0.16255 ± 0.00544 10.943 ± 0.240 % 83.204 ± 0.396 % [2026-06-11 19:35:43] 36 9.6572 ± 0.2704 0.09401 ± 0.00739 0.16405 ± 0.00532 10.954 ± 0.238 % 83.061 ± 0.392 % [2026-06-11 19:35:45] 37 9.7702 ± 0.2696 0.09295 ± 0.00729 0.16398 ± 0.00518 10.898 ± 0.233 % 82.946 ± 0.387 % [2026-06-11 19:35:47] 38 9.7926 ± 0.2667 0.09345 ± 0.00724 0.16522 ± 0.00510 10.922 ± 0.229 % 83.003 ± 0.382 % [2026-06-11 19:35:49] 39 9.7986 ± 0.2634 0.09463 ± 0.00714 0.16492 ± 0.00498 10.912 ± 0.225 % 83.037 ± 0.376 % [2026-06-11 19:35:51] 40 9.8471 ± 0.2625 0.09576 ± 0.00706 0.16784 ± 0.00525 10.962 ± 0.225 % 82.961 ± 0.372 % [2026-06-11 19:35:53] 41 9.9028 ± 0.2614 0.09609 ± 0.00701 0.16870 ± 0.00518 11.011 ± 0.223 % 82.802 ± 0.369 % [2026-06-11 19:35:55] 42 9.9979 ± 0.2611 0.09737 ± 0.00692 0.16864 ± 0.00508 11.000 ± 0.222 % 82.754 ± 0.365 % [2026-06-11 19:35:57] 43 10.0217 ± 0.2591 0.09667 ± 0.00685 0.16950 ± 0.00499 11.051 ± 0.219 % 82.599 ± 0.362 % [2026-06-11 19:36:00] 44 10.0110 ± 0.2556 0.09440 ± 0.00678 0.16986 ± 0.00489 11.078 ± 0.215 % 82.460 ± 0.359 % [2026-06-11 19:36:02] 45 10.1256 ± 0.2562 0.09518 ± 0.00669 0.16945 ± 0.00480 11.047 ± 0.212 % 82.414 ± 0.355 % [2026-06-11 19:36:04] 46 10.0742 ± 0.2516 0.09556 ± 0.00663 0.16952 ± 0.00473 11.101 ± 0.210 % 82.549 ± 0.350 % [2026-06-11 19:36:06] 47 10.2547 ± 0.2544 0.09341 ± 0.00663 0.17083 ± 0.00468 11.137 ± 0.210 % 82.361 ± 0.348 % [2026-06-11 19:36:08] 48 10.3349 ± 0.2540 0.09217 ± 0.00654 0.17003 ± 0.00459 11.110 ± 0.207 % 82.467 ± 0.344 % [2026-06-11 19:36:10] 49 10.2339 ± 0.2482 0.09255 ± 0.00648 0.17112 ± 0.00471 11.187 ± 0.209 % 82.505 ± 0.340 % [2026-06-11 19:36:12] 50 10.2717 ± 0.2468 0.09036 ± 0.00640 0.17000 ± 0.00462 11.139 ± 0.206 % 82.525 ± 0.336 % [2026-06-11 19:36:12] [2026-06-11 19:36:12] ====== Perplexity statistics ====== [2026-06-11 19:36:12] Mean PPL(Q) : 10.271745 ± 0.246792 [2026-06-11 19:36:12] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:36:12] Cor(ln(PPL(Q)), ln(PPL(base))): 96.49% [2026-06-11 19:36:12] Mean ln(PPL(Q)/PPL(base)) : 0.090361 ± 0.006403 [2026-06-11 19:36:12] Mean PPL(Q)/PPL(base) : 1.094570 ± 0.007008 [2026-06-11 19:36:12] Mean PPL(Q)-PPL(base) : 0.887468 ± 0.065621 [2026-06-11 19:36:12] [2026-06-11 19:36:12] ====== KL divergence statistics ====== [2026-06-11 19:36:12] Mean KLD: 0.170001 ± 0.004619 [2026-06-11 19:36:12] Maximum KLD: 23.224407 [2026-06-11 19:36:12] 99.9% KLD: 6.798553 [2026-06-11 19:36:12] 99.0% KLD: 1.437534 [2026-06-11 19:36:12] 95.0% KLD: 0.551664 [2026-06-11 19:36:12] 90.0% KLD: 0.355281 [2026-06-11 19:36:12] Median KLD: 0.073443 [2026-06-11 19:36:12] 10.0% KLD: 0.005368 [2026-06-11 19:36:12] 5.0% KLD: 0.001814 [2026-06-11 19:36:12] 1.0% KLD: 0.000320 [2026-06-11 19:36:12] 0.1% KLD: 0.000063 [2026-06-11 19:36:12] Minimum KLD: 0.000008 [2026-06-11 19:36:12] [2026-06-11 19:36:12] ====== Token probability statistics ====== [2026-06-11 19:36:12] Mean Δp: -2.587 ± 0.096 % [2026-06-11 19:36:12] Maximum Δp: 99.610% [2026-06-11 19:36:12] 99.9% Δp: 56.632% [2026-06-11 19:36:12] 99.0% Δp: 23.609% [2026-06-11 19:36:12] 95.0% Δp: 9.011% [2026-06-11 19:36:12] 90.0% Δp: 4.453% [2026-06-11 19:36:12] 75.0% Δp: 0.468% [2026-06-11 19:36:12] Median Δp: -0.271% [2026-06-11 19:36:12] 25.0% Δp: -4.299% [2026-06-11 19:36:12] 10.0% Δp: -12.515% [2026-06-11 19:36:12] 5.0% Δp: -20.618% [2026-06-11 19:36:12] 1.0% Δp: -44.652% [2026-06-11 19:36:12] 0.1% Δp: -80.474% [2026-06-11 19:36:12] Minimum Δp: -99.350% [2026-06-11 19:36:12] RMS Δp : 11.139 ± 0.206 % [2026-06-11 19:36:12] Same top p: 82.525 ± 0.336 % [2026-06-11 19:36:12] [2026-06-11 19:36:13] ✅ Finished target model 8: 1 files evaluated [2026-06-11 19:36:14] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ1_M/Qwen3.5_4B-MoQ-layers_4-7-IQ1_M.gguf to free disk space [2026-06-11 19:36:14] ============================================================ [2026-06-11 19:36:14] TARGET MODEL 9/37: w-ahmad/test3 / MoQ-layers_4-7-IQ1_S/Qwen3.5_4B-MoQ-layers_4-7-IQ1_S.gguf [2026-06-11 19:36:14] ============================================================ [2026-06-11 19:36:35] [1/1] MoQ-layers_4-7-IQ1_S/Qwen3.5_4B-MoQ-layers_4-7-IQ1_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:36:36] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ1_S/Qwen3.5_4B-MoQ-layers_4-7-IQ1_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:36:36] 0.00.298.812 I common_init_result: fitting params to device memory ... [2026-06-11 19:36:36] 0.00.298.821 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:36:46] 0.09.989.378 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:36:46] 0.10.043.790 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:36:46] 0.10.328.556 I [2026-06-11 19:36:46] 0.10.328.746 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:36:46] 0.10.419.345 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:37:05] 0.28.687.741 I kl_divergence: 18.27 seconds per pass - ETA 15.22 minutes [2026-06-11 19:37:05] [2026-06-11 19:37:05] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:37:05] 1 7.3581 ± 1.3162 0.20479 ± 0.05407 0.21882 ± 0.02612 17.815 ± 1.901 % 82.353 ± 2.392 % [2026-06-11 19:37:07] 2 10.4932 ± 1.3993 0.16891 ± 0.03752 0.21673 ± 0.01666 15.762 ± 1.298 % 81.961 ± 1.704 % [2026-06-11 19:37:09] 3 10.7207 ± 1.1346 0.17129 ± 0.03308 0.24216 ± 0.01519 15.233 ± 0.974 % 79.869 ± 1.451 % [2026-06-11 19:37:11] 4 10.5125 ± 0.9253 0.17092 ± 0.02799 0.22628 ± 0.01343 14.627 ± 0.835 % 80.392 ± 1.244 % [2026-06-11 19:37:13] 5 10.3164 ± 0.7919 0.14419 ± 0.02344 0.20571 ± 0.01093 13.698 ± 0.724 % 80.157 ± 1.117 % [2026-06-11 19:37:15] 6 10.7979 ± 0.7500 0.15536 ± 0.02067 0.20680 ± 0.00948 13.214 ± 0.639 % 79.281 ± 1.036 % [2026-06-11 19:37:17] 7 11.2131 ± 0.7218 0.15867 ± 0.01893 0.20540 ± 0.00849 12.911 ± 0.581 % 79.272 ± 0.960 % [2026-06-11 19:37:19] 8 12.0783 ± 0.7400 0.14686 ± 0.01770 0.20676 ± 0.00791 12.520 ± 0.529 % 78.578 ± 0.909 % [2026-06-11 19:37:21] 9 12.8387 ± 0.7488 0.15019 ± 0.01650 0.20237 ± 0.00718 12.222 ± 0.492 % 78.519 ± 0.857 % [2026-06-11 19:37:23] 10 13.2952 ± 0.7364 0.14672 ± 0.01531 0.19770 ± 0.00664 11.889 ± 0.458 % 78.510 ± 0.814 % [2026-06-11 19:37:25] 11 13.0335 ± 0.6839 0.13597 ± 0.01458 0.19342 ± 0.00612 11.707 ± 0.430 % 78.824 ± 0.772 % [2026-06-11 19:37:27] 12 13.2225 ± 0.6680 0.13836 ± 0.01395 0.19619 ± 0.00593 11.718 ± 0.414 % 78.922 ± 0.737 % [2026-06-11 19:37:29] 13 13.8291 ± 0.6781 0.12560 ± 0.01367 0.19848 ± 0.00569 11.589 ± 0.392 % 78.612 ± 0.712 % [2026-06-11 19:37:32] 14 13.1963 ± 0.6202 0.12843 ± 0.01309 0.20380 ± 0.00655 11.898 ± 0.380 % 79.020 ± 0.682 % [2026-06-11 19:37:34] 15 12.9334 ± 0.5854 0.11791 ± 0.01274 0.20902 ± 0.00833 11.924 ± 0.375 % 79.163 ± 0.657 % [2026-06-11 19:37:36] 16 13.0732 ± 0.5760 0.11839 ± 0.01271 0.20635 ± 0.00796 11.911 ± 0.361 % 79.461 ± 0.633 % [2026-06-11 19:37:38] 17 12.1767 ± 0.5161 0.11855 ± 0.01225 0.20608 ± 0.00764 12.239 ± 0.360 % 79.493 ± 0.613 % [2026-06-11 19:37:40] 18 12.1922 ± 0.5007 0.12056 ± 0.01211 0.20726 ± 0.00734 12.302 ± 0.350 % 79.434 ± 0.597 % [2026-06-11 19:37:42] 19 12.1003 ± 0.4856 0.12230 ± 0.01195 0.21341 ± 0.00753 12.483 ± 0.353 % 79.257 ± 0.583 % [2026-06-11 19:37:44] 20 12.1023 ± 0.4727 0.11937 ± 0.01173 0.22037 ± 0.00767 12.595 ± 0.345 % 78.922 ± 0.571 % [2026-06-11 19:37:47] 21 11.6477 ± 0.4411 0.11771 ± 0.01141 0.21896 ± 0.00736 12.604 ± 0.333 % 79.141 ± 0.555 % [2026-06-11 19:37:49] 22 11.4590 ± 0.4228 0.11422 ± 0.01112 0.21919 ± 0.00709 12.609 ± 0.324 % 79.127 ± 0.543 % [2026-06-11 19:37:51] 23 11.0239 ± 0.3955 0.11488 ± 0.01078 0.21690 ± 0.00688 12.657 ± 0.318 % 79.369 ± 0.528 % [2026-06-11 19:37:53] 24 10.5039 ± 0.3652 0.11751 ± 0.01046 0.21638 ± 0.00669 13.012 ± 0.322 % 79.526 ± 0.516 % [2026-06-11 19:37:55] 25 10.3299 ± 0.3502 0.11980 ± 0.01023 0.21706 ± 0.00650 13.298 ± 0.319 % 79.592 ± 0.505 % [2026-06-11 19:37:57] 26 10.0699 ± 0.3326 0.12195 ± 0.01001 0.21603 ± 0.00630 13.221 ± 0.311 % 79.698 ± 0.494 % [2026-06-11 19:37:59] 27 9.9058 ± 0.3201 0.12448 ± 0.00992 0.21853 ± 0.00636 13.319 ± 0.305 % 79.826 ± 0.484 % [2026-06-11 19:38:01] 28 9.8125 ± 0.3112 0.12765 ± 0.00967 0.21744 ± 0.00616 13.313 ± 0.298 % 79.902 ± 0.474 % [2026-06-11 19:38:03] 29 9.7701 ± 0.3045 0.12835 ± 0.00947 0.21584 ± 0.00597 13.249 ± 0.291 % 80.095 ± 0.464 % [2026-06-11 19:38:05] 30 9.7583 ± 0.2990 0.13024 ± 0.00929 0.21643 ± 0.00580 13.284 ± 0.285 % 80.052 ± 0.457 % [2026-06-11 19:38:07] 31 9.6825 ± 0.2912 0.13246 ± 0.00912 0.21544 ± 0.00565 13.248 ± 0.279 % 80.152 ± 0.449 % [2026-06-11 19:38:09] 32 9.7457 ± 0.2891 0.13895 ± 0.00907 0.21836 ± 0.00560 13.306 ± 0.274 % 80.123 ± 0.442 % [2026-06-11 19:38:11] 33 9.6675 ± 0.2816 0.13625 ± 0.00891 0.21824 ± 0.00546 13.309 ± 0.268 % 80.059 ± 0.436 % [2026-06-11 19:38:13] 34 9.7880 ± 0.2820 0.13936 ± 0.00881 0.21847 ± 0.00533 13.294 ± 0.263 % 80.092 ± 0.429 % [2026-06-11 19:38:15] 35 9.9530 ± 0.2830 0.14513 ± 0.00869 0.22209 ± 0.00523 13.370 ± 0.258 % 79.888 ± 0.424 % [2026-06-11 19:38:17] 36 10.1892 ± 0.2862 0.14763 ± 0.00858 0.22518 ± 0.00514 13.364 ± 0.254 % 79.717 ± 0.420 % [2026-06-11 19:38:19] 37 10.3529 ± 0.2870 0.15087 ± 0.00849 0.22801 ± 0.00505 13.393 ± 0.250 % 79.523 ± 0.415 % [2026-06-11 19:38:21] 38 10.3633 ± 0.2837 0.15009 ± 0.00839 0.22837 ± 0.00497 13.340 ± 0.245 % 79.587 ± 0.409 % [2026-06-11 19:38:23] 39 10.3716 ± 0.2804 0.15147 ± 0.00828 0.22776 ± 0.00487 13.298 ± 0.241 % 79.618 ± 0.404 % [2026-06-11 19:38:25] 40 10.4456 ± 0.2804 0.15477 ± 0.00821 0.23036 ± 0.00500 13.317 ± 0.238 % 79.500 ± 0.400 % [2026-06-11 19:38:27] 41 10.5218 ± 0.2797 0.15671 ± 0.00820 0.23240 ± 0.00496 13.378 ± 0.236 % 79.311 ± 0.396 % [2026-06-11 19:38:29] 42 10.6245 ± 0.2793 0.15817 ± 0.00811 0.23239 ± 0.00487 13.362 ± 0.233 % 79.318 ± 0.391 % [2026-06-11 19:38:31] 43 10.6468 ± 0.2771 0.15717 ± 0.00800 0.23242 ± 0.00478 13.401 ± 0.231 % 79.307 ± 0.387 % [2026-06-11 19:38:33] 44 10.6519 ± 0.2739 0.15646 ± 0.00791 0.23282 ± 0.00470 13.440 ± 0.227 % 79.260 ± 0.383 % [2026-06-11 19:38:35] 45 10.7392 ± 0.2735 0.15401 ± 0.00783 0.23235 ± 0.00461 13.383 ± 0.224 % 79.155 ± 0.379 % [2026-06-11 19:38:37] 46 10.6693 ± 0.2681 0.15295 ± 0.00772 0.23175 ± 0.00456 13.393 ± 0.221 % 79.292 ± 0.374 % [2026-06-11 19:38:39] 47 10.8470 ± 0.2706 0.14956 ± 0.00769 0.23311 ± 0.00454 13.399 ± 0.220 % 79.149 ± 0.371 % [2026-06-11 19:38:41] 48 10.9480 ± 0.2709 0.14981 ± 0.00761 0.23235 ± 0.00447 13.351 ± 0.218 % 79.240 ± 0.367 % [2026-06-11 19:38:43] 49 10.8481 ± 0.2651 0.15083 ± 0.00753 0.23251 ± 0.00457 13.362 ± 0.218 % 79.360 ± 0.362 % [2026-06-11 19:38:45] 50 10.9017 ± 0.2640 0.14988 ± 0.00743 0.23115 ± 0.00449 13.305 ± 0.215 % 79.459 ± 0.358 % [2026-06-11 19:38:45] [2026-06-11 19:38:45] ====== Perplexity statistics ====== [2026-06-11 19:38:45] Mean PPL(Q) : 10.901707 ± 0.264030 [2026-06-11 19:38:45] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:38:45] Cor(ln(PPL(Q)), ln(PPL(base))): 95.31% [2026-06-11 19:38:45] Mean ln(PPL(Q)/PPL(base)) : 0.149884 ± 0.007430 [2026-06-11 19:38:45] Mean PPL(Q)/PPL(base) : 1.161699 ± 0.008631 [2026-06-11 19:38:45] Mean PPL(Q)-PPL(base) : 1.517431 ± 0.083423 [2026-06-11 19:38:45] [2026-06-11 19:38:45] ====== KL divergence statistics ====== [2026-06-11 19:38:45] Mean KLD: 0.231152 ± 0.004489 [2026-06-11 19:38:45] Maximum KLD: 20.528708 [2026-06-11 19:38:45] 99.9% KLD: 6.453770 [2026-06-11 19:38:45] 99.0% KLD: 1.930619 [2026-06-11 19:38:45] 95.0% KLD: 0.794992 [2026-06-11 19:38:45] 90.0% KLD: 0.516202 [2026-06-11 19:38:45] Median KLD: 0.111221 [2026-06-11 19:38:45] 10.0% KLD: 0.008344 [2026-06-11 19:38:45] 5.0% KLD: 0.003034 [2026-06-11 19:38:45] 1.0% KLD: 0.000559 [2026-06-11 19:38:45] 0.1% KLD: 0.000090 [2026-06-11 19:38:45] Minimum KLD: 0.000019 [2026-06-11 19:38:45] [2026-06-11 19:38:45] ====== Token probability statistics ====== [2026-06-11 19:38:45] Mean Δp: -3.751 ± 0.113 % [2026-06-11 19:38:45] Maximum Δp: 99.536% [2026-06-11 19:38:45] 99.9% Δp: 59.710% [2026-06-11 19:38:45] 99.0% Δp: 25.681% [2026-06-11 19:38:45] 95.0% Δp: 9.802% [2026-06-11 19:38:45] 90.0% Δp: 4.682% [2026-06-11 19:38:45] 75.0% Δp: 0.336% [2026-06-11 19:38:45] Median Δp: -0.548% [2026-06-11 19:38:45] 25.0% Δp: -5.924% [2026-06-11 19:38:45] 10.0% Δp: -16.626% [2026-06-11 19:38:45] 5.0% Δp: -26.038% [2026-06-11 19:38:45] 1.0% Δp: -54.256% [2026-06-11 19:38:45] 0.1% Δp: -85.294% [2026-06-11 19:38:45] Minimum Δp: -99.351% [2026-06-11 19:38:45] RMS Δp : 13.305 ± 0.215 % [2026-06-11 19:38:45] Same top p: 79.459 ± 0.358 % [2026-06-11 19:38:45] [2026-06-11 19:38:45] ✅ Finished target model 9: 1 files evaluated [2026-06-11 19:38:47] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ1_S/Qwen3.5_4B-MoQ-layers_4-7-IQ1_S.gguf to free disk space [2026-06-11 19:38:47] ============================================================ [2026-06-11 19:38:47] TARGET MODEL 10/37: w-ahmad/test3 / MoQ-layers_4-7-IQ2_S/Qwen3.5_4B-MoQ-layers_4-7-IQ2_S.gguf [2026-06-11 19:38:47] ============================================================ [2026-06-11 19:39:08] [1/1] MoQ-layers_4-7-IQ2_S/Qwen3.5_4B-MoQ-layers_4-7-IQ2_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:39:08] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ2_S/Qwen3.5_4B-MoQ-layers_4-7-IQ2_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:39:09] 0.00.494.328 I common_init_result: fitting params to device memory ... [2026-06-11 19:39:09] 0.00.494.337 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:39:18] 0.10.090.853 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:39:19] 0.10.138.019 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:39:19] 0.10.421.001 I [2026-06-11 19:39:19] 0.10.421.138 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:39:19] 0.10.511.169 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:39:41] 0.32.545.641 I kl_divergence: 22.03 seconds per pass - ETA 18.35 minutes [2026-06-11 19:39:41] [2026-06-11 19:39:41] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:39:41] 1 6.1593 ± 1.0776 0.02696 ± 0.03506 0.04306 ± 0.01386 5.067 ± 0.582 % 91.373 ± 1.762 % [2026-06-11 19:39:43] 2 9.1480 ± 1.2194 0.03172 ± 0.02724 0.05527 ± 0.00933 5.764 ± 0.499 % 91.373 ± 1.244 % [2026-06-11 19:39:45] 3 9.4842 ± 1.0089 0.04874 ± 0.02319 0.06666 ± 0.00916 6.479 ± 0.499 % 90.850 ± 1.043 % [2026-06-11 19:39:47] 4 9.1285 ± 0.8031 0.02976 ± 0.01827 0.05902 ± 0.00694 6.091 ± 0.417 % 91.078 ± 0.893 % [2026-06-11 19:39:49] 5 9.1493 ± 0.7037 0.02413 ± 0.01504 0.05472 ± 0.00559 5.889 ± 0.359 % 90.667 ± 0.815 % [2026-06-11 19:39:51] 6 9.5029 ± 0.6608 0.02760 ± 0.01300 0.05340 ± 0.00471 5.854 ± 0.325 % 90.392 ± 0.754 % [2026-06-11 19:39:53] 7 9.8138 ± 0.6313 0.02538 ± 0.01154 0.05148 ± 0.00407 5.723 ± 0.293 % 90.420 ± 0.697 % [2026-06-11 19:39:55] 8 10.6455 ± 0.6565 0.02059 ± 0.01067 0.05376 ± 0.00461 5.533 ± 0.267 % 89.951 ± 0.666 % [2026-06-11 19:39:57] 9 11.2918 ± 0.6614 0.02180 ± 0.00975 0.05157 ± 0.00412 5.370 ± 0.247 % 90.283 ± 0.618 % [2026-06-11 19:39:59] 10 11.7231 ± 0.6533 0.02088 ± 0.00905 0.05037 ± 0.00374 5.318 ± 0.235 % 90.118 ± 0.591 % [2026-06-11 19:40:01] 11 11.6213 ± 0.6143 0.02128 ± 0.00849 0.04960 ± 0.00341 5.275 ± 0.221 % 90.160 ± 0.562 % [2026-06-11 19:40:04] 12 11.8041 ± 0.6000 0.02488 ± 0.00796 0.04903 ± 0.00316 5.413 ± 0.227 % 90.098 ± 0.540 % [2026-06-11 19:40:06] 13 12.3576 ± 0.6106 0.01310 ± 0.00794 0.04971 ± 0.00298 5.370 ± 0.213 % 89.834 ± 0.525 % [2026-06-11 19:40:08] 14 11.6650 ± 0.5518 0.00508 ± 0.00756 0.05470 ± 0.00461 5.606 ± 0.236 % 90.000 ± 0.502 % [2026-06-11 19:40:10] 15 11.5007 ± 0.5242 0.00050 ± 0.00777 0.06606 ± 0.00847 5.976 ± 0.333 % 89.961 ± 0.486 % [2026-06-11 19:40:12] 16 11.5636 ± 0.5128 -0.00432 ± 0.00793 0.06623 ± 0.00807 5.929 ± 0.316 % 89.681 ± 0.476 % [2026-06-11 19:40:14] 17 10.7805 ± 0.4598 -0.00324 ± 0.00758 0.06510 ± 0.00765 5.926 ± 0.300 % 89.850 ± 0.459 % [2026-06-11 19:40:16] 18 10.7544 ± 0.4442 -0.00492 ± 0.00727 0.06443 ± 0.00723 5.990 ± 0.290 % 89.826 ± 0.446 % [2026-06-11 19:40:19] 19 10.6589 ± 0.4298 -0.00453 ± 0.00715 0.06866 ± 0.00736 6.267 ± 0.319 % 89.536 ± 0.440 % [2026-06-11 19:40:21] 20 10.6701 ± 0.4193 -0.00657 ± 0.00695 0.07022 ± 0.00708 6.418 ± 0.320 % 89.471 ± 0.430 % [2026-06-11 19:40:23] 21 10.2869 ± 0.3918 -0.00654 ± 0.00674 0.06930 ± 0.00675 6.463 ± 0.306 % 89.561 ± 0.418 % [2026-06-11 19:40:25] 22 10.1432 ± 0.3764 -0.00775 ± 0.00657 0.06848 ± 0.00645 6.462 ± 0.293 % 89.519 ± 0.409 % [2026-06-11 19:40:27] 23 9.7636 ± 0.3521 -0.00653 ± 0.00634 0.06713 ± 0.00617 6.447 ± 0.283 % 89.633 ± 0.398 % [2026-06-11 19:40:29] 24 9.2837 ± 0.3245 -0.00598 ± 0.00611 0.06590 ± 0.00592 6.454 ± 0.273 % 89.739 ± 0.388 % [2026-06-11 19:40:31] 25 9.1185 ± 0.3110 -0.00494 ± 0.00594 0.06534 ± 0.00571 6.542 ± 0.280 % 89.820 ± 0.379 % [2026-06-11 19:40:33] 26 8.8740 ± 0.2944 -0.00447 ± 0.00575 0.06432 ± 0.00549 6.504 ± 0.271 % 89.940 ± 0.369 % [2026-06-11 19:40:35] 27 8.7299 ± 0.2831 -0.00189 ± 0.00564 0.06463 ± 0.00533 6.587 ± 0.267 % 90.051 ± 0.361 % [2026-06-11 19:40:37] 28 8.6206 ± 0.2739 -0.00186 ± 0.00549 0.06377 ± 0.00514 6.565 ± 0.260 % 90.154 ± 0.353 % [2026-06-11 19:40:39] 29 8.5852 ± 0.2677 -0.00094 ± 0.00534 0.06313 ± 0.00497 6.543 ± 0.253 % 90.250 ± 0.345 % [2026-06-11 19:40:41] 30 8.5712 ± 0.2626 0.00054 ± 0.00523 0.06277 ± 0.00481 6.543 ± 0.247 % 90.235 ± 0.339 % [2026-06-11 19:40:43] 31 8.4952 ± 0.2552 0.00164 ± 0.00510 0.06214 ± 0.00465 6.477 ± 0.241 % 90.272 ± 0.333 % [2026-06-11 19:40:45] 32 8.4988 ± 0.2514 0.00204 ± 0.00501 0.06228 ± 0.00451 6.522 ± 0.237 % 90.110 ± 0.330 % [2026-06-11 19:40:47] 33 8.4470 ± 0.2456 0.00130 ± 0.00491 0.06189 ± 0.00438 6.528 ± 0.231 % 90.101 ± 0.326 % [2026-06-11 19:40:49] 34 8.5212 ± 0.2446 0.00076 ± 0.00483 0.06125 ± 0.00425 6.469 ± 0.226 % 90.127 ± 0.320 % [2026-06-11 19:40:51] 35 8.6228 ± 0.2440 0.00166 ± 0.00473 0.06119 ± 0.00413 6.470 ± 0.221 % 90.073 ± 0.317 % [2026-06-11 19:40:53] 36 8.8118 ± 0.2462 0.00240 ± 0.00465 0.06109 ± 0.00402 6.443 ± 0.216 % 89.967 ± 0.314 % [2026-06-11 19:40:55] 37 8.9187 ± 0.2456 0.00176 ± 0.00461 0.06078 ± 0.00392 6.396 ± 0.212 % 89.889 ± 0.310 % [2026-06-11 19:40:57] 38 8.9242 ± 0.2425 0.00058 ± 0.00457 0.06254 ± 0.00417 6.433 ± 0.220 % 89.907 ± 0.306 % [2026-06-11 19:40:59] 39 8.9330 ± 0.2398 0.00215 ± 0.00451 0.06220 ± 0.00407 6.419 ± 0.215 % 89.985 ± 0.301 % [2026-06-11 19:41:01] 40 8.9715 ± 0.2387 0.00264 ± 0.00445 0.06389 ± 0.00435 6.497 ± 0.224 % 89.961 ± 0.298 % [2026-06-11 19:41:03] 41 9.0104 ± 0.2371 0.00165 ± 0.00441 0.06419 ± 0.00427 6.662 ± 0.235 % 89.957 ± 0.294 % [2026-06-11 19:41:05] 42 9.0910 ± 0.2366 0.00228 ± 0.00434 0.06409 ± 0.00417 6.635 ± 0.231 % 89.860 ± 0.292 % [2026-06-11 19:41:07] 43 9.1073 ± 0.2348 0.00099 ± 0.00428 0.06390 ± 0.00408 6.612 ± 0.227 % 89.850 ± 0.288 % [2026-06-11 19:41:09] 44 9.1085 ± 0.2321 -0.00008 ± 0.00423 0.06365 ± 0.00399 6.600 ± 0.223 % 89.795 ± 0.286 % [2026-06-11 19:41:11] 45 9.2056 ± 0.2326 -0.00008 ± 0.00419 0.06354 ± 0.00390 6.631 ± 0.222 % 89.638 ± 0.285 % [2026-06-11 19:41:13] 46 9.1569 ± 0.2283 0.00009 ± 0.00412 0.06307 ± 0.00382 6.636 ± 0.220 % 89.685 ± 0.281 % [2026-06-11 19:41:15] 47 9.3311 ± 0.2312 -0.00097 ± 0.00412 0.06344 ± 0.00377 6.643 ± 0.219 % 89.612 ± 0.279 % [2026-06-11 19:41:17] 48 9.4158 ± 0.2313 -0.00096 ± 0.00406 0.06281 ± 0.00369 6.603 ± 0.216 % 89.706 ± 0.275 % [2026-06-11 19:41:19] 49 9.3190 ± 0.2260 -0.00110 ± 0.00401 0.06298 ± 0.00365 6.645 ± 0.217 % 89.660 ± 0.272 % [2026-06-11 19:41:21] 50 9.3670 ± 0.2250 -0.00184 ± 0.00396 0.06251 ± 0.00358 6.616 ± 0.213 % 89.647 ± 0.270 % [2026-06-11 19:41:21] [2026-06-11 19:41:21] ====== Perplexity statistics ====== [2026-06-11 19:41:21] Mean PPL(Q) : 9.367031 ± 0.225034 [2026-06-11 19:41:21] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:41:21] Cor(ln(PPL(Q)), ln(PPL(base))): 98.66% [2026-06-11 19:41:21] Mean ln(PPL(Q)/PPL(base)) : -0.001839 ± 0.003956 [2026-06-11 19:41:21] Mean PPL(Q)/PPL(base) : 0.998162 ± 0.003949 [2026-06-11 19:41:21] Mean PPL(Q)-PPL(base) : -0.017245 ± 0.037121 [2026-06-11 19:41:21] [2026-06-11 19:41:21] ====== KL divergence statistics ====== [2026-06-11 19:41:21] Mean KLD: 0.062512 ± 0.003575 [2026-06-11 19:41:21] Maximum KLD: 21.545216 [2026-06-11 19:41:21] 99.9% KLD: 4.850043 [2026-06-11 19:41:21] 99.0% KLD: 0.467899 [2026-06-11 19:41:21] 95.0% KLD: 0.172433 [2026-06-11 19:41:21] 90.0% KLD: 0.105810 [2026-06-11 19:41:21] Median KLD: 0.022614 [2026-06-11 19:41:21] 10.0% KLD: 0.001394 [2026-06-11 19:41:21] 5.0% KLD: 0.000441 [2026-06-11 19:41:21] 1.0% KLD: 0.000072 [2026-06-11 19:41:21] 0.1% KLD: 0.000016 [2026-06-11 19:41:21] Minimum KLD: -0.000029 [2026-06-11 19:41:21] [2026-06-11 19:41:21] ====== Token probability statistics ====== [2026-06-11 19:41:21] Mean Δp: -0.443 ± 0.058 % [2026-06-11 19:41:21] Maximum Δp: 99.180% [2026-06-11 19:41:21] 99.9% Δp: 58.835% [2026-06-11 19:41:21] 99.0% Δp: 16.819% [2026-06-11 19:41:21] 95.0% Δp: 6.965% [2026-06-11 19:41:21] 90.0% Δp: 3.840% [2026-06-11 19:41:21] 75.0% Δp: 0.753% [2026-06-11 19:41:21] Median Δp: -0.012% [2026-06-11 19:41:21] 25.0% Δp: -1.436% [2026-06-11 19:41:21] 10.0% Δp: -5.389% [2026-06-11 19:41:21] 5.0% Δp: -9.091% [2026-06-11 19:41:21] 1.0% Δp: -20.132% [2026-06-11 19:41:21] 0.1% Δp: -47.282% [2026-06-11 19:41:21] Minimum Δp: -98.126% [2026-06-11 19:41:21] RMS Δp : 6.616 ± 0.213 % [2026-06-11 19:41:21] Same top p: 89.647 ± 0.270 % [2026-06-11 19:41:21] [2026-06-11 19:41:21] ✅ Finished target model 10: 1 files evaluated [2026-06-11 19:41:23] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ2_S/Qwen3.5_4B-MoQ-layers_4-7-IQ2_S.gguf to free disk space [2026-06-11 19:41:23] ============================================================ [2026-06-11 19:41:23] TARGET MODEL 11/37: w-ahmad/test3 / MoQ-layers_4-7-IQ2_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XS.gguf [2026-06-11 19:41:23] ============================================================ [2026-06-11 19:41:54] [1/1] MoQ-layers_4-7-IQ2_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:41:55] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ2_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:41:55] 0.00.267.776 I common_init_result: fitting params to device memory ... [2026-06-11 19:41:55] 0.00.267.784 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:42:05] 0.10.023.695 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:42:05] 0.10.070.230 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:42:05] 0.10.342.099 I [2026-06-11 19:42:05] 0.10.342.271 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:42:06] 0.10.437.240 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:42:27] 0.31.682.792 I kl_divergence: 21.25 seconds per pass - ETA 17.70 minutes [2026-06-11 19:42:28] [2026-06-11 19:42:28] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:42:28] 1 6.0691 ± 1.0311 0.01221 ± 0.02363 0.03456 ± 0.00414 5.692 ± 0.776 % 93.725 ± 1.522 % [2026-06-11 19:42:29] 2 8.9987 ± 1.1658 0.01526 ± 0.01942 0.05403 ± 0.00480 6.348 ± 0.555 % 90.196 ± 1.318 % [2026-06-11 19:42:31] 3 9.2042 ± 0.9537 0.01877 ± 0.01884 0.07304 ± 0.00908 6.979 ± 0.482 % 88.889 ± 1.137 % [2026-06-11 19:42:33] 4 9.0210 ± 0.7772 0.01792 ± 0.01543 0.06863 ± 0.00774 7.180 ± 0.639 % 89.314 ± 0.968 % [2026-06-11 19:42:35] 5 9.0440 ± 0.6842 0.01255 ± 0.01291 0.06244 ± 0.00623 6.768 ± 0.547 % 88.784 ± 0.884 % [2026-06-11 19:42:37] 6 9.3939 ± 0.6437 0.01606 ± 0.01132 0.06186 ± 0.00526 6.693 ± 0.478 % 88.497 ± 0.816 % [2026-06-11 19:42:39] 7 9.7701 ± 0.6225 0.02092 ± 0.01046 0.06133 ± 0.00461 6.693 ± 0.432 % 88.347 ± 0.760 % [2026-06-11 19:42:41] 8 10.6394 ± 0.6522 0.02002 ± 0.00964 0.06440 ± 0.00498 6.481 ± 0.394 % 87.892 ± 0.722 % [2026-06-11 19:42:43] 9 11.2934 ± 0.6580 0.02195 ± 0.00891 0.06190 ± 0.00445 6.241 ± 0.365 % 88.366 ± 0.669 % [2026-06-11 19:42:45] 10 11.7485 ± 0.6517 0.02304 ± 0.00829 0.05996 ± 0.00402 6.091 ± 0.338 % 88.510 ± 0.632 % [2026-06-11 19:42:47] 11 11.6331 ± 0.6127 0.02230 ± 0.00789 0.05919 ± 0.00367 5.970 ± 0.316 % 88.770 ± 0.596 % [2026-06-11 19:42:49] 12 11.7916 ± 0.5973 0.02382 ± 0.00744 0.05885 ± 0.00341 5.949 ± 0.294 % 88.725 ± 0.572 % [2026-06-11 19:42:52] 13 12.3705 ± 0.6092 0.01414 ± 0.00746 0.05971 ± 0.00323 5.943 ± 0.278 % 88.507 ± 0.554 % [2026-06-11 19:42:54] 14 11.8402 ± 0.5597 0.01999 ± 0.00724 0.06575 ± 0.00467 6.499 ± 0.348 % 88.515 ± 0.534 % [2026-06-11 19:42:56] 15 11.6835 ± 0.5324 0.01627 ± 0.00718 0.07241 ± 0.00697 6.819 ± 0.403 % 88.732 ± 0.511 % [2026-06-11 19:42:58] 16 11.7529 ± 0.5210 0.01192 ± 0.00699 0.07160 ± 0.00665 6.707 ± 0.385 % 88.725 ± 0.495 % [2026-06-11 19:43:00] 17 10.9444 ± 0.4664 0.01185 ± 0.00670 0.07093 ± 0.00634 6.704 ± 0.365 % 88.812 ± 0.479 % [2026-06-11 19:43:02] 18 10.9382 ± 0.4515 0.01203 ± 0.00662 0.07247 ± 0.00611 6.978 ± 0.374 % 88.715 ± 0.467 % [2026-06-11 19:43:04] 19 10.8292 ± 0.4362 0.01132 ± 0.00647 0.07700 ± 0.00663 7.070 ± 0.381 % 88.586 ± 0.457 % [2026-06-11 19:43:06] 20 10.8186 ± 0.4241 0.00724 ± 0.00640 0.08108 ± 0.00667 7.103 ± 0.365 % 88.529 ± 0.446 % [2026-06-11 19:43:09] 21 10.4420 ± 0.3970 0.00843 ± 0.00627 0.07997 ± 0.00636 7.083 ± 0.349 % 88.534 ± 0.435 % [2026-06-11 19:43:11] 22 10.2939 ± 0.3814 0.00700 ± 0.00614 0.08030 ± 0.00610 7.185 ± 0.336 % 88.360 ± 0.428 % [2026-06-11 19:43:13] 23 9.8989 ± 0.3566 0.00724 ± 0.00594 0.07907 ± 0.00585 7.183 ± 0.323 % 88.457 ± 0.417 % [2026-06-11 19:43:15] 24 9.4157 ± 0.3287 0.00814 ± 0.00576 0.07795 ± 0.00561 7.269 ± 0.317 % 88.611 ± 0.406 % [2026-06-11 19:43:17] 25 9.2529 ± 0.3153 0.00970 ± 0.00565 0.07834 ± 0.00541 7.488 ± 0.309 % 88.643 ± 0.397 % [2026-06-11 19:43:19] 26 9.0221 ± 0.2992 0.01208 ± 0.00554 0.07774 ± 0.00520 7.461 ± 0.299 % 88.793 ± 0.387 % [2026-06-11 19:43:21] 27 8.8966 ± 0.2887 0.01702 ± 0.00547 0.07808 ± 0.00503 7.567 ± 0.293 % 88.816 ± 0.380 % [2026-06-11 19:43:23] 28 8.7893 ± 0.2798 0.01753 ± 0.00534 0.07762 ± 0.00485 7.536 ± 0.284 % 88.824 ± 0.373 % [2026-06-11 19:43:25] 29 8.7616 ± 0.2741 0.01940 ± 0.00526 0.07774 ± 0.00471 7.581 ± 0.284 % 88.817 ± 0.367 % [2026-06-11 19:43:27] 30 8.7439 ± 0.2688 0.02048 ± 0.00516 0.07757 ± 0.00457 7.538 ± 0.277 % 88.863 ± 0.360 % [2026-06-11 19:43:29] 31 8.6567 ± 0.2609 0.02047 ± 0.00504 0.07707 ± 0.00442 7.485 ± 0.270 % 88.830 ± 0.354 % [2026-06-11 19:43:31] 32 8.6822 ± 0.2578 0.02340 ± 0.00503 0.07792 ± 0.00431 7.604 ± 0.263 % 88.713 ± 0.350 % [2026-06-11 19:43:33] 33 8.6256 ± 0.2516 0.02222 ± 0.00495 0.07756 ± 0.00418 7.577 ± 0.257 % 88.699 ± 0.345 % [2026-06-11 19:43:35] 34 8.6979 ± 0.2506 0.02128 ± 0.00486 0.07685 ± 0.00406 7.513 ± 0.252 % 88.766 ± 0.339 % [2026-06-11 19:43:37] 35 8.7997 ± 0.2499 0.02197 ± 0.00477 0.07682 ± 0.00395 7.498 ± 0.246 % 88.739 ± 0.335 % [2026-06-11 19:43:39] 36 8.9930 ± 0.2522 0.02276 ± 0.00471 0.07668 ± 0.00384 7.455 ± 0.241 % 88.704 ± 0.330 % [2026-06-11 19:43:41] 37 9.1139 ± 0.2522 0.02340 ± 0.00469 0.07670 ± 0.00374 7.421 ± 0.236 % 88.638 ± 0.327 % [2026-06-11 19:43:43] 38 9.1396 ± 0.2498 0.02443 ± 0.00463 0.07731 ± 0.00366 7.413 ± 0.231 % 88.617 ± 0.323 % [2026-06-11 19:43:45] 39 9.1411 ± 0.2467 0.02518 ± 0.00460 0.07735 ± 0.00358 7.441 ± 0.228 % 88.617 ± 0.318 % [2026-06-11 19:43:47] 40 9.1884 ± 0.2457 0.02653 ± 0.00454 0.07722 ± 0.00354 7.470 ± 0.231 % 88.598 ± 0.315 % [2026-06-11 19:43:49] 41 9.2375 ± 0.2446 0.02654 ± 0.00454 0.07785 ± 0.00350 7.570 ± 0.233 % 88.560 ± 0.311 % [2026-06-11 19:43:51] 42 9.3187 ± 0.2440 0.02703 ± 0.00448 0.07775 ± 0.00343 7.558 ± 0.229 % 88.469 ± 0.309 % [2026-06-11 19:43:53] 43 9.3379 ± 0.2422 0.02599 ± 0.00442 0.07746 ± 0.00336 7.529 ± 0.225 % 88.445 ± 0.305 % [2026-06-11 19:43:54] 44 9.3365 ± 0.2393 0.02464 ± 0.00436 0.07755 ± 0.00330 7.510 ± 0.220 % 88.378 ± 0.303 % [2026-06-11 19:43:56] 45 9.4602 ± 0.2407 0.02721 ± 0.00435 0.07793 ± 0.00327 7.550 ± 0.222 % 88.253 ± 0.301 % [2026-06-11 19:43:58] 46 9.4025 ± 0.2361 0.02656 ± 0.00430 0.07798 ± 0.00323 7.577 ± 0.220 % 88.329 ± 0.296 % [2026-06-11 19:44:01] 47 9.5741 ± 0.2388 0.02473 ± 0.00430 0.07891 ± 0.00323 7.568 ± 0.217 % 88.210 ± 0.295 % [2026-06-11 19:44:03] 48 9.6683 ± 0.2391 0.02550 ± 0.00424 0.07835 ± 0.00316 7.518 ± 0.214 % 88.342 ± 0.290 % [2026-06-11 19:44:05] 49 9.5684 ± 0.2335 0.02530 ± 0.00418 0.07868 ± 0.00322 7.546 ± 0.215 % 88.355 ± 0.287 % [2026-06-11 19:44:07] 50 9.6191 ± 0.2327 0.02471 ± 0.00414 0.07838 ± 0.00316 7.535 ± 0.211 % 88.329 ± 0.284 % [2026-06-11 19:44:07] [2026-06-11 19:44:07] ====== Perplexity statistics ====== [2026-06-11 19:44:07] Mean PPL(Q) : 9.619098 ± 0.232681 [2026-06-11 19:44:07] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:44:07] Cor(ln(PPL(Q)), ln(PPL(base))): 98.54% [2026-06-11 19:44:07] Mean ln(PPL(Q)/PPL(base)) : 0.024715 ± 0.004140 [2026-06-11 19:44:07] Mean PPL(Q)/PPL(base) : 1.025023 ± 0.004244 [2026-06-11 19:44:07] Mean PPL(Q)-PPL(base) : 0.234821 ± 0.039627 [2026-06-11 19:44:07] [2026-06-11 19:44:07] ====== KL divergence statistics ====== [2026-06-11 19:44:07] Mean KLD: 0.078380 ± 0.003160 [2026-06-11 19:44:07] Maximum KLD: 19.136574 [2026-06-11 19:44:07] 99.9% KLD: 5.171613 [2026-06-11 19:44:07] 99.0% KLD: 0.675565 [2026-06-11 19:44:07] 95.0% KLD: 0.232929 [2026-06-11 19:44:07] 90.0% KLD: 0.144952 [2026-06-11 19:44:07] Median KLD: 0.030491 [2026-06-11 19:44:07] 10.0% KLD: 0.001891 [2026-06-11 19:44:07] 5.0% KLD: 0.000635 [2026-06-11 19:44:07] 1.0% KLD: 0.000106 [2026-06-11 19:44:07] 0.1% KLD: 0.000015 [2026-06-11 19:44:07] Minimum KLD: -0.000033 [2026-06-11 19:44:07] [2026-06-11 19:44:07] ====== Token probability statistics ====== [2026-06-11 19:44:07] Mean Δp: -0.851 ± 0.066 % [2026-06-11 19:44:07] Maximum Δp: 99.537% [2026-06-11 19:44:07] 99.9% Δp: 55.280% [2026-06-11 19:44:07] 99.0% Δp: 18.222% [2026-06-11 19:44:07] 95.0% Δp: 7.184% [2026-06-11 19:44:07] 90.0% Δp: 4.012% [2026-06-11 19:44:07] 75.0% Δp: 0.661% [2026-06-11 19:44:07] Median Δp: -0.028% [2026-06-11 19:44:07] 25.0% Δp: -1.845% [2026-06-11 19:44:07] 10.0% Δp: -6.550% [2026-06-11 19:44:07] 5.0% Δp: -11.144% [2026-06-11 19:44:07] 1.0% Δp: -25.963% [2026-06-11 19:44:07] 0.1% Δp: -60.028% [2026-06-11 19:44:07] Minimum Δp: -98.793% [2026-06-11 19:44:07] RMS Δp : 7.535 ± 0.211 % [2026-06-11 19:44:07] Same top p: 88.329 ± 0.284 % [2026-06-11 19:44:07] [2026-06-11 19:44:07] ✅ Finished target model 11: 1 files evaluated [2026-06-11 19:44:08] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ2_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XS.gguf to free disk space [2026-06-11 19:44:08] ============================================================ [2026-06-11 19:44:08] TARGET MODEL 12/37: w-ahmad/test3 / MoQ-layers_4-7-IQ2_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XXS.gguf [2026-06-11 19:44:08] ============================================================ [2026-06-11 19:44:31] [1/1] MoQ-layers_4-7-IQ2_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:44:31] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ2_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:44:31] 0.00.269.175 I common_init_result: fitting params to device memory ... [2026-06-11 19:44:32] 0.00.269.184 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:44:41] 0.10.421.193 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:44:41] 0.10.477.332 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:44:42] 0.10.760.555 I [2026-06-11 19:44:42] 0.10.760.682 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:44:42] 0.10.862.709 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:44:59] 0.28.199.091 I kl_divergence: 17.34 seconds per pass - ETA 14.43 minutes [2026-06-11 19:44:59] [2026-06-11 19:44:59] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:44:59] 1 6.5916 ± 1.1879 0.09479 ± 0.04492 0.08187 ± 0.02409 8.005 ± 1.351 % 90.588 ± 1.832 % [2026-06-11 19:45:01] 2 9.7659 ± 1.3258 0.09708 ± 0.03298 0.09480 ± 0.01475 7.827 ± 0.814 % 88.431 ± 1.418 % [2026-06-11 19:45:03] 3 10.1005 ± 1.0925 0.11169 ± 0.02653 0.12628 ± 0.01685 9.039 ± 0.726 % 86.667 ± 1.230 % [2026-06-11 19:45:05] 4 9.7986 ± 0.8777 0.10060 ± 0.02146 0.11348 ± 0.01342 8.835 ± 0.698 % 87.745 ± 1.027 % [2026-06-11 19:45:07] 5 9.6558 ± 0.7545 0.07802 ± 0.01777 0.10195 ± 0.01079 8.451 ± 0.609 % 87.294 ± 0.933 % [2026-06-11 19:45:09] 6 9.9078 ± 0.6970 0.06932 ± 0.01544 0.09853 ± 0.00906 8.240 ± 0.530 % 86.797 ± 0.866 % [2026-06-11 19:45:11] 7 10.2745 ± 0.6696 0.07126 ± 0.01405 0.09433 ± 0.00784 8.042 ± 0.481 % 86.835 ± 0.801 % [2026-06-11 19:45:13] 8 11.1810 ± 0.6984 0.06966 ± 0.01306 0.09698 ± 0.00745 7.865 ± 0.438 % 86.471 ± 0.757 % [2026-06-11 19:45:15] 9 11.8329 ± 0.7008 0.06861 ± 0.01189 0.09281 ± 0.00666 7.684 ± 0.408 % 86.580 ± 0.712 % [2026-06-11 19:45:18] 10 12.2961 ± 0.6932 0.06859 ± 0.01111 0.09121 ± 0.00608 7.496 ± 0.379 % 86.471 ± 0.677 % [2026-06-11 19:45:20] 11 12.1476 ± 0.6494 0.06558 ± 0.01061 0.08991 ± 0.00556 7.443 ± 0.357 % 86.595 ± 0.643 % [2026-06-11 19:45:22] 12 12.3136 ± 0.6324 0.06714 ± 0.01002 0.08879 ± 0.00514 7.396 ± 0.334 % 86.732 ± 0.613 % [2026-06-11 19:45:24] 13 12.9615 ± 0.6475 0.06081 ± 0.00986 0.08938 ± 0.00482 7.310 ± 0.314 % 86.365 ± 0.596 % [2026-06-11 19:45:26] 14 12.3022 ± 0.5896 0.05827 ± 0.00936 0.09290 ± 0.00570 7.416 ± 0.307 % 86.667 ± 0.569 % [2026-06-11 19:45:28] 15 12.0898 ± 0.5572 0.05046 ± 0.00926 0.09682 ± 0.00602 7.553 ± 0.312 % 86.562 ± 0.552 % [2026-06-11 19:45:30] 16 12.1540 ± 0.5446 0.04548 ± 0.00919 0.09678 ± 0.00583 7.572 ± 0.298 % 86.397 ± 0.537 % [2026-06-11 19:45:32] 17 11.3422 ± 0.4886 0.04755 ± 0.00883 0.09606 ± 0.00554 7.644 ± 0.286 % 86.528 ± 0.519 % [2026-06-11 19:45:35] 18 11.3556 ± 0.4738 0.04947 ± 0.00851 0.09578 ± 0.00525 7.725 ± 0.277 % 86.536 ± 0.504 % [2026-06-11 19:45:37] 19 11.2675 ± 0.4586 0.05099 ± 0.00824 0.09868 ± 0.00537 7.819 ± 0.283 % 86.502 ± 0.491 % [2026-06-11 19:45:39] 20 11.2568 ± 0.4457 0.04696 ± 0.00806 0.10140 ± 0.00532 7.863 ± 0.276 % 86.588 ± 0.477 % [2026-06-11 19:45:41] 21 10.8660 ± 0.4174 0.04824 ± 0.00784 0.10061 ± 0.00508 7.892 ± 0.264 % 86.611 ± 0.465 % [2026-06-11 19:45:43] 22 10.7167 ± 0.4010 0.04725 ± 0.00766 0.10123 ± 0.00490 7.965 ± 0.257 % 86.488 ± 0.456 % [2026-06-11 19:45:45] 23 10.2808 ± 0.3736 0.04509 ± 0.00742 0.09969 ± 0.00470 7.987 ± 0.250 % 86.581 ± 0.445 % [2026-06-11 19:45:47] 24 9.7644 ± 0.3439 0.04451 ± 0.00716 0.09804 ± 0.00452 8.084 ± 0.246 % 86.748 ± 0.433 % [2026-06-11 19:45:49] 25 9.6113 ± 0.3303 0.04769 ± 0.00707 0.09941 ± 0.00443 8.432 ± 0.263 % 86.651 ± 0.426 % [2026-06-11 19:45:51] 26 9.3607 ± 0.3130 0.04892 ± 0.00689 0.09825 ± 0.00427 8.398 ± 0.254 % 86.817 ± 0.416 % [2026-06-11 19:45:53] 27 9.2173 ± 0.3012 0.05244 ± 0.00676 0.09879 ± 0.00414 8.546 ± 0.252 % 86.754 ± 0.409 % [2026-06-11 19:45:55] 28 9.1208 ± 0.2923 0.05455 ± 0.00661 0.09856 ± 0.00401 8.575 ± 0.247 % 86.891 ± 0.399 % [2026-06-11 19:45:57] 29 9.0833 ± 0.2858 0.05546 ± 0.00650 0.09794 ± 0.00389 8.538 ± 0.241 % 86.964 ± 0.392 % [2026-06-11 19:45:59] 30 9.0662 ± 0.2804 0.05668 ± 0.00638 0.09799 ± 0.00377 8.548 ± 0.235 % 87.007 ± 0.384 % [2026-06-11 19:46:01] 31 8.9633 ± 0.2717 0.05527 ± 0.00625 0.09760 ± 0.00366 8.519 ± 0.231 % 87.046 ± 0.378 % [2026-06-11 19:46:03] 32 8.9839 ± 0.2682 0.05756 ± 0.00617 0.09844 ± 0.00357 8.619 ± 0.225 % 86.973 ± 0.373 % [2026-06-11 19:46:05] 33 8.9191 ± 0.2615 0.05567 ± 0.00609 0.09838 ± 0.00348 8.618 ± 0.220 % 86.952 ± 0.367 % [2026-06-11 19:46:07] 34 8.9923 ± 0.2604 0.05456 ± 0.00600 0.09833 ± 0.00338 8.597 ± 0.215 % 86.909 ± 0.362 % [2026-06-11 19:46:09] 35 9.1021 ± 0.2599 0.05576 ± 0.00589 0.09825 ± 0.00329 8.592 ± 0.210 % 86.790 ± 0.358 % [2026-06-11 19:46:11] 36 9.2909 ± 0.2619 0.05535 ± 0.00579 0.09804 ± 0.00321 8.525 ± 0.206 % 86.754 ± 0.354 % [2026-06-11 19:46:12] 37 9.3978 ± 0.2611 0.05408 ± 0.00571 0.09794 ± 0.00314 8.483 ± 0.202 % 86.741 ± 0.349 % [2026-06-11 19:46:14] 38 9.4272 ± 0.2586 0.05541 ± 0.00564 0.09899 ± 0.00314 8.532 ± 0.207 % 86.718 ± 0.345 % [2026-06-11 19:46:16] 39 9.4321 ± 0.2556 0.05652 ± 0.00554 0.09868 ± 0.00307 8.541 ± 0.205 % 86.757 ± 0.340 % [2026-06-11 19:46:18] 40 9.4594 ± 0.2539 0.05560 ± 0.00546 0.10016 ± 0.00342 8.569 ± 0.208 % 86.706 ± 0.336 % [2026-06-11 19:46:20] 41 9.5072 ± 0.2526 0.05532 ± 0.00545 0.10093 ± 0.00342 8.690 ± 0.213 % 86.600 ± 0.333 % [2026-06-11 19:46:22] 42 9.5837 ± 0.2516 0.05507 ± 0.00537 0.10038 ± 0.00334 8.664 ± 0.210 % 86.601 ± 0.329 % [2026-06-11 19:46:24] 43 9.5946 ± 0.2495 0.05311 ± 0.00529 0.10022 ± 0.00328 8.634 ± 0.206 % 86.603 ± 0.325 % [2026-06-11 19:46:26] 44 9.5928 ± 0.2466 0.05173 ± 0.00522 0.10075 ± 0.00324 8.647 ± 0.202 % 86.524 ± 0.322 % [2026-06-11 19:46:28] 45 9.7026 ± 0.2473 0.05251 ± 0.00515 0.10039 ± 0.00317 8.608 ± 0.199 % 86.449 ± 0.320 % [2026-06-11 19:46:30] 46 9.6427 ± 0.2426 0.05178 ± 0.00511 0.10031 ± 0.00313 8.644 ± 0.197 % 86.505 ± 0.315 % [2026-06-11 19:46:32] 47 9.8276 ± 0.2457 0.05086 ± 0.00514 0.10258 ± 0.00320 8.716 ± 0.198 % 86.366 ± 0.313 % [2026-06-11 19:46:34] 48 9.9070 ± 0.2454 0.04989 ± 0.00508 0.10204 ± 0.00313 8.692 ± 0.196 % 86.430 ± 0.310 % [2026-06-11 19:46:36] 49 9.8007 ± 0.2396 0.04929 ± 0.00501 0.10240 ± 0.00322 8.715 ± 0.197 % 86.451 ± 0.306 % [2026-06-11 19:46:38] 50 9.8441 ± 0.2383 0.04784 ± 0.00496 0.10209 ± 0.00316 8.684 ± 0.194 % 86.494 ± 0.303 % [2026-06-11 19:46:39] [2026-06-11 19:46:39] ====== Perplexity statistics ====== [2026-06-11 19:46:39] Mean PPL(Q) : 9.844094 ± 0.238322 [2026-06-11 19:46:39] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:46:39] Cor(ln(PPL(Q)), ln(PPL(base))): 97.91% [2026-06-11 19:46:39] Mean ln(PPL(Q)/PPL(base)) : 0.047836 ± 0.004961 [2026-06-11 19:46:39] Mean PPL(Q)/PPL(base) : 1.048999 ± 0.005204 [2026-06-11 19:46:39] Mean PPL(Q)-PPL(base) : 0.459818 ± 0.048823 [2026-06-11 19:46:39] [2026-06-11 19:46:39] ====== KL divergence statistics ====== [2026-06-11 19:46:39] Mean KLD: 0.102095 ± 0.003158 [2026-06-11 19:46:39] Maximum KLD: 15.255796 [2026-06-11 19:46:39] 99.9% KLD: 5.581794 [2026-06-11 19:46:39] 99.0% KLD: 0.907824 [2026-06-11 19:46:39] 95.0% KLD: 0.323175 [2026-06-11 19:46:39] 90.0% KLD: 0.200558 [2026-06-11 19:46:39] Median KLD: 0.041770 [2026-06-11 19:46:39] 10.0% KLD: 0.002734 [2026-06-11 19:46:39] 5.0% KLD: 0.000966 [2026-06-11 19:46:39] 1.0% KLD: 0.000153 [2026-06-11 19:46:39] 0.1% KLD: 0.000032 [2026-06-11 19:46:39] Minimum KLD: 0.000000 [2026-06-11 19:46:39] [2026-06-11 19:46:39] ====== Token probability statistics ====== [2026-06-11 19:46:39] Mean Δp: -1.359 ± 0.076 % [2026-06-11 19:46:39] Maximum Δp: 97.563% [2026-06-11 19:46:39] 99.9% Δp: 58.531% [2026-06-11 19:46:39] 99.0% Δp: 20.566% [2026-06-11 19:46:39] 95.0% Δp: 8.146% [2026-06-11 19:46:39] 90.0% Δp: 4.168% [2026-06-11 19:46:39] 75.0% Δp: 0.537% [2026-06-11 19:46:39] Median Δp: -0.096% [2026-06-11 19:46:39] 25.0% Δp: -2.619% [2026-06-11 19:46:39] 10.0% Δp: -8.401% [2026-06-11 19:46:39] 5.0% Δp: -13.724% [2026-06-11 19:46:39] 1.0% Δp: -32.206% [2026-06-11 19:46:39] 0.1% Δp: -69.517% [2026-06-11 19:46:39] Minimum Δp: -97.730% [2026-06-11 19:46:39] RMS Δp : 8.684 ± 0.194 % [2026-06-11 19:46:39] Same top p: 86.494 ± 0.303 % [2026-06-11 19:46:39] [2026-06-11 19:46:39] ✅ Finished target model 12: 1 files evaluated [2026-06-11 19:46:40] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ2_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ2_XXS.gguf to free disk space [2026-06-11 19:46:40] ============================================================ [2026-06-11 19:46:40] TARGET MODEL 13/37: w-ahmad/test3 / MoQ-layers_4-7-IQ3_S/Qwen3.5_4B-MoQ-layers_4-7-IQ3_S.gguf [2026-06-11 19:46:40] ============================================================ [2026-06-11 19:47:04] [1/1] MoQ-layers_4-7-IQ3_S/Qwen3.5_4B-MoQ-layers_4-7-IQ3_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:47:04] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ3_S/Qwen3.5_4B-MoQ-layers_4-7-IQ3_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:47:05] 0.00.371.218 I common_init_result: fitting params to device memory ... [2026-06-11 19:47:05] 0.00.371.229 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:47:15] 0.10.519.392 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:47:16] 0.10.569.558 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:47:16] 0.10.845.057 I [2026-06-11 19:47:16] 0.10.845.187 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:47:16] 0.10.942.809 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:47:33] 0.28.518.990 I kl_divergence: 17.58 seconds per pass - ETA 14.63 minutes [2026-06-11 19:47:33] [2026-06-11 19:47:33] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:47:33] 1 6.1378 ± 1.0534 0.02345 ± 0.01401 0.01158 ± 0.00181 2.474 ± 0.231 % 97.255 ± 1.025 % [2026-06-11 19:47:35] 2 9.3245 ± 1.2281 0.05083 ± 0.01040 0.01740 ± 0.00179 3.703 ± 0.581 % 95.294 ± 0.939 % [2026-06-11 19:47:37] 3 9.6117 ± 1.0233 0.06209 ± 0.01024 0.02240 ± 0.00254 3.704 ± 0.407 % 94.118 ± 0.851 % [2026-06-11 19:47:39] 4 9.3115 ± 0.8216 0.04961 ± 0.00847 0.01912 ± 0.00192 3.439 ± 0.331 % 94.216 ± 0.731 % [2026-06-11 19:47:41] 5 9.3450 ± 0.7229 0.04530 ± 0.00714 0.01780 ± 0.00156 3.322 ± 0.279 % 94.118 ± 0.659 % [2026-06-11 19:47:43] 6 9.6247 ± 0.6717 0.04034 ± 0.00625 0.01776 ± 0.00134 3.332 ± 0.244 % 93.725 ± 0.620 % [2026-06-11 19:47:45] 7 9.9512 ± 0.6436 0.03928 ± 0.00563 0.01753 ± 0.00119 3.272 ± 0.218 % 93.557 ± 0.581 % [2026-06-11 19:47:47] 8 10.8174 ± 0.6731 0.03661 ± 0.00527 0.01872 ± 0.00165 3.217 ± 0.197 % 93.333 ± 0.552 % [2026-06-11 19:47:50] 9 11.4470 ± 0.6762 0.03545 ± 0.00487 0.01812 ± 0.00149 3.150 ± 0.181 % 93.333 ± 0.521 % [2026-06-11 19:47:52] 10 11.9131 ± 0.6702 0.03696 ± 0.00458 0.01766 ± 0.00134 3.079 ± 0.167 % 93.373 ± 0.493 % [2026-06-11 19:47:54] 11 11.8029 ± 0.6310 0.03679 ± 0.00428 0.01725 ± 0.00123 3.061 ± 0.160 % 93.369 ± 0.470 % [2026-06-11 19:47:56] 12 11.9283 ± 0.6121 0.03535 ± 0.00411 0.01755 ± 0.00119 3.230 ± 0.202 % 93.235 ± 0.454 % [2026-06-11 19:47:58] 13 12.6035 ± 0.6311 0.03280 ± 0.00401 0.01779 ± 0.00114 3.194 ± 0.190 % 93.032 ± 0.442 % [2026-06-11 19:48:00] 14 11.9598 ± 0.5741 0.03004 ± 0.00399 0.01945 ± 0.00154 3.449 ± 0.222 % 92.913 ± 0.430 % [2026-06-11 19:48:02] 15 11.8454 ± 0.5486 0.03003 ± 0.00419 0.02129 ± 0.00236 3.416 ± 0.210 % 93.046 ± 0.411 % [2026-06-11 19:48:04] 16 11.9361 ± 0.5381 0.02739 ± 0.00483 0.02219 ± 0.00264 3.416 ± 0.202 % 93.015 ± 0.399 % [2026-06-11 19:48:07] 17 11.1160 ± 0.4818 0.02741 ± 0.00475 0.02316 ± 0.00278 3.790 ± 0.351 % 93.080 ± 0.386 % [2026-06-11 19:48:09] 18 11.0954 ± 0.4657 0.02630 ± 0.00455 0.02283 ± 0.00263 3.828 ± 0.332 % 93.224 ± 0.371 % [2026-06-11 19:48:11] 19 10.9765 ± 0.4495 0.02483 ± 0.00436 0.02400 ± 0.00283 3.935 ± 0.321 % 93.230 ± 0.361 % [2026-06-11 19:48:13] 20 11.0290 ± 0.4407 0.02651 ± 0.00442 0.02622 ± 0.00300 4.397 ± 0.365 % 93.137 ± 0.354 % [2026-06-11 19:48:15] 21 10.6230 ± 0.4116 0.02562 ± 0.00429 0.02596 ± 0.00286 4.385 ± 0.349 % 93.221 ± 0.344 % [2026-06-11 19:48:17] 22 10.4828 ± 0.3959 0.02519 ± 0.00415 0.02581 ± 0.00273 4.432 ± 0.332 % 93.119 ± 0.338 % [2026-06-11 19:48:19] 23 10.1020 ± 0.3708 0.02754 ± 0.00404 0.02586 ± 0.00263 4.561 ± 0.324 % 93.163 ± 0.330 % [2026-06-11 19:48:21] 24 9.5838 ± 0.3410 0.02584 ± 0.00391 0.02561 ± 0.00253 4.587 ± 0.313 % 93.268 ± 0.320 % [2026-06-11 19:48:23] 25 9.4089 ± 0.3267 0.02642 ± 0.00380 0.02556 ± 0.00243 4.648 ± 0.299 % 93.302 ± 0.313 % [2026-06-11 19:48:25] 26 9.1557 ± 0.3093 0.02677 ± 0.00369 0.02510 ± 0.00233 4.597 ± 0.291 % 93.439 ± 0.304 % [2026-06-11 19:48:27] 27 8.9819 ± 0.2964 0.02656 ± 0.00360 0.02490 ± 0.00225 4.614 ± 0.281 % 93.493 ± 0.297 % [2026-06-11 19:48:29] 28 8.8656 ± 0.2868 0.02617 ± 0.00351 0.02463 ± 0.00217 4.595 ± 0.273 % 93.487 ± 0.292 % [2026-06-11 19:48:31] 29 8.8280 ± 0.2804 0.02695 ± 0.00344 0.02435 ± 0.00210 4.582 ± 0.265 % 93.604 ± 0.285 % [2026-06-11 19:48:33] 30 8.7969 ± 0.2743 0.02653 ± 0.00335 0.02421 ± 0.00203 4.559 ± 0.258 % 93.621 ± 0.279 % [2026-06-11 19:48:35] 31 8.7035 ± 0.2660 0.02585 ± 0.00327 0.02399 ± 0.00197 4.532 ± 0.252 % 93.624 ± 0.275 % [2026-06-11 19:48:37] 32 8.7136 ± 0.2623 0.02700 ± 0.00321 0.02410 ± 0.00191 4.580 ± 0.243 % 93.566 ± 0.272 % [2026-06-11 19:48:39] 33 8.6623 ± 0.2564 0.02646 ± 0.00314 0.02378 ± 0.00185 4.534 ± 0.238 % 93.607 ± 0.267 % [2026-06-11 19:48:41] 34 8.7526 ± 0.2560 0.02755 ± 0.00308 0.02355 ± 0.00180 4.497 ± 0.233 % 93.656 ± 0.262 % [2026-06-11 19:48:43] 35 8.8456 ± 0.2550 0.02717 ± 0.00301 0.02335 ± 0.00175 4.456 ± 0.228 % 93.692 ± 0.257 % [2026-06-11 19:48:45] 36 9.0342 ± 0.2572 0.02732 ± 0.00296 0.02325 ± 0.00170 4.413 ± 0.224 % 93.617 ± 0.255 % [2026-06-11 19:48:47] 37 9.1470 ± 0.2567 0.02703 ± 0.00290 0.02307 ± 0.00165 4.372 ± 0.220 % 93.609 ± 0.252 % [2026-06-11 19:48:49] 38 9.1653 ± 0.2539 0.02724 ± 0.00285 0.02321 ± 0.00162 4.361 ± 0.216 % 93.581 ± 0.249 % [2026-06-11 19:48:51] 39 9.1576 ± 0.2505 0.02699 ± 0.00280 0.02304 ± 0.00158 4.352 ± 0.211 % 93.655 ± 0.244 % [2026-06-11 19:48:53] 40 9.1923 ± 0.2491 0.02695 ± 0.00279 0.02454 ± 0.00220 4.478 ± 0.229 % 93.569 ± 0.243 % [2026-06-11 19:48:55] 41 9.2403 ± 0.2479 0.02684 ± 0.00275 0.02445 ± 0.00215 4.453 ± 0.225 % 93.572 ± 0.240 % [2026-06-11 19:48:56] 42 9.3107 ± 0.2468 0.02617 ± 0.00271 0.02421 ± 0.00210 4.421 ± 0.221 % 93.539 ± 0.238 % [2026-06-11 19:48:58] 43 9.3351 ± 0.2452 0.02569 ± 0.00266 0.02403 ± 0.00205 4.409 ± 0.217 % 93.461 ± 0.236 % [2026-06-11 19:49:00] 44 9.3498 ± 0.2430 0.02607 ± 0.00262 0.02390 ± 0.00201 4.394 ± 0.213 % 93.396 ± 0.234 % [2026-06-11 19:49:02] 45 9.4530 ± 0.2436 0.02645 ± 0.00258 0.02375 ± 0.00196 4.373 ± 0.209 % 93.342 ± 0.233 % [2026-06-11 19:49:05] 46 9.4051 ± 0.2392 0.02684 ± 0.00264 0.02424 ± 0.00201 4.381 ± 0.206 % 93.359 ± 0.230 % [2026-06-11 19:49:07] 47 9.5875 ± 0.2424 0.02613 ± 0.00263 0.02457 ± 0.00200 4.392 ± 0.205 % 93.358 ± 0.227 % [2026-06-11 19:49:09] 48 9.6735 ± 0.2424 0.02604 ± 0.00259 0.02437 ± 0.00196 4.364 ± 0.202 % 93.382 ± 0.225 % [2026-06-11 19:49:11] 49 9.5792 ± 0.2370 0.02644 ± 0.00255 0.02421 ± 0.00192 4.340 ± 0.199 % 93.397 ± 0.222 % [2026-06-11 19:49:13] 50 9.6346 ± 0.2362 0.02632 ± 0.00253 0.02411 ± 0.00188 4.323 ± 0.196 % 93.427 ± 0.219 % [2026-06-11 19:49:13] [2026-06-11 19:49:13] ====== Perplexity statistics ====== [2026-06-11 19:49:13] Mean PPL(Q) : 9.634597 ± 0.236204 [2026-06-11 19:49:13] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:49:13] Cor(ln(PPL(Q)), ln(PPL(base))): 99.47% [2026-06-11 19:49:13] Mean ln(PPL(Q)/PPL(base)) : 0.026325 ± 0.002526 [2026-06-11 19:49:13] Mean PPL(Q)/PPL(base) : 1.026674 ± 0.002593 [2026-06-11 19:49:13] Mean PPL(Q)-PPL(base) : 0.250321 ± 0.025341 [2026-06-11 19:49:13] [2026-06-11 19:49:13] ====== KL divergence statistics ====== [2026-06-11 19:49:13] Mean KLD: 0.024108 ± 0.001884 [2026-06-11 19:49:13] Maximum KLD: 16.061838 [2026-06-11 19:49:13] 99.9% KLD: 1.772009 [2026-06-11 19:49:13] 99.0% KLD: 0.196359 [2026-06-11 19:49:13] 95.0% KLD: 0.062568 [2026-06-11 19:49:13] 90.0% KLD: 0.038055 [2026-06-11 19:49:13] Median KLD: 0.007735 [2026-06-11 19:49:13] 10.0% KLD: 0.000491 [2026-06-11 19:49:13] 5.0% KLD: 0.000150 [2026-06-11 19:49:13] 1.0% KLD: 0.000022 [2026-06-11 19:49:13] 0.1% KLD: 0.000001 [2026-06-11 19:49:13] Minimum KLD: -0.000028 [2026-06-11 19:49:13] [2026-06-11 19:49:13] ====== Token probability statistics ====== [2026-06-11 19:49:13] Mean Δp: -0.293 ± 0.038 % [2026-06-11 19:49:13] Maximum Δp: 97.285% [2026-06-11 19:49:13] 99.9% Δp: 29.099% [2026-06-11 19:49:13] 99.0% Δp: 9.700% [2026-06-11 19:49:13] 95.0% Δp: 4.227% [2026-06-11 19:49:13] 90.0% Δp: 2.313% [2026-06-11 19:49:13] 75.0% Δp: 0.443% [2026-06-11 19:49:13] Median Δp: -0.008% [2026-06-11 19:49:13] 25.0% Δp: -0.782% [2026-06-11 19:49:13] 10.0% Δp: -3.157% [2026-06-11 19:49:13] 5.0% Δp: -5.389% [2026-06-11 19:49:13] 1.0% Δp: -13.016% [2026-06-11 19:49:13] 0.1% Δp: -35.903% [2026-06-11 19:49:13] Minimum Δp: -99.032% [2026-06-11 19:49:13] RMS Δp : 4.323 ± 0.196 % [2026-06-11 19:49:13] Same top p: 93.427 ± 0.219 % [2026-06-11 19:49:13] [2026-06-11 19:49:13] ✅ Finished target model 13: 1 files evaluated [2026-06-11 19:49:14] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ3_S/Qwen3.5_4B-MoQ-layers_4-7-IQ3_S.gguf to free disk space [2026-06-11 19:49:14] ============================================================ [2026-06-11 19:49:14] TARGET MODEL 14/37: w-ahmad/test3 / MoQ-layers_4-7-IQ3_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ3_XXS.gguf [2026-06-11 19:49:14] ============================================================ [2026-06-11 19:49:45] [1/1] MoQ-layers_4-7-IQ3_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ3_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:49:46] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ3_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ3_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:49:46] 0.00.271.580 I common_init_result: fitting params to device memory ... [2026-06-11 19:49:46] 0.00.271.589 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:49:56] 0.10.054.818 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:49:56] 0.10.101.216 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:49:56] 0.10.369.481 I [2026-06-11 19:49:56] 0.10.369.655 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:49:56] 0.10.467.052 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:50:13] 0.27.155.703 I kl_divergence: 16.69 seconds per pass - ETA 13.90 minutes [2026-06-11 19:50:13] [2026-06-11 19:50:13] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:50:13] 1 6.2006 ± 1.0693 0.03364 ± 0.01198 0.01042 ± 0.00121 2.669 ± 0.235 % 97.255 ± 1.025 % [2026-06-11 19:50:15] 2 9.3038 ± 1.2274 0.04860 ± 0.01292 0.02494 ± 0.00465 4.123 ± 0.718 % 95.098 ± 0.957 % [2026-06-11 19:50:17] 3 9.4304 ± 0.9966 0.04305 ± 0.01027 0.02582 ± 0.00331 4.112 ± 0.500 % 93.725 ± 0.877 % [2026-06-11 19:50:19] 4 9.1871 ± 0.8056 0.03616 ± 0.00859 0.02323 ± 0.00252 3.867 ± 0.403 % 93.529 ± 0.771 % [2026-06-11 19:50:21] 5 9.2409 ± 0.7121 0.03409 ± 0.00730 0.02258 ± 0.00204 3.763 ± 0.335 % 92.863 ± 0.721 % [2026-06-11 19:50:23] 6 9.5489 ± 0.6647 0.03243 ± 0.00648 0.02257 ± 0.00177 3.709 ± 0.290 % 92.745 ± 0.663 % [2026-06-11 19:50:25] 7 9.8832 ± 0.6380 0.03243 ± 0.00624 0.02238 ± 0.00155 3.649 ± 0.260 % 92.549 ± 0.622 % [2026-06-11 19:50:27] 8 10.7975 ± 0.6706 0.03476 ± 0.00655 0.02704 ± 0.00340 3.704 ± 0.237 % 92.451 ± 0.585 % [2026-06-11 19:50:29] 9 11.4059 ± 0.6714 0.03186 ± 0.00596 0.02557 ± 0.00303 3.578 ± 0.218 % 92.680 ± 0.544 % [2026-06-11 19:50:31] 10 11.8614 ± 0.6657 0.03260 ± 0.00559 0.02567 ± 0.00284 3.488 ± 0.203 % 92.627 ± 0.518 % [2026-06-11 19:50:34] 11 11.7217 ± 0.6249 0.02989 ± 0.00535 0.02513 ± 0.00259 3.434 ± 0.190 % 92.763 ± 0.489 % [2026-06-11 19:50:36] 12 11.8693 ± 0.6080 0.03039 ± 0.00512 0.02523 ± 0.00239 3.480 ± 0.177 % 92.614 ± 0.473 % [2026-06-11 19:50:38] 13 12.6035 ± 0.6310 0.03280 ± 0.00496 0.02524 ± 0.00223 3.444 ± 0.167 % 92.519 ± 0.457 % [2026-06-11 19:50:40] 14 11.9811 ± 0.5750 0.03182 ± 0.00511 0.03103 ± 0.00428 3.834 ± 0.259 % 92.521 ± 0.440 % [2026-06-11 19:50:42] 15 11.8057 ± 0.5454 0.02668 ± 0.00557 0.03560 ± 0.00556 4.055 ± 0.301 % 92.575 ± 0.424 % [2026-06-11 19:50:44] 16 11.9164 ± 0.5362 0.02573 ± 0.00586 0.03600 ± 0.00539 4.004 ± 0.286 % 92.475 ± 0.413 % [2026-06-11 19:50:46] 17 11.0881 ± 0.4792 0.02489 ± 0.00559 0.03515 ± 0.00508 4.060 ± 0.271 % 92.572 ± 0.398 % [2026-06-11 19:50:48] 18 11.0733 ± 0.4636 0.02430 ± 0.00538 0.03469 ± 0.00480 4.061 ± 0.258 % 92.658 ± 0.385 % [2026-06-11 19:50:51] 19 10.9397 ± 0.4465 0.02147 ± 0.00526 0.03689 ± 0.00501 4.362 ± 0.334 % 92.693 ± 0.374 % [2026-06-11 19:50:53] 20 10.9750 ± 0.4367 0.02160 ± 0.00529 0.03909 ± 0.00503 4.419 ± 0.323 % 92.667 ± 0.365 % [2026-06-11 19:50:55] 21 10.5791 ± 0.4085 0.02148 ± 0.00511 0.03833 ± 0.00480 4.400 ± 0.309 % 92.586 ± 0.358 % [2026-06-11 19:50:57] 22 10.4312 ± 0.3924 0.02025 ± 0.00495 0.03808 ± 0.00458 4.496 ± 0.295 % 92.531 ± 0.351 % [2026-06-11 19:50:59] 23 10.0362 ± 0.3669 0.02101 ± 0.00478 0.03735 ± 0.00439 4.517 ± 0.282 % 92.617 ± 0.341 % [2026-06-11 19:51:01] 24 9.5321 ± 0.3378 0.02043 ± 0.00461 0.03648 ± 0.00421 4.495 ± 0.272 % 92.729 ± 0.332 % [2026-06-11 19:51:03] 25 9.3493 ± 0.3233 0.02006 ± 0.00448 0.03607 ± 0.00404 4.542 ± 0.261 % 92.800 ± 0.324 % [2026-06-11 19:51:05] 26 9.1096 ± 0.3066 0.02173 ± 0.00440 0.03583 ± 0.00389 4.556 ± 0.251 % 92.851 ± 0.316 % [2026-06-11 19:51:07] 27 8.9519 ± 0.2946 0.02322 ± 0.00427 0.03539 ± 0.00375 4.574 ± 0.242 % 92.869 ± 0.310 % [2026-06-11 19:51:09] 28 8.8356 ± 0.2849 0.02278 ± 0.00416 0.03492 ± 0.00361 4.563 ± 0.234 % 92.913 ± 0.304 % [2026-06-11 19:51:11] 29 8.8110 ± 0.2791 0.02503 ± 0.00407 0.03473 ± 0.00349 4.565 ± 0.227 % 92.968 ± 0.297 % [2026-06-11 19:51:13] 30 8.7813 ± 0.2732 0.02475 ± 0.00398 0.03478 ± 0.00339 4.575 ± 0.221 % 93.007 ± 0.292 % [2026-06-11 19:51:15] 31 8.6942 ± 0.2652 0.02479 ± 0.00388 0.03459 ± 0.00328 4.567 ± 0.215 % 93.055 ± 0.286 % [2026-06-11 19:51:17] 32 8.6960 ± 0.2611 0.02498 ± 0.00380 0.03455 ± 0.00318 4.588 ± 0.208 % 92.990 ± 0.283 % [2026-06-11 19:51:19] 33 8.6493 ± 0.2554 0.02496 ± 0.00371 0.03416 ± 0.00309 4.559 ± 0.203 % 92.941 ± 0.279 % [2026-06-11 19:51:21] 34 8.7321 ± 0.2547 0.02521 ± 0.00363 0.03394 ± 0.00300 4.539 ± 0.199 % 92.976 ± 0.274 % [2026-06-11 19:51:23] 35 8.8208 ± 0.2535 0.02437 ± 0.00356 0.03405 ± 0.00292 4.553 ± 0.193 % 92.818 ± 0.273 % [2026-06-11 19:51:25] 36 9.0043 ± 0.2555 0.02401 ± 0.00350 0.03401 ± 0.00284 4.525 ± 0.189 % 92.702 ± 0.271 % [2026-06-11 19:51:27] 37 9.1165 ± 0.2549 0.02369 ± 0.00346 0.03414 ± 0.00278 4.514 ± 0.185 % 92.740 ± 0.267 % [2026-06-11 19:51:29] 38 9.1316 ± 0.2521 0.02356 ± 0.00345 0.03407 ± 0.00271 4.516 ± 0.181 % 92.724 ± 0.264 % [2026-06-11 19:51:31] 39 9.1254 ± 0.2487 0.02346 ± 0.00339 0.03390 ± 0.00264 4.564 ± 0.182 % 92.740 ± 0.260 % [2026-06-11 19:51:33] 40 9.1576 ± 0.2472 0.02317 ± 0.00336 0.03361 ± 0.00258 4.594 ± 0.182 % 92.765 ± 0.257 % [2026-06-11 19:51:35] 41 9.2091 ± 0.2461 0.02346 ± 0.00335 0.03396 ± 0.00255 4.708 ± 0.194 % 92.702 ± 0.254 % [2026-06-11 19:51:36] 42 9.2836 ± 0.2453 0.02325 ± 0.00330 0.03375 ± 0.00249 4.712 ± 0.192 % 92.633 ± 0.252 % [2026-06-11 19:51:38] 43 9.3130 ± 0.2438 0.02333 ± 0.00325 0.03345 ± 0.00244 4.700 ± 0.189 % 92.640 ± 0.249 % [2026-06-11 19:51:40] 44 9.3190 ± 0.2412 0.02278 ± 0.00319 0.03323 ± 0.00238 4.675 ± 0.185 % 92.629 ± 0.247 % [2026-06-11 19:51:42] 45 9.4246 ± 0.2419 0.02343 ± 0.00316 0.03307 ± 0.00233 4.656 ± 0.182 % 92.566 ± 0.245 % [2026-06-11 19:51:44] 46 9.3762 ± 0.2375 0.02375 ± 0.00312 0.03329 ± 0.00230 4.732 ± 0.184 % 92.583 ± 0.242 % [2026-06-11 19:51:46] 47 9.5707 ± 0.2412 0.02437 ± 0.00309 0.03369 ± 0.00226 4.760 ± 0.181 % 92.491 ± 0.241 % [2026-06-11 19:51:49] 48 9.6596 ± 0.2413 0.02460 ± 0.00304 0.03344 ± 0.00222 4.736 ± 0.178 % 92.500 ± 0.238 % [2026-06-11 19:51:51] 49 9.5615 ± 0.2357 0.02458 ± 0.00299 0.03311 ± 0.00217 4.708 ± 0.175 % 92.477 ± 0.236 % [2026-06-11 19:51:53] 50 9.6073 ± 0.2346 0.02349 ± 0.00295 0.03305 ± 0.00213 4.704 ± 0.173 % 92.486 ± 0.233 % [2026-06-11 19:51:53] [2026-06-11 19:51:53] ====== Perplexity statistics ====== [2026-06-11 19:51:53] Mean PPL(Q) : 9.607325 ± 0.234628 [2026-06-11 19:51:53] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:51:53] Cor(ln(PPL(Q)), ln(PPL(base))): 99.27% [2026-06-11 19:51:53] Mean ln(PPL(Q)/PPL(base)) : 0.023490 ± 0.002953 [2026-06-11 19:51:53] Mean PPL(Q)/PPL(base) : 1.023768 ± 0.003024 [2026-06-11 19:51:53] Mean PPL(Q)-PPL(base) : 0.223049 ± 0.028829 [2026-06-11 19:51:53] [2026-06-11 19:51:53] ====== KL divergence statistics ====== [2026-06-11 19:51:53] Mean KLD: 0.033054 ± 0.002132 [2026-06-11 19:51:53] Maximum KLD: 14.111678 [2026-06-11 19:51:53] 99.9% KLD: 3.200822 [2026-06-11 19:51:53] 99.0% KLD: 0.249673 [2026-06-11 19:51:53] 95.0% KLD: 0.086657 [2026-06-11 19:51:53] 90.0% KLD: 0.054101 [2026-06-11 19:51:53] Median KLD: 0.011347 [2026-06-11 19:51:53] 10.0% KLD: 0.000724 [2026-06-11 19:51:53] 5.0% KLD: 0.000240 [2026-06-11 19:51:53] 1.0% KLD: 0.000042 [2026-06-11 19:51:53] 0.1% KLD: 0.000005 [2026-06-11 19:51:53] Minimum KLD: -0.000006 [2026-06-11 19:51:53] [2026-06-11 19:51:53] ====== Token probability statistics ====== [2026-06-11 19:51:53] Mean Δp: -0.327 ± 0.042 % [2026-06-11 19:51:53] Maximum Δp: 98.692% [2026-06-11 19:51:53] 99.9% Δp: 39.745% [2026-06-11 19:51:53] 99.0% Δp: 12.248% [2026-06-11 19:51:53] 95.0% Δp: 4.889% [2026-06-11 19:51:53] 90.0% Δp: 2.733% [2026-06-11 19:51:53] 75.0% Δp: 0.461% [2026-06-11 19:51:53] Median Δp: -0.021% [2026-06-11 19:51:53] 25.0% Δp: -1.049% [2026-06-11 19:51:53] 10.0% Δp: -3.794% [2026-06-11 19:51:53] 5.0% Δp: -6.450% [2026-06-11 19:51:53] 1.0% Δp: -14.492% [2026-06-11 19:51:53] 0.1% Δp: -34.310% [2026-06-11 19:51:53] Minimum Δp: -92.020% [2026-06-11 19:51:53] RMS Δp : 4.704 ± 0.173 % [2026-06-11 19:51:53] Same top p: 92.486 ± 0.233 % [2026-06-11 19:51:53] [2026-06-11 19:51:53] ✅ Finished target model 14: 1 files evaluated [2026-06-11 19:51:54] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ3_XXS/Qwen3.5_4B-MoQ-layers_4-7-IQ3_XXS.gguf to free disk space [2026-06-11 19:51:55] ============================================================ [2026-06-11 19:51:55] TARGET MODEL 15/37: w-ahmad/test3 / MoQ-layers_4-7-IQ4_NL/Qwen3.5_4B-MoQ-layers_4-7-IQ4_NL.gguf [2026-06-11 19:51:55] ============================================================ [2026-06-11 19:52:19] [1/1] MoQ-layers_4-7-IQ4_NL/Qwen3.5_4B-MoQ-layers_4-7-IQ4_NL.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:52:19] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ4_NL/Qwen3.5_4B-MoQ-layers_4-7-IQ4_NL.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:52:19] 0.00.312.190 I common_init_result: fitting params to device memory ... [2026-06-11 19:52:19] 0.00.312.199 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:52:29] 0.10.203.224 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:52:30] 0.10.258.396 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:52:30] 0.10.547.168 I [2026-06-11 19:52:30] 0.10.547.336 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:52:30] 0.10.638.234 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:52:46] 0.27.567.755 I kl_divergence: 16.93 seconds per pass - ETA 14.10 minutes [2026-06-11 19:52:46] [2026-06-11 19:52:46] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:52:47] 1 5.9813 ± 1.0112 -0.00237 ± 0.01190 0.00365 ± 0.00047 1.569 ± 0.139 % 98.431 ± 0.780 % [2026-06-11 19:52:49] 2 8.8106 ± 1.1397 -0.00586 ± 0.00720 0.00504 ± 0.00054 1.860 ± 0.215 % 96.667 ± 0.796 % [2026-06-11 19:52:51] 3 8.9479 ± 0.9288 -0.00947 ± 0.00581 0.00586 ± 0.00045 2.058 ± 0.172 % 96.078 ± 0.702 % [2026-06-11 19:52:53] 4 8.7970 ± 0.7612 -0.00723 ± 0.00469 0.00510 ± 0.00034 1.936 ± 0.139 % 95.980 ± 0.615 % [2026-06-11 19:52:55] 5 8.8700 ± 0.6736 -0.00687 ± 0.00392 0.00471 ± 0.00028 1.849 ± 0.118 % 96.157 ± 0.539 % [2026-06-11 19:52:57] 6 9.1860 ± 0.6305 -0.00632 ± 0.00341 0.00478 ± 0.00025 1.911 ± 0.136 % 96.078 ± 0.496 % [2026-06-11 19:52:59] 7 9.5110 ± 0.6041 -0.00596 ± 0.00309 0.00468 ± 0.00022 1.881 ± 0.123 % 95.966 ± 0.466 % [2026-06-11 19:53:01] 8 10.3658 ± 0.6348 -0.00603 ± 0.00287 0.00496 ± 0.00026 1.844 ± 0.111 % 95.980 ± 0.435 % [2026-06-11 19:53:03] 9 10.9925 ± 0.6392 -0.00506 ± 0.00268 0.00498 ± 0.00029 1.795 ± 0.102 % 96.035 ± 0.407 % [2026-06-11 19:53:05] 10 11.4316 ± 0.6329 -0.00430 ± 0.00252 0.00494 ± 0.00027 1.768 ± 0.094 % 96.000 ± 0.388 % [2026-06-11 19:53:07] 11 11.3249 ± 0.5957 -0.00455 ± 0.00236 0.00481 ± 0.00024 1.742 ± 0.087 % 96.185 ± 0.362 % [2026-06-11 19:53:09] 12 11.4609 ± 0.5792 -0.00462 ± 0.00223 0.00479 ± 0.00023 1.767 ± 0.084 % 96.373 ± 0.338 % [2026-06-11 19:53:11] 13 12.1418 ± 0.5994 -0.00452 ± 0.00215 0.00489 ± 0.00022 1.752 ± 0.079 % 96.350 ± 0.326 % [2026-06-11 19:53:13] 14 11.5509 ± 0.5467 -0.00474 ± 0.00212 0.00521 ± 0.00032 1.975 ± 0.135 % 96.443 ± 0.310 % [2026-06-11 19:53:15] 15 11.4294 ± 0.5219 -0.00572 ± 0.00222 0.00546 ± 0.00032 1.967 ± 0.127 % 96.418 ± 0.301 % [2026-06-11 19:53:17] 16 11.5594 ± 0.5153 -0.00468 ± 0.00214 0.00550 ± 0.00031 2.046 ± 0.126 % 96.299 ± 0.296 % [2026-06-11 19:53:20] 17 10.7782 ± 0.4621 -0.00345 ± 0.00268 0.00721 ± 0.00175 2.550 ± 0.458 % 96.424 ± 0.282 % [2026-06-11 19:53:22] 18 10.7710 ± 0.4473 -0.00338 ± 0.00258 0.00713 ± 0.00165 2.525 ± 0.437 % 96.405 ± 0.275 % [2026-06-11 19:53:24] 19 10.6889 ± 0.4333 -0.00173 ± 0.00279 0.00880 ± 0.00192 2.813 ± 0.417 % 96.264 ± 0.272 % [2026-06-11 19:53:26] 20 10.7203 ± 0.4237 -0.00188 ± 0.00269 0.00866 ± 0.00182 2.829 ± 0.396 % 96.314 ± 0.264 % [2026-06-11 19:53:28] 21 10.3496 ± 0.3971 -0.00045 ± 0.00264 0.00853 ± 0.00174 2.797 ± 0.382 % 96.396 ± 0.255 % [2026-06-11 19:53:30] 22 10.2171 ± 0.3821 -0.00049 ± 0.00257 0.00867 ± 0.00166 2.853 ± 0.360 % 96.328 ± 0.251 % [2026-06-11 19:53:32] 23 9.8301 ± 0.3571 0.00027 ± 0.00255 0.00900 ± 0.00165 2.998 ± 0.359 % 96.317 ± 0.246 % [2026-06-11 19:53:34] 24 9.3430 ± 0.3291 0.00039 ± 0.00246 0.00884 ± 0.00158 2.984 ± 0.346 % 96.307 ± 0.241 % [2026-06-11 19:53:36] 25 9.1681 ± 0.3151 0.00049 ± 0.00238 0.00871 ± 0.00152 2.968 ± 0.334 % 96.392 ± 0.234 % [2026-06-11 19:53:38] 26 8.9180 ± 0.2981 0.00047 ± 0.00232 0.00860 ± 0.00146 2.943 ± 0.324 % 96.456 ± 0.227 % [2026-06-11 19:53:40] 27 8.7522 ± 0.2858 0.00066 ± 0.00225 0.00852 ± 0.00141 2.938 ± 0.313 % 96.514 ± 0.221 % [2026-06-11 19:53:42] 28 8.6410 ± 0.2766 0.00052 ± 0.00218 0.00840 ± 0.00136 2.913 ± 0.304 % 96.583 ± 0.215 % [2026-06-11 19:53:44] 29 8.6011 ± 0.2703 0.00091 ± 0.00215 0.00828 ± 0.00131 2.886 ± 0.297 % 96.633 ± 0.210 % [2026-06-11 19:53:46] 30 8.5695 ± 0.2644 0.00034 ± 0.00210 0.00825 ± 0.00127 2.865 ± 0.289 % 96.693 ± 0.204 % [2026-06-11 19:53:48] 31 8.4826 ± 0.2565 0.00015 ± 0.00204 0.00816 ± 0.00123 2.842 ± 0.282 % 96.686 ± 0.201 % [2026-06-11 19:53:50] 32 8.4861 ± 0.2527 0.00055 ± 0.00201 0.00822 ± 0.00119 2.883 ± 0.272 % 96.642 ± 0.199 % [2026-06-11 19:53:52] 33 8.4462 ± 0.2474 0.00120 ± 0.00197 0.00817 ± 0.00116 2.868 ± 0.265 % 96.649 ± 0.196 % [2026-06-11 19:53:54] 34 8.5242 ± 0.2467 0.00110 ± 0.00193 0.00809 ± 0.00112 2.843 ± 0.260 % 96.678 ± 0.192 % [2026-06-11 19:53:56] 35 8.6179 ± 0.2458 0.00109 ± 0.00188 0.00804 ± 0.00109 2.831 ± 0.254 % 96.650 ± 0.190 % [2026-06-11 19:53:58] 36 8.8067 ± 0.2482 0.00182 ± 0.00185 0.00805 ± 0.00106 2.812 ± 0.248 % 96.569 ± 0.190 % [2026-06-11 19:54:00] 37 8.9188 ± 0.2478 0.00177 ± 0.00182 0.00797 ± 0.00103 2.787 ± 0.244 % 96.513 ± 0.189 % [2026-06-11 19:54:02] 38 8.9367 ± 0.2450 0.00198 ± 0.00179 0.00831 ± 0.00107 2.773 ± 0.239 % 96.491 ± 0.187 % [2026-06-11 19:54:04] 39 8.9312 ± 0.2418 0.00195 ± 0.00175 0.00822 ± 0.00104 2.751 ± 0.235 % 96.511 ± 0.184 % [2026-06-11 19:54:06] 40 8.9652 ± 0.2404 0.00194 ± 0.00176 0.00818 ± 0.00102 2.768 ± 0.230 % 96.461 ± 0.183 % [2026-06-11 19:54:08] 41 9.0141 ± 0.2392 0.00206 ± 0.00173 0.00816 ± 0.00099 2.752 ± 0.226 % 96.451 ± 0.181 % [2026-06-11 19:54:10] 42 9.0929 ± 0.2386 0.00250 ± 0.00170 0.00809 ± 0.00097 2.730 ± 0.222 % 96.433 ± 0.179 % [2026-06-11 19:54:12] 43 9.1177 ± 0.2371 0.00213 ± 0.00167 0.00802 ± 0.00095 2.716 ± 0.218 % 96.443 ± 0.177 % [2026-06-11 19:54:14] 44 9.1236 ± 0.2345 0.00158 ± 0.00165 0.00799 ± 0.00093 2.703 ± 0.214 % 96.444 ± 0.175 % [2026-06-11 19:54:16] 45 9.2184 ± 0.2350 0.00131 ± 0.00162 0.00792 ± 0.00091 2.684 ± 0.211 % 96.444 ± 0.173 % [2026-06-11 19:54:18] 46 9.1706 ± 0.2308 0.00159 ± 0.00161 0.00798 ± 0.00089 2.739 ± 0.207 % 96.462 ± 0.171 % [2026-06-11 19:54:20] 47 9.3503 ± 0.2339 0.00107 ± 0.00162 0.00860 ± 0.00094 2.853 ± 0.221 % 96.404 ± 0.170 % [2026-06-11 19:54:22] 48 9.4370 ± 0.2340 0.00128 ± 0.00161 0.00856 ± 0.00092 2.836 ± 0.217 % 96.422 ± 0.168 % [2026-06-11 19:54:24] 49 9.3368 ± 0.2285 0.00081 ± 0.00159 0.00858 ± 0.00091 2.825 ± 0.214 % 96.391 ± 0.167 % [2026-06-11 19:54:26] 50 9.3892 ± 0.2277 0.00053 ± 0.00156 0.00850 ± 0.00089 2.805 ± 0.211 % 96.392 ± 0.165 % [2026-06-11 19:54:26] [2026-06-11 19:54:26] ====== Perplexity statistics ====== [2026-06-11 19:54:26] Mean PPL(Q) : 9.389221 ± 0.227722 [2026-06-11 19:54:26] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:54:26] Cor(ln(PPL(Q)), ln(PPL(base))): 99.79% [2026-06-11 19:54:26] Mean ln(PPL(Q)/PPL(base)) : 0.000527 ± 0.001563 [2026-06-11 19:54:26] Mean PPL(Q)/PPL(base) : 1.000527 ± 0.001564 [2026-06-11 19:54:26] Mean PPL(Q)-PPL(base) : 0.004944 ± 0.014672 [2026-06-11 19:54:26] [2026-06-11 19:54:26] ====== KL divergence statistics ====== [2026-06-11 19:54:26] Mean KLD: 0.008504 ± 0.000894 [2026-06-11 19:54:26] Maximum KLD: 7.477017 [2026-06-11 19:54:26] 99.9% KLD: 0.577234 [2026-06-11 19:54:26] 99.0% KLD: 0.063291 [2026-06-11 19:54:26] 95.0% KLD: 0.019014 [2026-06-11 19:54:26] 90.0% KLD: 0.011423 [2026-06-11 19:54:26] Median KLD: 0.002641 [2026-06-11 19:54:26] 10.0% KLD: 0.000149 [2026-06-11 19:54:26] 5.0% KLD: 0.000050 [2026-06-11 19:54:26] 1.0% KLD: 0.000006 [2026-06-11 19:54:26] 0.1% KLD: -0.000007 [2026-06-11 19:54:26] Minimum KLD: -0.000169 [2026-06-11 19:54:26] [2026-06-11 19:54:26] ====== Token probability statistics ====== [2026-06-11 19:54:26] Mean Δp: -0.119 ± 0.025 % [2026-06-11 19:54:26] Maximum Δp: 83.431% [2026-06-11 19:54:26] 99.9% Δp: 20.880% [2026-06-11 19:54:26] 99.0% Δp: 6.079% [2026-06-11 19:54:26] 95.0% Δp: 2.648% [2026-06-11 19:54:26] 90.0% Δp: 1.482% [2026-06-11 19:54:26] 75.0% Δp: 0.255% [2026-06-11 19:54:26] Median Δp: -0.001% [2026-06-11 19:54:26] 25.0% Δp: -0.431% [2026-06-11 19:54:26] 10.0% Δp: -1.893% [2026-06-11 19:54:26] 5.0% Δp: -3.054% [2026-06-11 19:54:26] 1.0% Δp: -6.694% [2026-06-11 19:54:26] 0.1% Δp: -20.100% [2026-06-11 19:54:26] Minimum Δp: -99.472% [2026-06-11 19:54:26] RMS Δp : 2.805 ± 0.211 % [2026-06-11 19:54:26] Same top p: 96.392 ± 0.165 % [2026-06-11 19:54:26] [2026-06-11 19:54:26] ✅ Finished target model 15: 1 files evaluated [2026-06-11 19:54:28] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ4_NL/Qwen3.5_4B-MoQ-layers_4-7-IQ4_NL.gguf to free disk space [2026-06-11 19:54:28] ============================================================ [2026-06-11 19:54:28] TARGET MODEL 16/37: w-ahmad/test3 / MoQ-layers_4-7-IQ4_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ4_XS.gguf [2026-06-11 19:54:28] ============================================================ [2026-06-11 19:54:50] [1/1] MoQ-layers_4-7-IQ4_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ4_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:54:51] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-IQ4_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ4_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:54:52] 0.00.317.626 I common_init_result: fitting params to device memory ... [2026-06-11 19:54:52] 0.00.317.638 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:55:02] 0.10.249.375 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:55:02] 0.10.305.822 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:55:02] 0.10.590.253 I [2026-06-11 19:55:02] 0.10.590.435 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:55:02] 0.10.683.366 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:55:04] 0.12.786.634 I kl_divergence: 2.10 seconds per pass - ETA 1.75 minutes [2026-06-11 19:55:04] [2026-06-11 19:55:04] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:55:04] 1 5.9385 ± 1.0039 -0.00955 ± 0.01412 0.00390 ± 0.00063 1.812 ± 0.211 % 98.039 ± 0.870 % [2026-06-11 19:55:06] 2 8.7907 ± 1.1381 -0.00812 ± 0.00828 0.00559 ± 0.00065 1.996 ± 0.181 % 96.471 ± 0.818 % [2026-06-11 19:55:08] 3 8.9004 ± 0.9233 -0.01479 ± 0.00677 0.00649 ± 0.00052 2.280 ± 0.164 % 95.686 ± 0.735 % [2026-06-11 19:55:10] 4 8.7645 ± 0.7575 -0.01093 ± 0.00526 0.00559 ± 0.00040 2.123 ± 0.134 % 95.588 ± 0.643 % [2026-06-11 19:55:12] 5 8.8407 ± 0.6707 -0.01018 ± 0.00437 0.00516 ± 0.00032 2.036 ± 0.119 % 95.765 ± 0.564 % [2026-06-11 19:55:14] 6 9.1566 ± 0.6279 -0.00952 ± 0.00377 0.00510 ± 0.00028 2.015 ± 0.111 % 95.686 ± 0.520 % [2026-06-11 19:55:16] 7 9.4859 ± 0.6023 -0.00860 ± 0.00340 0.00495 ± 0.00024 1.955 ± 0.099 % 95.798 ± 0.475 % [2026-06-11 19:55:18] 8 10.3526 ± 0.6341 -0.00731 ± 0.00321 0.00552 ± 0.00045 1.907 ± 0.090 % 95.784 ± 0.445 % [2026-06-11 19:55:20] 9 10.9770 ± 0.6382 -0.00647 ± 0.00296 0.00529 ± 0.00040 1.861 ± 0.085 % 95.817 ± 0.418 % [2026-06-11 19:55:22] 10 11.4183 ± 0.6322 -0.00547 ± 0.00274 0.00516 ± 0.00036 1.832 ± 0.078 % 95.922 ± 0.392 % [2026-06-11 19:55:24] 11 11.3122 ± 0.5950 -0.00567 ± 0.00255 0.00500 ± 0.00033 1.811 ± 0.073 % 96.043 ± 0.368 % [2026-06-11 19:55:26] 12 11.4510 ± 0.5787 -0.00549 ± 0.00241 0.00499 ± 0.00031 1.851 ± 0.091 % 96.209 ± 0.345 % [2026-06-11 19:55:29] 13 12.1179 ± 0.5979 -0.00649 ± 0.00231 0.00510 ± 0.00030 1.830 ± 0.085 % 96.199 ± 0.332 % [2026-06-11 19:55:31] 14 11.5397 ± 0.5461 -0.00571 ± 0.00227 0.00516 ± 0.00028 1.902 ± 0.092 % 96.246 ± 0.318 % [2026-06-11 19:55:33] 15 11.4202 ± 0.5214 -0.00653 ± 0.00239 0.00536 ± 0.00029 1.885 ± 0.087 % 96.183 ± 0.310 % [2026-06-11 19:55:35] 16 11.5460 ± 0.5143 -0.00584 ± 0.00234 0.00538 ± 0.00028 1.937 ± 0.086 % 96.054 ± 0.305 % [2026-06-11 19:55:37] 17 10.7696 ± 0.4614 -0.00425 ± 0.00290 0.00726 ± 0.00186 2.451 ± 0.470 % 96.217 ± 0.290 % [2026-06-11 19:55:39] 18 10.7628 ± 0.4466 -0.00414 ± 0.00277 0.00718 ± 0.00176 2.428 ± 0.448 % 96.187 ± 0.283 % [2026-06-11 19:55:41] 19 10.6674 ± 0.4321 -0.00373 ± 0.00289 0.00853 ± 0.00199 2.800 ± 0.476 % 96.099 ± 0.278 % [2026-06-11 19:55:43] 20 10.6899 ± 0.4220 -0.00472 ± 0.00279 0.00844 ± 0.00189 2.822 ± 0.451 % 96.157 ± 0.269 % [2026-06-11 19:55:46] 21 10.3190 ± 0.3954 -0.00341 ± 0.00271 0.00830 ± 0.00180 2.791 ± 0.435 % 96.228 ± 0.260 % [2026-06-11 19:55:48] 22 10.1885 ± 0.3806 -0.00329 ± 0.00263 0.00849 ± 0.00173 2.851 ± 0.408 % 96.239 ± 0.254 % [2026-06-11 19:55:50] 23 9.8051 ± 0.3558 -0.00229 ± 0.00260 0.00876 ± 0.00170 2.995 ± 0.399 % 96.266 ± 0.248 % [2026-06-11 19:55:52] 24 9.3207 ± 0.3279 -0.00200 ± 0.00251 0.00859 ± 0.00163 2.971 ± 0.385 % 96.324 ± 0.241 % [2026-06-11 19:55:54] 25 9.1493 ± 0.3141 -0.00157 ± 0.00243 0.00848 ± 0.00156 2.956 ± 0.372 % 96.392 ± 0.234 % [2026-06-11 19:55:56] 26 8.9000 ± 0.2971 -0.00155 ± 0.00237 0.00841 ± 0.00150 2.938 ± 0.360 % 96.410 ± 0.228 % [2026-06-11 19:55:58] 27 8.7373 ± 0.2850 -0.00105 ± 0.00230 0.00835 ± 0.00145 2.950 ± 0.347 % 96.427 ± 0.224 % [2026-06-11 19:56:00] 28 8.6262 ± 0.2758 -0.00120 ± 0.00223 0.00827 ± 0.00140 2.934 ± 0.336 % 96.499 ± 0.218 % [2026-06-11 19:56:02] 29 8.5861 ± 0.2695 -0.00084 ± 0.00219 0.00814 ± 0.00135 2.909 ± 0.328 % 96.552 ± 0.212 % [2026-06-11 19:56:04] 30 8.5569 ± 0.2638 -0.00113 ± 0.00214 0.00805 ± 0.00130 2.880 ± 0.320 % 96.575 ± 0.208 % [2026-06-11 19:56:06] 31 8.4710 ± 0.2560 -0.00122 ± 0.00208 0.00798 ± 0.00126 2.857 ± 0.312 % 96.559 ± 0.205 % [2026-06-11 19:56:08] 32 8.4762 ± 0.2522 -0.00062 ± 0.00205 0.00806 ± 0.00122 2.898 ± 0.301 % 96.544 ± 0.202 % [2026-06-11 19:56:10] 33 8.4368 ± 0.2470 0.00009 ± 0.00201 0.00801 ± 0.00119 2.881 ± 0.294 % 96.542 ± 0.199 % [2026-06-11 19:56:12] 34 8.5145 ± 0.2462 -0.00003 ± 0.00196 0.00793 ± 0.00115 2.855 ± 0.288 % 96.586 ± 0.195 % [2026-06-11 19:56:14] 35 8.6091 ± 0.2454 0.00007 ± 0.00192 0.00790 ± 0.00112 2.843 ± 0.281 % 96.549 ± 0.193 % [2026-06-11 19:56:16] 36 8.7971 ± 0.2478 0.00073 ± 0.00189 0.00790 ± 0.00109 2.827 ± 0.275 % 96.471 ± 0.193 % [2026-06-11 19:56:18] 37 8.9118 ± 0.2475 0.00098 ± 0.00185 0.00785 ± 0.00106 2.799 ± 0.270 % 96.418 ± 0.191 % [2026-06-11 19:56:20] 38 8.9299 ± 0.2447 0.00122 ± 0.00182 0.00816 ± 0.00110 2.783 ± 0.265 % 96.429 ± 0.189 % [2026-06-11 19:56:21] 39 8.9240 ± 0.2415 0.00114 ± 0.00178 0.00808 ± 0.00107 2.763 ± 0.260 % 96.461 ± 0.185 % [2026-06-11 19:56:23] 40 8.9588 ± 0.2401 0.00123 ± 0.00181 0.00808 ± 0.00104 2.778 ± 0.253 % 96.451 ± 0.183 % [2026-06-11 19:56:25] 41 9.0047 ± 0.2388 0.00102 ± 0.00177 0.00809 ± 0.00102 2.775 ± 0.248 % 96.451 ± 0.181 % [2026-06-11 19:56:27] 42 9.0824 ± 0.2382 0.00135 ± 0.00174 0.00803 ± 0.00100 2.755 ± 0.244 % 96.433 ± 0.179 % [2026-06-11 19:56:29] 43 9.1087 ± 0.2367 0.00115 ± 0.00171 0.00797 ± 0.00097 2.743 ± 0.239 % 96.452 ± 0.177 % [2026-06-11 19:56:31] 44 9.1157 ± 0.2342 0.00072 ± 0.00169 0.00794 ± 0.00095 2.724 ± 0.235 % 96.462 ± 0.174 % [2026-06-11 19:56:33] 45 9.2117 ± 0.2347 0.00059 ± 0.00166 0.00788 ± 0.00093 2.709 ± 0.231 % 96.471 ± 0.172 % [2026-06-11 19:56:35] 46 9.1625 ± 0.2304 0.00070 ± 0.00164 0.00785 ± 0.00091 2.712 ± 0.227 % 96.513 ± 0.169 % [2026-06-11 19:56:37] 47 9.3423 ± 0.2336 0.00022 ± 0.00165 0.00853 ± 0.00099 2.880 ± 0.243 % 96.471 ± 0.169 % [2026-06-11 19:56:39] 48 9.4302 ± 0.2338 0.00057 ± 0.00163 0.00850 ± 0.00097 2.860 ± 0.240 % 96.471 ± 0.167 % [2026-06-11 19:56:41] 49 9.3299 ± 0.2283 0.00007 ± 0.00161 0.00852 ± 0.00096 2.850 ± 0.236 % 96.431 ± 0.166 % [2026-06-11 19:56:43] 50 9.3831 ± 0.2275 -0.00013 ± 0.00159 0.00845 ± 0.00094 2.830 ± 0.233 % 96.431 ± 0.164 % [2026-06-11 19:56:43] [2026-06-11 19:56:43] ====== Perplexity statistics ====== [2026-06-11 19:56:43] Mean PPL(Q) : 9.383097 ± 0.227525 [2026-06-11 19:56:43] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:56:43] Cor(ln(PPL(Q)), ln(PPL(base))): 99.79% [2026-06-11 19:56:43] Mean ln(PPL(Q)/PPL(base)) : -0.000126 ± 0.001587 [2026-06-11 19:56:43] Mean PPL(Q)/PPL(base) : 0.999874 ± 0.001587 [2026-06-11 19:56:43] Mean PPL(Q)-PPL(base) : -0.001179 ± 0.014892 [2026-06-11 19:56:43] [2026-06-11 19:56:43] ====== KL divergence statistics ====== [2026-06-11 19:56:43] Mean KLD: 0.008453 ± 0.000937 [2026-06-11 19:56:43] Maximum KLD: 7.985706 [2026-06-11 19:56:43] 99.9% KLD: 0.511830 [2026-06-11 19:56:43] 99.0% KLD: 0.060427 [2026-06-11 19:56:43] 95.0% KLD: 0.018757 [2026-06-11 19:56:43] 90.0% KLD: 0.011421 [2026-06-11 19:56:43] Median KLD: 0.002704 [2026-06-11 19:56:43] 10.0% KLD: 0.000160 [2026-06-11 19:56:43] 5.0% KLD: 0.000052 [2026-06-11 19:56:43] 1.0% KLD: 0.000005 [2026-06-11 19:56:43] 0.1% KLD: -0.000007 [2026-06-11 19:56:43] Minimum KLD: -0.000149 [2026-06-11 19:56:43] [2026-06-11 19:56:43] ====== Token probability statistics ====== [2026-06-11 19:56:43] Mean Δp: -0.114 ± 0.025 % [2026-06-11 19:56:43] Maximum Δp: 89.825% [2026-06-11 19:56:43] 99.9% Δp: 17.551% [2026-06-11 19:56:43] 99.0% Δp: 6.016% [2026-06-11 19:56:43] 95.0% Δp: 2.647% [2026-06-11 19:56:43] 90.0% Δp: 1.480% [2026-06-11 19:56:43] 75.0% Δp: 0.268% [2026-06-11 19:56:43] Median Δp: -0.001% [2026-06-11 19:56:43] 25.0% Δp: -0.450% [2026-06-11 19:56:43] 10.0% Δp: -1.933% [2026-06-11 19:56:43] 5.0% Δp: -3.040% [2026-06-11 19:56:43] 1.0% Δp: -6.558% [2026-06-11 19:56:43] 0.1% Δp: -22.189% [2026-06-11 19:56:43] Minimum Δp: -99.494% [2026-06-11 19:56:43] RMS Δp : 2.830 ± 0.233 % [2026-06-11 19:56:43] Same top p: 96.431 ± 0.164 % [2026-06-11 19:56:43] [2026-06-11 19:56:44] ✅ Finished target model 16: 1 files evaluated [2026-06-11 19:56:45] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-IQ4_XS/Qwen3.5_4B-MoQ-layers_4-7-IQ4_XS.gguf to free disk space [2026-06-11 19:56:45] ============================================================ [2026-06-11 19:56:45] TARGET MODEL 17/37: w-ahmad/test3 / MoQ-layers_4-7-Q2_K/Qwen3.5_4B-MoQ-layers_4-7-Q2_K.gguf [2026-06-11 19:56:45] ============================================================ [2026-06-11 19:57:10] [1/1] MoQ-layers_4-7-Q2_K/Qwen3.5_4B-MoQ-layers_4-7-Q2_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:57:11] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-Q2_K/Qwen3.5_4B-MoQ-layers_4-7-Q2_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:57:12] 0.00.403.165 I common_init_result: fitting params to device memory ... [2026-06-11 19:57:12] 0.00.403.174 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:57:21] 0.10.161.511 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:57:21] 0.10.205.302 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:57:22] 0.10.478.461 I [2026-06-11 19:57:22] 0.10.478.648 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:57:22] 0.10.568.162 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:57:24] 0.12.732.446 I kl_divergence: 2.16 seconds per pass - ETA 1.80 minutes [2026-06-11 19:57:24] [2026-06-11 19:57:24] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:57:24] 1 6.0962 ± 1.0502 0.01666 ± 0.02556 0.03178 ± 0.00701 3.883 ± 0.409 % 92.157 ± 1.687 % [2026-06-11 19:57:26] 2 8.7962 ± 1.1523 -0.00749 ± 0.02195 0.05598 ± 0.00831 4.867 ± 0.350 % 91.569 ± 1.232 % [2026-06-11 19:57:28] 3 8.9488 ± 0.9292 -0.00937 ± 0.02382 0.07827 ± 0.01008 6.280 ± 0.542 % 90.588 ± 1.056 % [2026-06-11 19:57:30] 4 8.8146 ± 0.7615 -0.00523 ± 0.01849 0.06694 ± 0.00762 5.966 ± 0.449 % 90.392 ± 0.923 % [2026-06-11 19:57:32] 5 8.8097 ± 0.6662 -0.01369 ± 0.01519 0.06075 ± 0.00614 5.815 ± 0.387 % 90.118 ± 0.836 % [2026-06-11 19:57:34] 6 9.1514 ± 0.6260 -0.01009 ± 0.01315 0.05781 ± 0.00515 5.769 ± 0.344 % 89.673 ± 0.778 % [2026-06-11 19:57:36] 7 9.5208 ± 0.6027 -0.00493 ± 0.01179 0.05600 ± 0.00448 5.684 ± 0.319 % 89.804 ± 0.716 % [2026-06-11 19:57:38] 8 10.3122 ± 0.6261 -0.01123 ± 0.01102 0.05860 ± 0.00495 5.673 ± 0.293 % 89.363 ± 0.683 % [2026-06-11 19:57:40] 9 10.9041 ± 0.6273 -0.01314 ± 0.01014 0.05682 ± 0.00443 5.503 ± 0.271 % 89.237 ± 0.647 % [2026-06-11 19:57:42] 10 11.3374 ± 0.6213 -0.01258 ± 0.00937 0.05560 ± 0.00410 5.384 ± 0.252 % 89.137 ± 0.616 % [2026-06-11 19:57:44] 11 11.2757 ± 0.5873 -0.00891 ± 0.00871 0.05369 ± 0.00374 5.286 ± 0.236 % 89.447 ± 0.580 % [2026-06-11 19:57:46] 12 11.4653 ± 0.5748 -0.00424 ± 0.00815 0.05304 ± 0.00346 5.450 ± 0.237 % 89.412 ± 0.556 % [2026-06-11 19:57:48] 13 12.0576 ± 0.5893 -0.01148 ± 0.00800 0.05301 ± 0.00323 5.510 ± 0.227 % 89.412 ± 0.534 % [2026-06-11 19:57:51] 14 11.4917 ± 0.5388 -0.00989 ± 0.00775 0.05947 ± 0.00489 5.968 ± 0.316 % 89.580 ± 0.511 % [2026-06-11 19:57:53] 15 11.3097 ± 0.5108 -0.01625 ± 0.00768 0.06259 ± 0.00511 6.390 ± 0.358 % 89.699 ± 0.492 % [2026-06-11 19:57:55] 16 11.4050 ± 0.5012 -0.01813 ± 0.00794 0.06333 ± 0.00500 6.334 ± 0.340 % 89.510 ± 0.480 % [2026-06-11 19:57:57] 17 10.6400 ± 0.4497 -0.01636 ± 0.00755 0.06179 ± 0.00472 6.292 ± 0.323 % 89.642 ± 0.463 % [2026-06-11 19:57:59] 18 10.6601 ± 0.4366 -0.01373 ± 0.00722 0.06142 ± 0.00447 6.330 ± 0.313 % 89.630 ± 0.450 % [2026-06-11 19:58:01] 19 10.5608 ± 0.4222 -0.01378 ± 0.00705 0.06486 ± 0.00494 6.568 ± 0.334 % 89.453 ± 0.441 % [2026-06-11 19:58:04] 20 10.5717 ± 0.4117 -0.01584 ± 0.00685 0.06716 ± 0.00492 6.622 ± 0.321 % 89.412 ± 0.431 % [2026-06-11 19:58:06] 21 10.2252 ± 0.3867 -0.01255 ± 0.00665 0.06683 ± 0.00470 6.596 ± 0.308 % 89.505 ± 0.419 % [2026-06-11 19:58:08] 22 10.1051 ± 0.3726 -0.01151 ± 0.00644 0.06778 ± 0.00454 6.703 ± 0.296 % 89.376 ± 0.411 % [2026-06-11 19:58:10] 23 9.7467 ± 0.3492 -0.00825 ± 0.00627 0.06767 ± 0.00437 6.897 ± 0.291 % 89.446 ± 0.401 % [2026-06-11 19:58:12] 24 9.2766 ± 0.3222 -0.00674 ± 0.00606 0.06667 ± 0.00420 6.903 ± 0.281 % 89.542 ± 0.391 % [2026-06-11 19:58:14] 25 9.1251 ± 0.3093 -0.00422 ± 0.00595 0.06754 ± 0.00407 7.154 ± 0.279 % 89.553 ± 0.383 % [2026-06-11 19:58:16] 26 8.8853 ± 0.2929 -0.00321 ± 0.00580 0.06684 ± 0.00392 7.120 ± 0.271 % 89.593 ± 0.375 % [2026-06-11 19:58:18] 27 8.7520 ± 0.2822 0.00064 ± 0.00567 0.06690 ± 0.00380 7.159 ± 0.264 % 89.673 ± 0.367 % [2026-06-11 19:58:20] 28 8.6543 ± 0.2736 0.00205 ± 0.00551 0.06638 ± 0.00367 7.124 ± 0.257 % 89.748 ± 0.359 % [2026-06-11 19:58:22] 29 8.6197 ± 0.2676 0.00307 ± 0.00539 0.06590 ± 0.00355 7.094 ± 0.250 % 89.777 ± 0.352 % [2026-06-11 19:58:24] 30 8.5906 ± 0.2620 0.00279 ± 0.00526 0.06580 ± 0.00344 7.079 ± 0.244 % 89.712 ± 0.347 % [2026-06-11 19:58:26] 31 8.5100 ± 0.2545 0.00338 ± 0.00512 0.06526 ± 0.00333 7.066 ± 0.238 % 89.766 ± 0.341 % [2026-06-11 19:58:28] 32 8.5275 ± 0.2512 0.00541 ± 0.00504 0.06534 ± 0.00323 7.103 ± 0.232 % 89.669 ± 0.337 % [2026-06-11 19:58:30] 33 8.4811 ± 0.2454 0.00533 ± 0.00496 0.06518 ± 0.00314 7.089 ± 0.226 % 89.614 ± 0.333 % [2026-06-11 19:58:32] 34 8.5595 ± 0.2448 0.00524 ± 0.00486 0.06455 ± 0.00305 7.043 ± 0.221 % 89.619 ± 0.328 % [2026-06-11 19:58:34] 35 8.6509 ± 0.2437 0.00491 ± 0.00479 0.06425 ± 0.00297 7.019 ± 0.217 % 89.546 ± 0.324 % [2026-06-11 19:58:36] 36 8.8437 ± 0.2461 0.00601 ± 0.00471 0.06437 ± 0.00290 6.988 ± 0.212 % 89.532 ± 0.320 % [2026-06-11 19:58:38] 37 8.9495 ± 0.2456 0.00520 ± 0.00465 0.06420 ± 0.00283 6.951 ± 0.208 % 89.433 ± 0.317 % [2026-06-11 19:58:40] 38 8.9609 ± 0.2426 0.00469 ± 0.00459 0.06404 ± 0.00276 6.904 ± 0.204 % 89.412 ± 0.313 % [2026-06-11 19:58:42] 39 8.9623 ± 0.2395 0.00542 ± 0.00453 0.06357 ± 0.00270 6.861 ± 0.200 % 89.452 ± 0.308 % [2026-06-11 19:58:44] 40 9.0058 ± 0.2386 0.00646 ± 0.00448 0.06509 ± 0.00310 6.927 ± 0.208 % 89.373 ± 0.305 % [2026-06-11 19:58:46] 41 9.0596 ± 0.2377 0.00709 ± 0.00442 0.06524 ± 0.00306 6.979 ± 0.211 % 89.354 ± 0.302 % [2026-06-11 19:58:48] 42 9.1310 ± 0.2368 0.00668 ± 0.00436 0.06490 ± 0.00300 6.949 ± 0.208 % 89.309 ± 0.299 % [2026-06-11 19:58:50] 43 9.1367 ± 0.2345 0.00421 ± 0.00432 0.06510 ± 0.00294 6.958 ± 0.203 % 89.266 ± 0.296 % [2026-06-11 19:58:52] 44 9.1271 ± 0.2314 0.00197 ± 0.00428 0.06523 ± 0.00287 6.972 ± 0.199 % 89.234 ± 0.293 % [2026-06-11 19:58:54] 45 9.2129 ± 0.2314 0.00072 ± 0.00427 0.06509 ± 0.00281 6.954 ± 0.196 % 89.176 ± 0.290 % [2026-06-11 19:58:56] 46 9.1655 ± 0.2274 0.00103 ± 0.00423 0.06494 ± 0.00277 6.967 ± 0.195 % 89.199 ± 0.287 % [2026-06-11 19:58:58] 47 9.3327 ± 0.2301 -0.00080 ± 0.00425 0.06586 ± 0.00278 6.990 ± 0.196 % 89.086 ± 0.285 % [2026-06-11 19:59:00] 48 9.4167 ± 0.2300 -0.00087 ± 0.00421 0.06558 ± 0.00273 6.965 ± 0.193 % 89.109 ± 0.282 % [2026-06-11 19:59:02] 49 9.3207 ± 0.2247 -0.00093 ± 0.00415 0.06581 ± 0.00279 6.987 ± 0.196 % 89.116 ± 0.279 % [2026-06-11 19:59:04] 50 9.3754 ± 0.2239 -0.00094 ± 0.00410 0.06545 ± 0.00274 6.962 ± 0.193 % 89.137 ± 0.276 % [2026-06-11 19:59:04] [2026-06-11 19:59:04] ====== Perplexity statistics ====== [2026-06-11 19:59:04] Mean PPL(Q) : 9.375449 ± 0.223920 [2026-06-11 19:59:04] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 19:59:04] Cor(ln(PPL(Q)), ln(PPL(base))): 98.57% [2026-06-11 19:59:04] Mean ln(PPL(Q)/PPL(base)) : -0.000941 ± 0.004096 [2026-06-11 19:59:04] Mean PPL(Q)/PPL(base) : 0.999059 ± 0.004093 [2026-06-11 19:59:04] Mean PPL(Q)-PPL(base) : -0.008827 ± 0.038445 [2026-06-11 19:59:04] [2026-06-11 19:59:04] ====== KL divergence statistics ====== [2026-06-11 19:59:04] Mean KLD: 0.065455 ± 0.002745 [2026-06-11 19:59:04] Maximum KLD: 16.554750 [2026-06-11 19:59:04] 99.9% KLD: 4.300581 [2026-06-11 19:59:04] 99.0% KLD: 0.584537 [2026-06-11 19:59:04] 95.0% KLD: 0.198027 [2026-06-11 19:59:04] 90.0% KLD: 0.121064 [2026-06-11 19:59:04] Median KLD: 0.024457 [2026-06-11 19:59:04] 10.0% KLD: 0.001580 [2026-06-11 19:59:04] 5.0% KLD: 0.000505 [2026-06-11 19:59:04] 1.0% KLD: 0.000083 [2026-06-11 19:59:04] 0.1% KLD: 0.000012 [2026-06-11 19:59:04] Minimum KLD: -0.000077 [2026-06-11 19:59:04] [2026-06-11 19:59:04] ====== Token probability statistics ====== [2026-06-11 19:59:04] Mean Δp: -0.707 ± 0.061 % [2026-06-11 19:59:04] Maximum Δp: 97.578% [2026-06-11 19:59:04] 99.9% Δp: 49.882% [2026-06-11 19:59:04] 99.0% Δp: 17.755% [2026-06-11 19:59:04] 95.0% Δp: 6.714% [2026-06-11 19:59:04] 90.0% Δp: 3.703% [2026-06-11 19:59:04] 75.0% Δp: 0.607% [2026-06-11 19:59:04] Median Δp: -0.020% [2026-06-11 19:59:04] 25.0% Δp: -1.664% [2026-06-11 19:59:04] 10.0% Δp: -5.966% [2026-06-11 19:59:04] 5.0% Δp: -9.853% [2026-06-11 19:59:04] 1.0% Δp: -23.877% [2026-06-11 19:59:04] 0.1% Δp: -51.921% [2026-06-11 19:59:04] Minimum Δp: -93.083% [2026-06-11 19:59:04] RMS Δp : 6.962 ± 0.193 % [2026-06-11 19:59:04] Same top p: 89.137 ± 0.276 % [2026-06-11 19:59:04] [2026-06-11 19:59:05] ✅ Finished target model 17: 1 files evaluated [2026-06-11 19:59:06] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-Q2_K/Qwen3.5_4B-MoQ-layers_4-7-Q2_K.gguf to free disk space [2026-06-11 19:59:06] ============================================================ [2026-06-11 19:59:06] TARGET MODEL 18/37: w-ahmad/test3 / MoQ-layers_4-7-Q3_K/Qwen3.5_4B-MoQ-layers_4-7-Q3_K.gguf [2026-06-11 19:59:06] ============================================================ [2026-06-11 19:59:29] [1/1] MoQ-layers_4-7-Q3_K/Qwen3.5_4B-MoQ-layers_4-7-Q3_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 19:59:30] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-Q3_K/Qwen3.5_4B-MoQ-layers_4-7-Q3_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 19:59:30] 0.00.269.444 I common_init_result: fitting params to device memory ... [2026-06-11 19:59:30] 0.00.269.453 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 19:59:40] 0.10.121.965 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 19:59:40] 0.10.170.245 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 19:59:41] 0.10.451.069 I [2026-06-11 19:59:41] 0.10.451.242 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 19:59:41] 0.10.543.973 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 19:59:43] 0.12.791.256 I kl_divergence: 2.25 seconds per pass - ETA 1.87 minutes [2026-06-11 19:59:43] [2026-06-11 19:59:43] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 19:59:43] 1 6.0541 ± 1.0309 0.00973 ± 0.01309 0.00921 ± 0.00114 2.604 ± 0.267 % 95.686 ± 1.275 % [2026-06-11 19:59:45] 2 8.9266 ± 1.1569 0.00723 ± 0.01191 0.01433 ± 0.00151 3.073 ± 0.390 % 93.725 ± 1.075 % [2026-06-11 19:59:47] 3 8.9649 ± 0.9281 -0.00757 ± 0.01084 0.01804 ± 0.00144 3.608 ± 0.321 % 93.725 ± 0.877 % [2026-06-11 19:59:49] 4 8.7478 ± 0.7537 -0.01283 ± 0.00872 0.01668 ± 0.00115 3.581 ± 0.283 % 94.216 ± 0.731 % [2026-06-11 19:59:51] 5 8.7931 ± 0.6644 -0.01558 ± 0.00742 0.01683 ± 0.00099 3.633 ± 0.254 % 93.255 ± 0.703 % [2026-06-11 19:59:53] 6 9.1659 ± 0.6266 -0.00851 ± 0.00643 0.01672 ± 0.00085 3.573 ± 0.225 % 92.680 ± 0.666 % [2026-06-11 19:59:55] 7 9.5144 ± 0.6023 -0.00560 ± 0.00582 0.01676 ± 0.00083 3.519 ± 0.203 % 92.549 ± 0.622 % [2026-06-11 19:59:57] 8 10.3512 ± 0.6309 -0.00745 ± 0.00581 0.02031 ± 0.00313 3.438 ± 0.185 % 92.304 ± 0.590 % [2026-06-11 19:59:59] 9 10.9132 ± 0.6304 -0.01230 ± 0.00539 0.01985 ± 0.00279 3.332 ± 0.171 % 92.375 ± 0.554 % [2026-06-11 20:00:01] 10 11.3284 ± 0.6222 -0.01338 ± 0.00511 0.02015 ± 0.00260 3.290 ± 0.159 % 92.275 ± 0.529 % [2026-06-11 20:00:03] 11 11.2330 ± 0.5865 -0.01270 ± 0.00480 0.01951 ± 0.00236 3.235 ± 0.149 % 92.478 ± 0.498 % [2026-06-11 20:00:05] 12 11.3843 ± 0.5716 -0.01133 ± 0.00451 0.01943 ± 0.00218 3.323 ± 0.173 % 92.745 ± 0.469 % [2026-06-11 20:00:08] 13 12.0046 ± 0.5872 -0.01588 ± 0.00439 0.02001 ± 0.00205 3.352 ± 0.162 % 92.489 ± 0.458 % [2026-06-11 20:00:10] 14 11.4433 ± 0.5371 -0.01411 ± 0.00428 0.02141 ± 0.00218 3.507 ± 0.188 % 92.577 ± 0.439 % [2026-06-11 20:00:12] 15 11.3263 ± 0.5128 -0.01478 ± 0.00448 0.02187 ± 0.00208 3.516 ± 0.181 % 92.601 ± 0.423 % [2026-06-11 20:00:14] 16 11.4422 ± 0.5050 -0.01487 ± 0.00505 0.02288 ± 0.00243 3.472 ± 0.173 % 92.500 ± 0.412 % [2026-06-11 20:00:16] 17 10.6584 ± 0.4523 -0.01463 ± 0.00479 0.02268 ± 0.00233 3.508 ± 0.167 % 92.618 ± 0.397 % [2026-06-11 20:00:18] 18 10.6488 ± 0.4378 -0.01479 ± 0.00461 0.02245 ± 0.00220 3.499 ± 0.159 % 92.680 ± 0.385 % [2026-06-11 20:00:20] 19 10.5911 ± 0.4255 -0.01092 ± 0.00458 0.02449 ± 0.00250 3.669 ± 0.168 % 92.508 ± 0.378 % [2026-06-11 20:00:22] 20 10.5648 ± 0.4131 -0.01649 ± 0.00453 0.02731 ± 0.00290 3.875 ± 0.200 % 92.510 ± 0.369 % [2026-06-11 20:00:25] 21 10.2092 ± 0.3875 -0.01411 ± 0.00438 0.02695 ± 0.00277 3.879 ± 0.191 % 92.624 ± 0.357 % [2026-06-11 20:00:27] 22 10.0831 ± 0.3733 -0.01369 ± 0.00428 0.02675 ± 0.00264 3.906 ± 0.184 % 92.585 ± 0.350 % [2026-06-11 20:00:29] 23 9.7089 ± 0.3493 -0.01215 ± 0.00412 0.02643 ± 0.00253 3.891 ± 0.177 % 92.685 ± 0.340 % [2026-06-11 20:00:31] 24 9.2314 ± 0.3221 -0.01163 ± 0.00398 0.02583 ± 0.00243 3.872 ± 0.171 % 92.810 ± 0.330 % [2026-06-11 20:00:33] 25 9.0571 ± 0.3083 -0.01169 ± 0.00386 0.02570 ± 0.00234 3.912 ± 0.165 % 92.941 ± 0.321 % [2026-06-11 20:00:35] 26 8.8199 ± 0.2921 -0.01059 ± 0.00377 0.02532 ± 0.00225 3.893 ± 0.160 % 93.017 ± 0.313 % [2026-06-11 20:00:37] 27 8.6646 ± 0.2804 -0.00940 ± 0.00367 0.02517 ± 0.00217 3.938 ± 0.155 % 93.043 ± 0.307 % [2026-06-11 20:00:39] 28 8.5666 ± 0.2718 -0.00814 ± 0.00358 0.02498 ± 0.00209 3.973 ± 0.151 % 93.109 ± 0.300 % [2026-06-11 20:00:41] 29 8.5268 ± 0.2655 -0.00776 ± 0.00349 0.02471 ± 0.00202 3.973 ± 0.147 % 93.171 ± 0.293 % [2026-06-11 20:00:43] 30 8.5069 ± 0.2603 -0.00700 ± 0.00343 0.02485 ± 0.00197 3.971 ± 0.143 % 93.085 ± 0.290 % [2026-06-11 20:00:45] 31 8.4270 ± 0.2528 -0.00643 ± 0.00335 0.02453 ± 0.00190 3.942 ± 0.139 % 93.118 ± 0.285 % [2026-06-11 20:00:47] 32 8.4346 ± 0.2493 -0.00554 ± 0.00327 0.02443 ± 0.00185 3.949 ± 0.136 % 93.125 ± 0.280 % [2026-06-11 20:00:49] 33 8.3860 ± 0.2436 -0.00595 ± 0.00320 0.02421 ± 0.00179 3.934 ± 0.133 % 93.143 ± 0.276 % [2026-06-11 20:00:51] 34 8.4635 ± 0.2429 -0.00604 ± 0.00314 0.02393 ± 0.00174 3.900 ± 0.130 % 93.195 ± 0.270 % [2026-06-11 20:00:53] 35 8.5554 ± 0.2420 -0.00618 ± 0.00307 0.02371 ± 0.00169 3.879 ± 0.127 % 93.188 ± 0.267 % [2026-06-11 20:00:55] 36 8.7348 ± 0.2440 -0.00637 ± 0.00302 0.02377 ± 0.00165 3.901 ± 0.130 % 93.181 ± 0.263 % [2026-06-11 20:00:56] 37 8.8388 ± 0.2434 -0.00724 ± 0.00299 0.02381 ± 0.00161 3.887 ± 0.127 % 93.185 ± 0.259 % [2026-06-11 20:00:58] 38 8.8615 ± 0.2409 -0.00647 ± 0.00299 0.02422 ± 0.00162 3.885 ± 0.125 % 93.148 ± 0.257 % [2026-06-11 20:01:00] 39 8.8630 ± 0.2380 -0.00571 ± 0.00293 0.02408 ± 0.00157 3.875 ± 0.122 % 93.172 ± 0.253 % [2026-06-11 20:01:02] 40 8.9009 ± 0.2367 -0.00526 ± 0.00289 0.02433 ± 0.00157 3.853 ± 0.120 % 93.147 ± 0.250 % [2026-06-11 20:01:04] 41 8.9411 ± 0.2353 -0.00608 ± 0.00285 0.02435 ± 0.00153 3.863 ± 0.118 % 93.152 ± 0.247 % [2026-06-11 20:01:06] 42 9.0187 ± 0.2347 -0.00570 ± 0.00281 0.02418 ± 0.00150 3.855 ± 0.116 % 93.119 ± 0.245 % [2026-06-11 20:01:08] 43 9.0452 ± 0.2333 -0.00585 ± 0.00277 0.02410 ± 0.00146 3.850 ± 0.113 % 93.142 ± 0.241 % [2026-06-11 20:01:10] 44 9.0498 ± 0.2307 -0.00654 ± 0.00274 0.02411 ± 0.00143 3.846 ± 0.111 % 93.137 ± 0.239 % [2026-06-11 20:01:12] 45 9.1500 ± 0.2313 -0.00613 ± 0.00270 0.02395 ± 0.00140 3.832 ± 0.109 % 93.107 ± 0.237 % [2026-06-11 20:01:14] 46 9.1043 ± 0.2273 -0.00567 ± 0.00269 0.02418 ± 0.00142 3.884 ± 0.111 % 93.163 ± 0.233 % [2026-06-11 20:01:16] 47 9.2745 ± 0.2301 -0.00707 ± 0.00273 0.02483 ± 0.00145 3.901 ± 0.111 % 93.075 ± 0.232 % [2026-06-11 20:01:18] 48 9.3575 ± 0.2301 -0.00717 ± 0.00269 0.02463 ± 0.00142 3.884 ± 0.109 % 93.105 ± 0.229 % [2026-06-11 20:01:20] 49 9.2570 ± 0.2246 -0.00778 ± 0.00266 0.02515 ± 0.00156 3.959 ± 0.139 % 93.085 ± 0.227 % [2026-06-11 20:01:22] 50 9.3072 ± 0.2238 -0.00825 ± 0.00263 0.02512 ± 0.00153 3.953 ± 0.137 % 93.098 ± 0.225 % [2026-06-11 20:01:22] [2026-06-11 20:01:22] ====== Perplexity statistics ====== [2026-06-11 20:01:22] Mean PPL(Q) : 9.307216 ± 0.223800 [2026-06-11 20:01:22] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:01:22] Cor(ln(PPL(Q)), ln(PPL(base))): 99.41% [2026-06-11 20:01:22] Mean ln(PPL(Q)/PPL(base)) : -0.008246 ± 0.002628 [2026-06-11 20:01:22] Mean PPL(Q)/PPL(base) : 0.991788 ± 0.002606 [2026-06-11 20:01:22] Mean PPL(Q)-PPL(base) : -0.077061 ± 0.024788 [2026-06-11 20:01:22] [2026-06-11 20:01:22] ====== KL divergence statistics ====== [2026-06-11 20:01:22] Mean KLD: 0.025119 ± 0.001534 [2026-06-11 20:01:22] Maximum KLD: 8.954504 [2026-06-11 20:01:22] 99.9% KLD: 2.079820 [2026-06-11 20:01:22] 99.0% KLD: 0.209750 [2026-06-11 20:01:22] 95.0% KLD: 0.067729 [2026-06-11 20:01:22] 90.0% KLD: 0.041896 [2026-06-11 20:01:22] Median KLD: 0.008866 [2026-06-11 20:01:22] 10.0% KLD: 0.000549 [2026-06-11 20:01:22] 5.0% KLD: 0.000181 [2026-06-11 20:01:22] 1.0% KLD: 0.000029 [2026-06-11 20:01:22] 0.1% KLD: 0.000001 [2026-06-11 20:01:22] Minimum KLD: -0.000045 [2026-06-11 20:01:22] [2026-06-11 20:01:22] ====== Token probability statistics ====== [2026-06-11 20:01:22] Mean Δp: -0.214 ± 0.035 % [2026-06-11 20:01:22] Maximum Δp: 94.940% [2026-06-11 20:01:22] 99.9% Δp: 30.495% [2026-06-11 20:01:22] 99.0% Δp: 11.021% [2026-06-11 20:01:22] 95.0% Δp: 4.477% [2026-06-11 20:01:22] 90.0% Δp: 2.506% [2026-06-11 20:01:22] 75.0% Δp: 0.446% [2026-06-11 20:01:22] Median Δp: -0.004% [2026-06-11 20:01:22] 25.0% Δp: -0.894% [2026-06-11 20:01:22] 10.0% Δp: -3.245% [2026-06-11 20:01:22] 5.0% Δp: -5.401% [2026-06-11 20:01:22] 1.0% Δp: -11.659% [2026-06-11 20:01:22] 0.1% Δp: -29.219% [2026-06-11 20:01:22] Minimum Δp: -51.993% [2026-06-11 20:01:22] RMS Δp : 3.953 ± 0.137 % [2026-06-11 20:01:22] Same top p: 93.098 ± 0.225 % [2026-06-11 20:01:22] [2026-06-11 20:01:23] ✅ Finished target model 18: 1 files evaluated [2026-06-11 20:01:24] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-Q3_K/Qwen3.5_4B-MoQ-layers_4-7-Q3_K.gguf to free disk space [2026-06-11 20:01:24] ============================================================ [2026-06-11 20:01:24] TARGET MODEL 19/37: w-ahmad/test3 / MoQ-layers_4-7-Q4_K/Qwen3.5_4B-MoQ-layers_4-7-Q4_K.gguf [2026-06-11 20:01:24] ============================================================ [2026-06-11 20:01:51] [1/1] MoQ-layers_4-7-Q4_K/Qwen3.5_4B-MoQ-layers_4-7-Q4_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:01:52] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-Q4_K/Qwen3.5_4B-MoQ-layers_4-7-Q4_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:01:53] 0.00.369.358 I common_init_result: fitting params to device memory ... [2026-06-11 20:01:53] 0.00.369.367 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:02:03] 0.10.465.540 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:02:03] 0.10.516.891 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:02:03] 0.10.786.610 I [2026-06-11 20:02:03] 0.10.786.820 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:02:03] 0.10.877.435 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:02:10] 0.17.636.623 I kl_divergence: 6.76 seconds per pass - ETA 5.62 minutes [2026-06-11 20:02:10] [2026-06-11 20:02:10] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:02:10] 1 6.0225 ± 1.0226 0.00449 ± 0.00572 0.00346 ± 0.00063 1.873 ± 0.384 % 98.039 ± 0.870 % [2026-06-11 20:02:12] 2 8.9596 ± 1.1654 0.01091 ± 0.00500 0.00506 ± 0.00077 2.452 ± 0.572 % 97.255 ± 0.724 % [2026-06-11 20:02:14] 3 9.1034 ± 0.9473 0.00776 ± 0.00530 0.00579 ± 0.00059 2.450 ± 0.390 % 97.255 ± 0.591 % [2026-06-11 20:02:16] 4 8.9141 ± 0.7721 0.00599 ± 0.00442 0.00504 ± 0.00045 2.209 ± 0.325 % 96.961 ± 0.538 % [2026-06-11 20:02:18] 5 8.9779 ± 0.6823 0.00521 ± 0.00371 0.00468 ± 0.00036 2.080 ± 0.277 % 96.784 ± 0.494 % [2026-06-11 20:02:20] 6 9.2985 ± 0.6392 0.00586 ± 0.00330 0.00467 ± 0.00032 2.011 ± 0.239 % 96.340 ± 0.480 % [2026-06-11 20:02:22] 7 9.6296 ± 0.6133 0.00643 ± 0.00302 0.00466 ± 0.00028 1.963 ± 0.212 % 96.415 ± 0.440 % [2026-06-11 20:02:24] 8 10.4716 ± 0.6419 0.00412 ± 0.00279 0.00685 ± 0.00208 1.927 ± 0.190 % 96.471 ± 0.409 % [2026-06-11 20:02:26] 9 11.0759 ± 0.6443 0.00250 ± 0.00259 0.00650 ± 0.00185 1.858 ± 0.176 % 96.514 ± 0.383 % [2026-06-11 20:02:28] 10 11.5014 ± 0.6369 0.00179 ± 0.00245 0.00623 ± 0.00167 1.813 ± 0.163 % 96.314 ± 0.373 % [2026-06-11 20:02:30] 11 11.3853 ± 0.5991 0.00076 ± 0.00229 0.00599 ± 0.00152 1.783 ± 0.151 % 96.328 ± 0.355 % [2026-06-11 20:02:32] 12 11.5274 ± 0.5831 0.00116 ± 0.00216 0.00589 ± 0.00139 1.790 ± 0.141 % 96.405 ± 0.337 % [2026-06-11 20:02:34] 13 12.2093 ± 0.6029 0.00102 ± 0.00209 0.00580 ± 0.00129 1.763 ± 0.132 % 96.471 ± 0.321 % [2026-06-11 20:02:36] 14 11.6113 ± 0.5497 0.00047 ± 0.00205 0.00654 ± 0.00140 1.847 ± 0.131 % 96.555 ± 0.305 % [2026-06-11 20:02:39] 15 11.5158 ± 0.5267 0.00182 ± 0.00213 0.00667 ± 0.00132 1.884 ± 0.129 % 96.627 ± 0.292 % [2026-06-11 20:02:41] 16 11.6129 ± 0.5174 -0.00006 ± 0.00338 0.00802 ± 0.00190 1.866 ± 0.122 % 96.642 ± 0.282 % [2026-06-11 20:02:43] 17 10.8121 ± 0.4632 -0.00031 ± 0.00320 0.00779 ± 0.00179 1.869 ± 0.116 % 96.724 ± 0.270 % [2026-06-11 20:02:45] 18 10.8031 ± 0.4483 -0.00040 ± 0.00305 0.00769 ± 0.00170 1.894 ± 0.114 % 96.688 ± 0.264 % [2026-06-11 20:02:47] 19 10.7072 ± 0.4338 -0.00001 ± 0.00293 0.00926 ± 0.00197 2.100 ± 0.193 % 96.533 ± 0.263 % [2026-06-11 20:02:49] 20 10.7256 ± 0.4235 -0.00138 ± 0.00284 0.01090 ± 0.00223 2.272 ± 0.227 % 96.529 ± 0.256 % [2026-06-11 20:02:51] 21 10.3339 ± 0.3958 -0.00197 ± 0.00277 0.01070 ± 0.00213 2.264 ± 0.217 % 96.508 ± 0.251 % [2026-06-11 20:02:53] 22 10.1976 ± 0.3807 -0.00240 ± 0.00267 0.01055 ± 0.00203 2.299 ± 0.206 % 96.471 ± 0.246 % [2026-06-11 20:02:56] 23 9.8024 ± 0.3555 -0.00256 ± 0.00257 0.01032 ± 0.00194 2.300 ± 0.197 % 96.522 ± 0.239 % [2026-06-11 20:02:58] 24 9.3153 ± 0.3275 -0.00258 ± 0.00248 0.01006 ± 0.00186 2.289 ± 0.190 % 96.552 ± 0.233 % [2026-06-11 20:03:00] 25 9.1407 ± 0.3137 -0.00250 ± 0.00241 0.00987 ± 0.00179 2.297 ± 0.182 % 96.612 ± 0.227 % [2026-06-11 20:03:02] 26 8.8890 ± 0.2966 -0.00279 ± 0.00233 0.00971 ± 0.00172 2.290 ± 0.176 % 96.667 ± 0.220 % [2026-06-11 20:03:04] 27 8.7236 ± 0.2845 -0.00262 ± 0.00226 0.00950 ± 0.00166 2.272 ± 0.171 % 96.674 ± 0.216 % [2026-06-11 20:03:06] 28 8.6154 ± 0.2754 -0.00245 ± 0.00220 0.00934 ± 0.00160 2.270 ± 0.165 % 96.695 ± 0.212 % [2026-06-11 20:03:08] 29 8.5766 ± 0.2691 -0.00195 ± 0.00216 0.00929 ± 0.00154 2.286 ± 0.160 % 96.755 ± 0.206 % [2026-06-11 20:03:10] 30 8.5484 ± 0.2634 -0.00213 ± 0.00211 0.00920 ± 0.00149 2.286 ± 0.155 % 96.693 ± 0.204 % [2026-06-11 20:03:11] 31 8.4623 ± 0.2557 -0.00225 ± 0.00205 0.00906 ± 0.00145 2.276 ± 0.151 % 96.724 ± 0.200 % [2026-06-11 20:03:13] 32 8.4601 ± 0.2517 -0.00252 ± 0.00200 0.00896 ± 0.00140 2.270 ± 0.147 % 96.691 ± 0.198 % [2026-06-11 20:03:15] 33 8.4168 ± 0.2463 -0.00229 ± 0.00195 0.00885 ± 0.00136 2.261 ± 0.143 % 96.720 ± 0.194 % [2026-06-11 20:03:17] 34 8.4994 ± 0.2458 -0.00180 ± 0.00192 0.00873 ± 0.00132 2.243 ± 0.140 % 96.678 ± 0.192 % [2026-06-11 20:03:19] 35 8.5939 ± 0.2449 -0.00169 ± 0.00187 0.00861 ± 0.00128 2.229 ± 0.137 % 96.661 ± 0.190 % [2026-06-11 20:03:21] 36 8.7702 ± 0.2468 -0.00234 ± 0.00184 0.00855 ± 0.00125 2.215 ± 0.134 % 96.580 ± 0.190 % [2026-06-11 20:03:23] 37 8.8796 ± 0.2463 -0.00264 ± 0.00180 0.00845 ± 0.00121 2.196 ± 0.131 % 96.577 ± 0.187 % [2026-06-11 20:03:25] 38 8.8914 ± 0.2433 -0.00310 ± 0.00178 0.00848 ± 0.00118 2.195 ± 0.128 % 96.533 ± 0.186 % [2026-06-11 20:03:27] 39 8.8867 ± 0.2401 -0.00305 ± 0.00174 0.00837 ± 0.00115 2.182 ± 0.126 % 96.551 ± 0.183 % [2026-06-11 20:03:29] 40 8.9174 ± 0.2386 -0.00341 ± 0.00177 0.00987 ± 0.00186 2.428 ± 0.228 % 96.510 ± 0.182 % [2026-06-11 20:03:31] 41 8.9659 ± 0.2375 -0.00331 ± 0.00174 0.00981 ± 0.00182 2.444 ± 0.221 % 96.471 ± 0.180 % [2026-06-11 20:03:33] 42 9.0431 ± 0.2368 -0.00299 ± 0.00171 0.00967 ± 0.00177 2.432 ± 0.217 % 96.415 ± 0.180 % [2026-06-11 20:03:35] 43 9.0679 ± 0.2353 -0.00335 ± 0.00168 0.00956 ± 0.00173 2.424 ± 0.213 % 96.407 ± 0.178 % [2026-06-11 20:03:37] 44 9.0765 ± 0.2329 -0.00360 ± 0.00165 0.00948 ± 0.00169 2.413 ± 0.209 % 96.399 ± 0.176 % [2026-06-11 20:03:39] 45 9.1719 ± 0.2334 -0.00375 ± 0.00163 0.00935 ± 0.00165 2.398 ± 0.206 % 96.383 ± 0.174 % [2026-06-11 20:03:41] 46 9.1221 ± 0.2292 -0.00372 ± 0.00160 0.00945 ± 0.00163 2.446 ± 0.203 % 96.436 ± 0.171 % [2026-06-11 20:03:43] 47 9.3012 ± 0.2323 -0.00418 ± 0.00158 0.00963 ± 0.00161 2.461 ± 0.198 % 96.421 ± 0.170 % [2026-06-11 20:03:45] 48 9.3857 ± 0.2324 -0.00417 ± 0.00156 0.00953 ± 0.00158 2.446 ± 0.195 % 96.462 ± 0.167 % [2026-06-11 20:03:47] 49 9.2893 ± 0.2270 -0.00430 ± 0.00153 0.00941 ± 0.00154 2.432 ± 0.192 % 96.471 ± 0.165 % [2026-06-11 20:03:49] 50 9.3434 ± 0.2262 -0.00437 ± 0.00151 0.00932 ± 0.00151 2.417 ± 0.190 % 96.510 ± 0.163 % [2026-06-11 20:03:49] [2026-06-11 20:03:49] ====== Perplexity statistics ====== [2026-06-11 20:03:49] Mean PPL(Q) : 9.343354 ± 0.226220 [2026-06-11 20:03:49] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:03:49] Cor(ln(PPL(Q)), ln(PPL(base))): 99.81% [2026-06-11 20:03:49] Mean ln(PPL(Q)/PPL(base)) : -0.004370 ± 0.001508 [2026-06-11 20:03:49] Mean PPL(Q)/PPL(base) : 0.995639 ± 0.001502 [2026-06-11 20:03:49] Mean PPL(Q)-PPL(base) : -0.040923 ± 0.014200 [2026-06-11 20:03:49] [2026-06-11 20:03:49] ====== KL divergence statistics ====== [2026-06-11 20:03:49] Mean KLD: 0.009317 ± 0.001514 [2026-06-11 20:03:49] Maximum KLD: 15.061564 [2026-06-11 20:03:49] 99.9% KLD: 0.664362 [2026-06-11 20:03:49] 99.0% KLD: 0.051674 [2026-06-11 20:03:49] 95.0% KLD: 0.016818 [2026-06-11 20:03:49] 90.0% KLD: 0.010464 [2026-06-11 20:03:49] Median KLD: 0.002406 [2026-06-11 20:03:49] 10.0% KLD: 0.000124 [2026-06-11 20:03:49] 5.0% KLD: 0.000038 [2026-06-11 20:03:49] 1.0% KLD: 0.000004 [2026-06-11 20:03:49] 0.1% KLD: -0.000014 [2026-06-11 20:03:49] Minimum KLD: -0.000066 [2026-06-11 20:03:49] [2026-06-11 20:03:49] ====== Token probability statistics ====== [2026-06-11 20:03:49] Mean Δp: -0.014 ± 0.021 % [2026-06-11 20:03:49] Maximum Δp: 97.179% [2026-06-11 20:03:49] 99.9% Δp: 21.028% [2026-06-11 20:03:49] 99.0% Δp: 5.859% [2026-06-11 20:03:49] 95.0% Δp: 2.633% [2026-06-11 20:03:49] 90.0% Δp: 1.529% [2026-06-11 20:03:49] 75.0% Δp: 0.280% [2026-06-11 20:03:49] Median Δp: -0.000% [2026-06-11 20:03:49] 25.0% Δp: -0.355% [2026-06-11 20:03:49] 10.0% Δp: -1.685% [2026-06-11 20:03:49] 5.0% Δp: -2.806% [2026-06-11 20:03:49] 1.0% Δp: -5.884% [2026-06-11 20:03:49] 0.1% Δp: -14.028% [2026-06-11 20:03:49] Minimum Δp: -36.927% [2026-06-11 20:03:49] RMS Δp : 2.417 ± 0.190 % [2026-06-11 20:03:49] Same top p: 96.510 ± 0.163 % [2026-06-11 20:03:49] [2026-06-11 20:03:50] ✅ Finished target model 19: 1 files evaluated [2026-06-11 20:03:51] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-Q4_K/Qwen3.5_4B-MoQ-layers_4-7-Q4_K.gguf to free disk space [2026-06-11 20:03:51] ============================================================ [2026-06-11 20:03:51] TARGET MODEL 20/37: w-ahmad/test3 / MoQ-layers_4-7-Q5_K/Qwen3.5_4B-MoQ-layers_4-7-Q5_K.gguf [2026-06-11 20:03:51] ============================================================ [2026-06-11 20:04:27] [1/1] MoQ-layers_4-7-Q5_K/Qwen3.5_4B-MoQ-layers_4-7-Q5_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:04:28] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-Q5_K/Qwen3.5_4B-MoQ-layers_4-7-Q5_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:04:28] 0.00.266.081 I common_init_result: fitting params to device memory ... [2026-06-11 20:04:28] 0.00.266.092 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:04:38] 0.09.924.717 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:04:38] 0.09.971.042 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:04:38] 0.10.239.044 I [2026-06-11 20:04:38] 0.10.239.202 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:04:38] 0.10.328.552 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:04:41] 0.12.433.451 I kl_divergence: 2.10 seconds per pass - ETA 1.75 minutes [2026-06-11 20:04:41] [2026-06-11 20:04:41] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:04:41] 1 6.0103 ± 1.0197 0.00246 ± 0.00387 0.00119 ± 0.00011 1.148 ± 0.104 % 98.824 ± 0.677 % [2026-06-11 20:04:43] 2 8.8758 ± 1.1526 0.00151 ± 0.00361 0.00208 ± 0.00030 1.231 ± 0.086 % 98.039 ± 0.615 % [2026-06-11 20:04:45] 3 9.1697 ± 0.9604 0.01502 ± 0.00961 0.00926 ± 0.00664 2.703 ± 0.965 % 97.386 ± 0.577 % [2026-06-11 20:04:47] 4 8.9643 ± 0.7806 0.01162 ± 0.00730 0.00754 ± 0.00499 2.612 ± 0.778 % 97.059 ± 0.529 % [2026-06-11 20:04:48] 5 9.0367 ± 0.6909 0.01175 ± 0.00589 0.00647 ± 0.00399 2.466 ± 0.663 % 97.098 ± 0.470 % [2026-06-11 20:04:50] 6 9.3516 ± 0.6460 0.01156 ± 0.00495 0.00570 ± 0.00333 2.330 ± 0.586 % 97.059 ± 0.432 % [2026-06-11 20:04:52] 7 9.6863 ± 0.6199 0.01230 ± 0.00431 0.00513 ± 0.00285 2.192 ± 0.534 % 96.975 ± 0.406 % [2026-06-11 20:04:54] 8 10.5683 ± 0.6520 0.01331 ± 0.00383 0.00536 ± 0.00256 2.098 ± 0.488 % 96.863 ± 0.386 % [2026-06-11 20:04:56] 9 11.1820 ± 0.6546 0.01203 ± 0.00344 0.00492 ± 0.00228 2.004 ± 0.454 % 97.081 ± 0.351 % [2026-06-11 20:04:58] 10 11.6075 ± 0.6467 0.01096 ± 0.00314 0.00471 ± 0.00205 1.932 ± 0.424 % 96.941 ± 0.341 % [2026-06-11 20:05:00] 11 11.4995 ± 0.6089 0.01074 ± 0.00287 0.00443 ± 0.00187 1.875 ± 0.397 % 96.934 ± 0.326 % [2026-06-11 20:05:02] 12 11.6286 ± 0.5916 0.00990 ± 0.00266 0.00419 ± 0.00171 1.821 ± 0.375 % 97.059 ± 0.305 % [2026-06-11 20:05:05] 13 12.3297 ± 0.6124 0.01084 ± 0.00249 0.00406 ± 0.00158 1.785 ± 0.353 % 97.044 ± 0.294 % [2026-06-11 20:05:07] 14 11.7644 ± 0.5606 0.01357 ± 0.00299 0.00515 ± 0.00176 2.141 ± 0.377 % 96.975 ± 0.287 % [2026-06-11 20:05:09] 15 11.6418 ± 0.5353 0.01269 ± 0.00290 0.00504 ± 0.00165 2.111 ± 0.357 % 97.150 ± 0.269 % [2026-06-11 20:05:11] 16 11.7504 ± 0.5267 0.01171 ± 0.00286 0.00500 ± 0.00155 2.076 ± 0.341 % 97.181 ± 0.259 % [2026-06-11 20:05:13] 17 10.9349 ± 0.4711 0.01098 ± 0.00270 0.00487 ± 0.00146 2.040 ± 0.326 % 97.255 ± 0.248 % [2026-06-11 20:05:15] 18 10.9245 ± 0.4559 0.01077 ± 0.00256 0.00471 ± 0.00138 1.999 ± 0.314 % 97.320 ± 0.238 % [2026-06-11 20:05:17] 19 10.8094 ± 0.4402 0.00949 ± 0.00265 0.00627 ± 0.00196 2.505 ± 0.454 % 97.193 ± 0.237 % [2026-06-11 20:05:19] 20 10.8453 ± 0.4307 0.00971 ± 0.00252 0.00608 ± 0.00186 2.459 ± 0.439 % 97.275 ± 0.228 % [2026-06-11 20:05:21] 21 10.4520 ± 0.4027 0.00939 ± 0.00244 0.00594 ± 0.00177 2.422 ± 0.425 % 97.274 ± 0.223 % [2026-06-11 20:05:24] 22 10.3178 ± 0.3876 0.00932 ± 0.00238 0.00580 ± 0.00169 2.400 ± 0.409 % 97.273 ± 0.217 % [2026-06-11 20:05:26] 23 9.9234 ± 0.3621 0.00971 ± 0.00230 0.00583 ± 0.00163 2.496 ± 0.396 % 97.289 ± 0.212 % [2026-06-11 20:05:28] 24 9.4270 ± 0.3335 0.00934 ± 0.00221 0.00566 ± 0.00156 2.463 ± 0.385 % 97.337 ± 0.206 % [2026-06-11 20:05:30] 25 9.2484 ± 0.3193 0.00921 ± 0.00213 0.00551 ± 0.00150 2.430 ± 0.375 % 97.396 ± 0.199 % [2026-06-11 20:05:32] 26 8.9952 ± 0.3020 0.00909 ± 0.00206 0.00538 ± 0.00144 2.398 ± 0.365 % 97.406 ± 0.195 % [2026-06-11 20:05:34] 27 8.8253 ± 0.2896 0.00897 ± 0.00199 0.00526 ± 0.00139 2.365 ± 0.357 % 97.429 ± 0.191 % [2026-06-11 20:05:36] 28 8.7136 ± 0.2802 0.00888 ± 0.00193 0.00514 ± 0.00134 2.334 ± 0.348 % 97.451 ± 0.187 % [2026-06-11 20:05:38] 29 8.6714 ± 0.2737 0.00905 ± 0.00190 0.00507 ± 0.00129 2.341 ± 0.337 % 97.512 ± 0.181 % [2026-06-11 20:05:40] 30 8.6433 ± 0.2680 0.00891 ± 0.00184 0.00500 ± 0.00125 2.322 ± 0.329 % 97.503 ± 0.178 % [2026-06-11 20:05:42] 31 8.5550 ± 0.2600 0.00865 ± 0.00179 0.00490 ± 0.00121 2.294 ± 0.322 % 97.533 ± 0.174 % [2026-06-11 20:05:44] 32 8.5549 ± 0.2560 0.00863 ± 0.00174 0.00486 ± 0.00117 2.295 ± 0.312 % 97.561 ± 0.171 % [2026-06-11 20:05:46] 33 8.5097 ± 0.2504 0.00869 ± 0.00169 0.00479 ± 0.00114 2.274 ± 0.306 % 97.588 ± 0.167 % [2026-06-11 20:05:48] 34 8.5890 ± 0.2496 0.00867 ± 0.00165 0.00470 ± 0.00110 2.249 ± 0.300 % 97.589 ± 0.165 % [2026-06-11 20:05:50] 35 8.6832 ± 0.2487 0.00864 ± 0.00161 0.00463 ± 0.00107 2.228 ± 0.294 % 97.625 ± 0.161 % [2026-06-11 20:05:52] 36 8.8654 ± 0.2508 0.00846 ± 0.00157 0.00457 ± 0.00104 2.210 ± 0.288 % 97.560 ± 0.161 % [2026-06-11 20:05:54] 37 8.9784 ± 0.2504 0.00842 ± 0.00153 0.00450 ± 0.00101 2.186 ± 0.284 % 97.530 ± 0.160 % [2026-06-11 20:05:56] 38 8.9962 ± 0.2476 0.00861 ± 0.00150 0.00444 ± 0.00099 2.168 ± 0.278 % 97.523 ± 0.158 % [2026-06-11 20:05:58] 39 8.9908 ± 0.2444 0.00860 ± 0.00146 0.00441 ± 0.00096 2.167 ± 0.272 % 97.547 ± 0.155 % [2026-06-11 20:06:00] 40 9.0249 ± 0.2429 0.00857 ± 0.00147 0.00438 ± 0.00094 2.160 ± 0.266 % 97.549 ± 0.153 % [2026-06-11 20:06:02] 41 9.0737 ± 0.2417 0.00865 ± 0.00144 0.00433 ± 0.00092 2.145 ± 0.262 % 97.551 ± 0.151 % [2026-06-11 20:06:04] 42 9.1491 ± 0.2410 0.00866 ± 0.00141 0.00427 ± 0.00089 2.125 ± 0.258 % 97.554 ± 0.149 % [2026-06-11 20:06:06] 43 9.1773 ± 0.2395 0.00864 ± 0.00138 0.00422 ± 0.00087 2.115 ± 0.253 % 97.556 ± 0.147 % [2026-06-11 20:06:08] 44 9.1885 ± 0.2372 0.00868 ± 0.00136 0.00418 ± 0.00085 2.101 ± 0.249 % 97.558 ± 0.146 % [2026-06-11 20:06:10] 45 9.2865 ± 0.2377 0.00867 ± 0.00133 0.00414 ± 0.00083 2.089 ± 0.245 % 97.481 ± 0.146 % [2026-06-11 20:06:12] 46 9.2360 ± 0.2334 0.00868 ± 0.00131 0.00413 ± 0.00082 2.095 ± 0.239 % 97.494 ± 0.144 % [2026-06-11 20:06:14] 47 9.4198 ± 0.2367 0.00848 ± 0.00132 0.00454 ± 0.00087 2.143 ± 0.235 % 97.514 ± 0.142 % [2026-06-11 20:06:16] 48 9.5075 ± 0.2368 0.00873 ± 0.00131 0.00450 ± 0.00085 2.131 ± 0.232 % 97.516 ± 0.141 % [2026-06-11 20:06:18] 49 9.4109 ± 0.2314 0.00871 ± 0.00128 0.00447 ± 0.00083 2.114 ± 0.229 % 97.495 ± 0.140 % [2026-06-11 20:06:20] 50 9.4655 ± 0.2306 0.00861 ± 0.00126 0.00443 ± 0.00082 2.100 ± 0.226 % 97.498 ± 0.138 % [2026-06-11 20:06:20] [2026-06-11 20:06:20] ====== Perplexity statistics ====== [2026-06-11 20:06:20] Mean PPL(Q) : 9.465462 ± 0.230607 [2026-06-11 20:06:20] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:06:20] Cor(ln(PPL(Q)), ln(PPL(base))): 99.87% [2026-06-11 20:06:20] Mean ln(PPL(Q)/PPL(base)) : 0.008614 ± 0.001261 [2026-06-11 20:06:20] Mean PPL(Q)/PPL(base) : 1.008651 ± 0.001272 [2026-06-11 20:06:20] Mean PPL(Q)-PPL(base) : 0.081186 ± 0.012186 [2026-06-11 20:06:20] [2026-06-11 20:06:20] ====== KL divergence statistics ====== [2026-06-11 20:06:20] Mean KLD: 0.004434 ± 0.000818 [2026-06-11 20:06:20] Maximum KLD: 7.024406 [2026-06-11 20:06:20] 99.9% KLD: 0.317135 [2026-06-11 20:06:20] 99.0% KLD: 0.021026 [2026-06-11 20:06:20] 95.0% KLD: 0.006482 [2026-06-11 20:06:20] 90.0% KLD: 0.004313 [2026-06-11 20:06:20] Median KLD: 0.001283 [2026-06-11 20:06:20] 10.0% KLD: 0.000059 [2026-06-11 20:06:20] 5.0% KLD: 0.000018 [2026-06-11 20:06:20] 1.0% KLD: 0.000002 [2026-06-11 20:06:20] 0.1% KLD: -0.000011 [2026-06-11 20:06:20] Minimum KLD: -0.000052 [2026-06-11 20:06:20] [2026-06-11 20:06:20] ====== Token probability statistics ====== [2026-06-11 20:06:20] Mean Δp: -0.073 ± 0.019 % [2026-06-11 20:06:20] Maximum Δp: 95.035% [2026-06-11 20:06:20] 99.9% Δp: 11.473% [2026-06-11 20:06:20] 99.0% Δp: 3.557% [2026-06-11 20:06:20] 95.0% Δp: 1.982% [2026-06-11 20:06:20] 90.0% Δp: 1.025% [2026-06-11 20:06:20] 75.0% Δp: 0.147% [2026-06-11 20:06:20] Median Δp: -0.001% [2026-06-11 20:06:20] 25.0% Δp: -0.238% [2026-06-11 20:06:20] 10.0% Δp: -1.264% [2026-06-11 20:06:20] 5.0% Δp: -2.189% [2026-06-11 20:06:20] 1.0% Δp: -4.168% [2026-06-11 20:06:20] 0.1% Δp: -14.518% [2026-06-11 20:06:20] Minimum Δp: -63.095% [2026-06-11 20:06:20] RMS Δp : 2.100 ± 0.226 % [2026-06-11 20:06:20] Same top p: 97.498 ± 0.138 % [2026-06-11 20:06:20] [2026-06-11 20:06:20] ✅ Finished target model 20: 1 files evaluated [2026-06-11 20:06:21] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-Q5_K/Qwen3.5_4B-MoQ-layers_4-7-Q5_K.gguf to free disk space [2026-06-11 20:06:21] ============================================================ [2026-06-11 20:06:21] TARGET MODEL 21/37: w-ahmad/test3 / MoQ-layers_4-7-Q6_K/Qwen3.5_4B-MoQ-layers_4-7-Q6_K.gguf [2026-06-11 20:06:21] ============================================================ [2026-06-11 20:06:45] [1/1] MoQ-layers_4-7-Q6_K/Qwen3.5_4B-MoQ-layers_4-7-Q6_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:06:46] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-Q6_K/Qwen3.5_4B-MoQ-layers_4-7-Q6_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:06:46] 0.00.268.582 I common_init_result: fitting params to device memory ... [2026-06-11 20:06:46] 0.00.268.637 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:06:56] 0.10.407.701 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:06:56] 0.10.456.574 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:06:57] 0.10.734.827 I [2026-06-11 20:06:57] 0.10.735.003 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:06:57] 0.10.828.675 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:06:59] 0.13.012.689 I kl_divergence: 2.18 seconds per pass - ETA 1.82 minutes [2026-06-11 20:06:59] [2026-06-11 20:06:59] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:06:59] 1 6.0382 ± 1.0287 0.00710 ± 0.00282 0.00058 ± 0.00006 0.814 ± 0.104 % 100.000 ± 0.000 % [2026-06-11 20:07:01] 2 8.9293 ± 1.1627 0.00752 ± 0.00219 0.00076 ± 0.00007 0.919 ± 0.122 % 99.020 ± 0.437 % [2026-06-11 20:07:03] 3 9.1183 ± 0.9546 0.00939 ± 0.00196 0.00091 ± 0.00006 1.017 ± 0.087 % 98.824 ± 0.390 % [2026-06-11 20:07:05] 4 8.9337 ± 0.7780 0.00819 ± 0.00166 0.00088 ± 0.00005 0.978 ± 0.070 % 98.725 ± 0.351 % [2026-06-11 20:07:07] 5 8.9929 ± 0.6868 0.00689 ± 0.00143 0.00086 ± 0.00004 0.965 ± 0.060 % 98.510 ± 0.339 % [2026-06-11 20:07:09] 6 9.3033 ± 0.6422 0.00637 ± 0.00127 0.00087 ± 0.00004 0.928 ± 0.052 % 98.301 ± 0.331 % [2026-06-11 20:07:11] 7 9.6300 ± 0.6157 0.00647 ± 0.00116 0.00086 ± 0.00003 0.904 ± 0.047 % 98.319 ± 0.304 % [2026-06-11 20:07:13] 8 10.4939 ± 0.6461 0.00624 ± 0.00112 0.00100 ± 0.00013 0.904 ± 0.042 % 98.284 ± 0.288 % [2026-06-11 20:07:15] 9 11.1221 ± 0.6501 0.00666 ± 0.00103 0.00097 ± 0.00011 0.882 ± 0.039 % 98.257 ± 0.273 % [2026-06-11 20:07:17] 10 11.5586 ± 0.6432 0.00675 ± 0.00096 0.00095 ± 0.00010 0.880 ± 0.036 % 98.314 ± 0.255 % [2026-06-11 20:07:19] 11 11.4514 ± 0.6056 0.00655 ± 0.00091 0.00093 ± 0.00009 0.864 ± 0.034 % 98.289 ± 0.245 % [2026-06-11 20:07:21] 12 11.5859 ± 0.5887 0.00623 ± 0.00086 0.00093 ± 0.00008 0.877 ± 0.034 % 98.366 ± 0.229 % [2026-06-11 20:07:23] 13 12.2717 ± 0.6087 0.00612 ± 0.00083 0.00093 ± 0.00008 0.883 ± 0.032 % 98.371 ± 0.220 % [2026-06-11 20:07:25] 14 11.6801 ± 0.5557 0.00637 ± 0.00094 0.00106 ± 0.00013 1.041 ± 0.132 % 98.431 ± 0.208 % [2026-06-11 20:07:28] 15 11.5723 ± 0.5315 0.00670 ± 0.00096 0.00107 ± 0.00012 1.045 ± 0.123 % 98.458 ± 0.199 % [2026-06-11 20:07:30] 16 11.6995 ± 0.5248 0.00737 ± 0.00095 0.00114 ± 0.00013 1.052 ± 0.115 % 98.333 ± 0.200 % [2026-06-11 20:07:32] 17 10.8906 ± 0.4695 0.00692 ± 0.00091 0.00114 ± 0.00012 1.047 ± 0.109 % 98.362 ± 0.193 % [2026-06-11 20:07:34] 18 10.8784 ± 0.4542 0.00655 ± 0.00087 0.00117 ± 0.00013 1.040 ± 0.104 % 98.410 ± 0.185 % [2026-06-11 20:07:36] 19 10.7829 ± 0.4393 0.00703 ± 0.00090 0.00127 ± 0.00015 1.136 ± 0.129 % 98.473 ± 0.176 % [2026-06-11 20:07:38] 20 10.8118 ± 0.4295 0.00661 ± 0.00089 0.00141 ± 0.00020 1.316 ± 0.201 % 98.510 ± 0.170 % [2026-06-11 20:07:40] 21 10.4200 ± 0.4015 0.00633 ± 0.00086 0.00139 ± 0.00019 1.299 ± 0.194 % 98.562 ± 0.163 % [2026-06-11 20:07:42] 22 10.2860 ± 0.3864 0.00623 ± 0.00084 0.00139 ± 0.00018 1.305 ± 0.185 % 98.520 ± 0.161 % [2026-06-11 20:07:45] 23 9.8898 ± 0.3609 0.00632 ± 0.00082 0.00139 ± 0.00017 1.311 ± 0.177 % 98.551 ± 0.156 % [2026-06-11 20:07:47] 24 9.3983 ± 0.3324 0.00629 ± 0.00079 0.00136 ± 0.00017 1.298 ± 0.171 % 98.562 ± 0.152 % [2026-06-11 20:07:49] 25 9.2206 ± 0.3183 0.00619 ± 0.00077 0.00135 ± 0.00016 1.291 ± 0.165 % 98.588 ± 0.148 % [2026-06-11 20:07:51] 26 8.9670 ± 0.3010 0.00594 ± 0.00075 0.00133 ± 0.00015 1.280 ± 0.161 % 98.612 ± 0.144 % [2026-06-11 20:07:53] 27 8.7970 ± 0.2886 0.00576 ± 0.00073 0.00132 ± 0.00015 1.268 ± 0.156 % 98.606 ± 0.141 % [2026-06-11 20:07:55] 28 8.6853 ± 0.2792 0.00563 ± 0.00071 0.00130 ± 0.00014 1.259 ± 0.151 % 98.613 ± 0.138 % [2026-06-11 20:07:57] 29 8.6442 ± 0.2728 0.00591 ± 0.00077 0.00129 ± 0.00014 1.250 ± 0.147 % 98.634 ± 0.135 % [2026-06-11 20:07:59] 30 8.6175 ± 0.2670 0.00593 ± 0.00075 0.00128 ± 0.00013 1.242 ± 0.143 % 98.614 ± 0.134 % [2026-06-11 20:08:01] 31 8.5313 ± 0.2591 0.00588 ± 0.00073 0.00126 ± 0.00013 1.232 ± 0.140 % 98.646 ± 0.130 % [2026-06-11 20:08:03] 32 8.5314 ± 0.2552 0.00588 ± 0.00072 0.00127 ± 0.00013 1.244 ± 0.135 % 98.627 ± 0.129 % [2026-06-11 20:08:04] 33 8.4851 ± 0.2496 0.00579 ± 0.00070 0.00127 ± 0.00012 1.237 ± 0.131 % 98.610 ± 0.128 % [2026-06-11 20:08:06] 34 8.5651 ± 0.2489 0.00590 ± 0.00069 0.00125 ± 0.00012 1.226 ± 0.129 % 98.604 ± 0.126 % [2026-06-11 20:08:08] 35 8.6595 ± 0.2480 0.00590 ± 0.00067 0.00124 ± 0.00012 1.217 ± 0.126 % 98.633 ± 0.123 % [2026-06-11 20:08:10] 36 8.8426 ± 0.2501 0.00589 ± 0.00066 0.00124 ± 0.00011 1.208 ± 0.123 % 98.562 ± 0.124 % [2026-06-11 20:08:12] 37 8.9563 ± 0.2497 0.00596 ± 0.00065 0.00123 ± 0.00011 1.200 ± 0.121 % 98.527 ± 0.124 % [2026-06-11 20:08:14] 38 8.9730 ± 0.2468 0.00603 ± 0.00064 0.00125 ± 0.00011 1.198 ± 0.118 % 98.493 ± 0.124 % [2026-06-11 20:08:16] 39 8.9678 ± 0.2436 0.00604 ± 0.00063 0.00126 ± 0.00011 1.207 ± 0.115 % 98.462 ± 0.123 % [2026-06-11 20:08:18] 40 9.0023 ± 0.2422 0.00607 ± 0.00071 0.00128 ± 0.00011 1.217 ± 0.113 % 98.422 ± 0.123 % [2026-06-11 20:08:20] 41 9.0499 ± 0.2410 0.00602 ± 0.00070 0.00127 ± 0.00010 1.211 ± 0.111 % 98.412 ± 0.122 % [2026-06-11 20:08:22] 42 9.1242 ± 0.2402 0.00593 ± 0.00069 0.00126 ± 0.00010 1.205 ± 0.108 % 98.422 ± 0.120 % [2026-06-11 20:08:24] 43 9.1521 ± 0.2388 0.00590 ± 0.00067 0.00125 ± 0.00010 1.201 ± 0.106 % 98.395 ± 0.120 % [2026-06-11 20:08:26] 44 9.1629 ± 0.2364 0.00588 ± 0.00066 0.00125 ± 0.00010 1.195 ± 0.104 % 98.387 ± 0.119 % [2026-06-11 20:08:28] 45 9.2595 ± 0.2369 0.00576 ± 0.00065 0.00124 ± 0.00009 1.190 ± 0.103 % 98.370 ± 0.118 % [2026-06-11 20:08:30] 46 9.2077 ± 0.2326 0.00562 ± 0.00064 0.00124 ± 0.00009 1.191 ± 0.100 % 98.397 ± 0.116 % [2026-06-11 20:08:32] 47 9.3914 ± 0.2358 0.00547 ± 0.00064 0.00131 ± 0.00011 1.266 ± 0.119 % 98.398 ± 0.115 % [2026-06-11 20:08:34] 48 9.4770 ± 0.2359 0.00551 ± 0.00065 0.00130 ± 0.00011 1.257 ± 0.117 % 98.391 ± 0.114 % [2026-06-11 20:08:36] 49 9.3806 ± 0.2304 0.00548 ± 0.00064 0.00131 ± 0.00010 1.249 ± 0.116 % 98.367 ± 0.113 % [2026-06-11 20:08:38] 50 9.4356 ± 0.2297 0.00545 ± 0.00063 0.00130 ± 0.00010 1.242 ± 0.114 % 98.384 ± 0.112 % [2026-06-11 20:08:38] [2026-06-11 20:08:38] ====== Perplexity statistics ====== [2026-06-11 20:08:38] Mean PPL(Q) : 9.435587 ± 0.229716 [2026-06-11 20:08:38] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:08:38] Cor(ln(PPL(Q)), ln(PPL(base))): 99.97% [2026-06-11 20:08:38] Mean ln(PPL(Q)/PPL(base)) : 0.005453 ± 0.000629 [2026-06-11 20:08:38] Mean PPL(Q)/PPL(base) : 1.005468 ± 0.000633 [2026-06-11 20:08:38] Mean PPL(Q)-PPL(base) : 0.051311 ± 0.006188 [2026-06-11 20:08:38] [2026-06-11 20:08:38] ====== KL divergence statistics ====== [2026-06-11 20:08:38] Mean KLD: 0.001300 ± 0.000102 [2026-06-11 20:08:38] Maximum KLD: 0.718378 [2026-06-11 20:08:38] 99.9% KLD: 0.117518 [2026-06-11 20:08:38] 99.0% KLD: 0.007026 [2026-06-11 20:08:38] 95.0% KLD: 0.002697 [2026-06-11 20:08:38] 90.0% KLD: 0.001979 [2026-06-11 20:08:38] Median KLD: 0.000534 [2026-06-11 20:08:38] 10.0% KLD: 0.000014 [2026-06-11 20:08:38] 5.0% KLD: 0.000004 [2026-06-11 20:08:38] 1.0% KLD: -0.000001 [2026-06-11 20:08:38] 0.1% KLD: -0.000017 [2026-06-11 20:08:38] Minimum KLD: -0.000108 [2026-06-11 20:08:38] [2026-06-11 20:08:38] ====== Token probability statistics ====== [2026-06-11 20:08:38] Mean Δp: -0.047 ± 0.011 % [2026-06-11 20:08:38] Maximum Δp: 47.949% [2026-06-11 20:08:38] 99.9% Δp: 5.912% [2026-06-11 20:08:38] 99.0% Δp: 2.820% [2026-06-11 20:08:38] 95.0% Δp: 1.323% [2026-06-11 20:08:38] 90.0% Δp: 0.608% [2026-06-11 20:08:38] 75.0% Δp: 0.093% [2026-06-11 20:08:38] Median Δp: 0.000% [2026-06-11 20:08:38] 25.0% Δp: -0.094% [2026-06-11 20:08:38] 10.0% Δp: -0.795% [2026-06-11 20:08:38] 5.0% Δp: -1.717% [2026-06-11 20:08:38] 1.0% Δp: -3.078% [2026-06-11 20:08:38] 0.1% Δp: -7.544% [2026-06-11 20:08:38] Minimum Δp: -47.629% [2026-06-11 20:08:38] RMS Δp : 1.242 ± 0.114 % [2026-06-11 20:08:38] Same top p: 98.384 ± 0.112 % [2026-06-11 20:08:38] [2026-06-11 20:08:39] ✅ Finished target model 21: 1 files evaluated [2026-06-11 20:08:40] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-Q6_K/Qwen3.5_4B-MoQ-layers_4-7-Q6_K.gguf to free disk space [2026-06-11 20:08:40] ============================================================ [2026-06-11 20:08:40] TARGET MODEL 22/37: w-ahmad/test3 / MoQ-layers_4-7-Q8_0/Qwen3.5_4B-MoQ-layers_4-7-Q8_0.gguf [2026-06-11 20:08:40] ============================================================ [2026-06-11 20:09:14] [1/1] MoQ-layers_4-7-Q8_0/Qwen3.5_4B-MoQ-layers_4-7-Q8_0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:09:15] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_4-7-Q8_0/Qwen3.5_4B-MoQ-layers_4-7-Q8_0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:09:16] 0.00.322.648 I common_init_result: fitting params to device memory ... [2026-06-11 20:09:16] 0.00.322.660 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:09:25] 0.10.158.506 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:09:25] 0.10.206.986 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:09:27] 0.11.627.523 I [2026-06-11 20:09:27] 0.11.627.686 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:09:27] 0.11.718.955 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:09:29] 0.13.836.759 I kl_divergence: 2.12 seconds per pass - ETA 1.75 minutes [2026-06-11 20:09:29] [2026-06-11 20:09:29] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:09:29] 1 6.0084 ± 1.0210 0.00216 ± 0.00169 0.00041 ± 0.00003 0.642 ± 0.066 % 99.608 ± 0.392 % [2026-06-11 20:09:31] 2 8.8828 ± 1.1549 0.00230 ± 0.00148 0.00048 ± 0.00003 0.696 ± 0.055 % 98.431 ± 0.551 % [2026-06-11 20:09:33] 3 9.0478 ± 0.9449 0.00163 ± 0.00136 0.00054 ± 0.00003 0.731 ± 0.044 % 98.693 ± 0.411 % [2026-06-11 20:09:35] 4 8.8790 ± 0.7717 0.00206 ± 0.00118 0.00052 ± 0.00002 0.734 ± 0.038 % 98.824 ± 0.338 % [2026-06-11 20:09:37] 5 8.9484 ± 0.6825 0.00193 ± 0.00104 0.00051 ± 0.00002 0.710 ± 0.034 % 98.902 ± 0.292 % [2026-06-11 20:09:39] 6 9.2623 ± 0.6385 0.00195 ± 0.00092 0.00051 ± 0.00002 0.695 ± 0.031 % 98.627 ± 0.298 % [2026-06-11 20:09:41] 7 9.5883 ± 0.6123 0.00213 ± 0.00085 0.00051 ± 0.00002 0.692 ± 0.028 % 98.768 ± 0.261 % [2026-06-11 20:09:43] 8 10.4489 ± 0.6429 0.00195 ± 0.00082 0.00053 ± 0.00002 0.717 ± 0.031 % 98.775 ± 0.244 % [2026-06-11 20:09:45] 9 11.0707 ± 0.6467 0.00202 ± 0.00075 0.00053 ± 0.00002 0.700 ± 0.029 % 98.824 ± 0.225 % [2026-06-11 20:09:47] 10 11.5052 ± 0.6396 0.00211 ± 0.00072 0.00053 ± 0.00002 0.695 ± 0.027 % 98.824 ± 0.214 % [2026-06-11 20:09:49] 11 11.3938 ± 0.6019 0.00151 ± 0.00068 0.00052 ± 0.00001 0.688 ± 0.026 % 98.788 ± 0.207 % [2026-06-11 20:09:51] 12 11.5323 ± 0.5854 0.00159 ± 0.00065 0.00051 ± 0.00001 0.685 ± 0.024 % 98.791 ± 0.198 % [2026-06-11 20:09:53] 13 12.2156 ± 0.6054 0.00154 ± 0.00063 0.00052 ± 0.00001 0.680 ± 0.023 % 98.733 ± 0.194 % [2026-06-11 20:09:55] 14 11.6345 ± 0.5530 0.00246 ± 0.00083 0.00067 ± 0.00012 1.015 ± 0.233 % 98.711 ± 0.189 % [2026-06-11 20:09:57] 15 11.5180 ± 0.5284 0.00200 ± 0.00084 0.00067 ± 0.00011 1.000 ± 0.221 % 98.745 ± 0.180 % [2026-06-11 20:09:59] 16 11.6397 ± 0.5213 0.00224 ± 0.00082 0.00067 ± 0.00011 0.981 ± 0.211 % 98.725 ± 0.176 % [2026-06-11 20:10:02] 17 10.8378 ± 0.4665 0.00207 ± 0.00078 0.00067 ± 0.00010 0.968 ± 0.201 % 98.731 ± 0.170 % [2026-06-11 20:10:04] 18 10.8292 ± 0.4515 0.00201 ± 0.00074 0.00070 ± 0.00010 0.962 ± 0.191 % 98.736 ± 0.165 % [2026-06-11 20:10:06] 19 10.7297 ± 0.4365 0.00208 ± 0.00073 0.00075 ± 0.00010 1.011 ± 0.180 % 98.762 ± 0.159 % [2026-06-11 20:10:08] 20 10.7645 ± 0.4270 0.00223 ± 0.00071 0.00076 ± 0.00010 1.040 ± 0.169 % 98.824 ± 0.151 % [2026-06-11 20:10:10] 21 10.3783 ± 0.3994 0.00231 ± 0.00069 0.00075 ± 0.00009 1.032 ± 0.162 % 98.805 ± 0.149 % [2026-06-11 20:10:12] 22 10.2450 ± 0.3843 0.00224 ± 0.00066 0.00075 ± 0.00009 1.028 ± 0.156 % 98.841 ± 0.143 % [2026-06-11 20:10:14] 23 9.8499 ± 0.3589 0.00227 ± 0.00064 0.00074 ± 0.00009 1.020 ± 0.150 % 98.858 ± 0.139 % [2026-06-11 20:10:16] 24 9.3613 ± 0.3307 0.00235 ± 0.00062 0.00073 ± 0.00008 1.012 ± 0.145 % 98.873 ± 0.135 % [2026-06-11 20:10:18] 25 9.1836 ± 0.3166 0.00218 ± 0.00060 0.00072 ± 0.00008 1.005 ± 0.140 % 98.886 ± 0.131 % [2026-06-11 20:10:20] 26 8.9320 ± 0.2994 0.00204 ± 0.00059 0.00071 ± 0.00008 0.994 ± 0.136 % 98.899 ± 0.128 % [2026-06-11 20:10:22] 27 8.7644 ± 0.2871 0.00205 ± 0.00058 0.00073 ± 0.00007 0.987 ± 0.132 % 98.896 ± 0.126 % [2026-06-11 20:10:24] 28 8.6541 ± 0.2779 0.00203 ± 0.00057 0.00072 ± 0.00007 0.980 ± 0.129 % 98.894 ± 0.124 % [2026-06-11 20:10:26] 29 8.6127 ± 0.2714 0.00226 ± 0.00065 0.00072 ± 0.00007 0.974 ± 0.125 % 98.905 ± 0.121 % [2026-06-11 20:10:28] 30 8.5865 ± 0.2657 0.00232 ± 0.00063 0.00071 ± 0.00007 0.966 ± 0.122 % 98.915 ± 0.118 % [2026-06-11 20:10:30] 31 8.5005 ± 0.2579 0.00226 ± 0.00061 0.00070 ± 0.00007 0.956 ± 0.119 % 98.912 ± 0.117 % [2026-06-11 20:10:32] 32 8.5006 ± 0.2539 0.00225 ± 0.00060 0.00070 ± 0.00006 0.950 ± 0.116 % 98.909 ± 0.115 % [2026-06-11 20:10:34] 33 8.4554 ± 0.2484 0.00228 ± 0.00059 0.00070 ± 0.00006 0.941 ± 0.114 % 98.919 ± 0.113 % [2026-06-11 20:10:36] 34 8.5340 ± 0.2476 0.00226 ± 0.00057 0.00069 ± 0.00006 0.936 ± 0.111 % 98.904 ± 0.112 % [2026-06-11 20:10:38] 35 8.6277 ± 0.2467 0.00223 ± 0.00056 0.00069 ± 0.00006 0.928 ± 0.109 % 98.924 ± 0.109 % [2026-06-11 20:10:40] 36 8.8103 ± 0.2488 0.00223 ± 0.00055 0.00069 ± 0.00006 0.922 ± 0.106 % 98.911 ± 0.108 % [2026-06-11 20:10:42] 37 8.9225 ± 0.2485 0.00218 ± 0.00054 0.00069 ± 0.00005 0.916 ± 0.104 % 98.877 ± 0.109 % [2026-06-11 20:10:44] 38 8.9380 ± 0.2456 0.00212 ± 0.00053 0.00069 ± 0.00005 0.917 ± 0.102 % 98.875 ± 0.107 % [2026-06-11 20:10:46] 39 8.9325 ± 0.2423 0.00210 ± 0.00052 0.00069 ± 0.00005 0.911 ± 0.100 % 98.884 ± 0.105 % [2026-06-11 20:10:48] 40 8.9686 ± 0.2410 0.00231 ± 0.00058 0.00069 ± 0.00005 0.917 ± 0.097 % 98.863 ± 0.105 % [2026-06-11 20:10:50] 41 9.0178 ± 0.2398 0.00247 ± 0.00057 0.00069 ± 0.00005 0.917 ± 0.095 % 98.862 ± 0.104 % [2026-06-11 20:10:52] 42 9.0918 ± 0.2391 0.00237 ± 0.00056 0.00069 ± 0.00005 0.912 ± 0.093 % 98.870 ± 0.102 % [2026-06-11 20:10:54] 43 9.1203 ± 0.2376 0.00242 ± 0.00055 0.00069 ± 0.00005 0.911 ± 0.091 % 98.878 ± 0.101 % [2026-06-11 20:10:56] 44 9.1315 ± 0.2353 0.00245 ± 0.00054 0.00069 ± 0.00005 0.908 ± 0.089 % 98.877 ± 0.099 % [2026-06-11 20:10:58] 45 9.2278 ± 0.2358 0.00234 ± 0.00053 0.00068 ± 0.00005 0.905 ± 0.087 % 98.858 ± 0.099 % [2026-06-11 20:11:00] 46 9.1771 ± 0.2315 0.00229 ± 0.00052 0.00069 ± 0.00005 0.915 ± 0.085 % 98.858 ± 0.098 % [2026-06-11 20:11:02] 47 9.3606 ± 0.2348 0.00218 ± 0.00051 0.00071 ± 0.00005 0.914 ± 0.084 % 98.857 ± 0.097 % [2026-06-11 20:11:04] 48 9.4462 ± 0.2348 0.00226 ± 0.00052 0.00071 ± 0.00005 0.911 ± 0.082 % 98.864 ± 0.096 % [2026-06-11 20:11:06] 49 9.3508 ± 0.2294 0.00230 ± 0.00051 0.00071 ± 0.00005 0.905 ± 0.081 % 98.856 ± 0.095 % [2026-06-11 20:11:08] 50 9.4052 ± 0.2287 0.00222 ± 0.00051 0.00071 ± 0.00005 0.900 ± 0.080 % 98.871 ± 0.094 % [2026-06-11 20:11:08] [2026-06-11 20:11:08] ====== Perplexity statistics ====== [2026-06-11 20:11:08] Mean PPL(Q) : 9.405176 ± 0.228702 [2026-06-11 20:11:08] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:11:08] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 20:11:08] Mean ln(PPL(Q)/PPL(base)) : 0.002225 ± 0.000505 [2026-06-11 20:11:08] Mean PPL(Q)/PPL(base) : 1.002227 ± 0.000506 [2026-06-11 20:11:08] Mean PPL(Q)-PPL(base) : 0.020899 ± 0.004816 [2026-06-11 20:11:08] [2026-06-11 20:11:08] ====== KL divergence statistics ====== [2026-06-11 20:11:08] Mean KLD: 0.000706 ± 0.000045 [2026-06-11 20:11:08] Maximum KLD: 0.418038 [2026-06-11 20:11:08] 99.9% KLD: 0.041426 [2026-06-11 20:11:08] 99.0% KLD: 0.003640 [2026-06-11 20:11:08] 95.0% KLD: 0.001943 [2026-06-11 20:11:08] 90.0% KLD: 0.001642 [2026-06-11 20:11:08] Median KLD: 0.000250 [2026-06-11 20:11:08] 10.0% KLD: 0.000004 [2026-06-11 20:11:08] 5.0% KLD: 0.000000 [2026-06-11 20:11:08] 1.0% KLD: -0.000005 [2026-06-11 20:11:08] 0.1% KLD: -0.000016 [2026-06-11 20:11:08] Minimum KLD: -0.000048 [2026-06-11 20:11:08] [2026-06-11 20:11:08] ====== Token probability statistics ====== [2026-06-11 20:11:08] Mean Δp: -0.022 ± 0.008 % [2026-06-11 20:11:08] Maximum Δp: 16.129% [2026-06-11 20:11:08] 99.9% Δp: 3.667% [2026-06-11 20:11:08] 99.0% Δp: 2.661% [2026-06-11 20:11:08] 95.0% Δp: 0.919% [2026-06-11 20:11:08] 90.0% Δp: 0.363% [2026-06-11 20:11:08] 75.0% Δp: 0.046% [2026-06-11 20:11:08] Median Δp: 0.000% [2026-06-11 20:11:08] 25.0% Δp: -0.042% [2026-06-11 20:11:08] 10.0% Δp: -0.404% [2026-06-11 20:11:08] 5.0% Δp: -1.082% [2026-06-11 20:11:08] 1.0% Δp: -2.824% [2026-06-11 20:11:08] 0.1% Δp: -5.538% [2026-06-11 20:11:08] Minimum Δp: -40.468% [2026-06-11 20:11:08] RMS Δp : 0.900 ± 0.080 % [2026-06-11 20:11:08] Same top p: 98.871 ± 0.094 % [2026-06-11 20:11:08] [2026-06-11 20:11:08] ✅ Finished target model 22: 1 files evaluated [2026-06-11 20:11:10] 🗑️ Deleted /kaggle/working/MoQ-layers_4-7-Q8_0/Qwen3.5_4B-MoQ-layers_4-7-Q8_0.gguf to free disk space [2026-06-11 20:11:10] ============================================================ [2026-06-11 20:11:10] TARGET MODEL 23/37: w-ahmad/test3 / MoQ-layers_8-11-IQ1_M/Qwen3.5_4B-MoQ-layers_8-11-IQ1_M.gguf [2026-06-11 20:11:10] ============================================================ [2026-06-11 20:11:40] [1/1] MoQ-layers_8-11-IQ1_M/Qwen3.5_4B-MoQ-layers_8-11-IQ1_M.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:11:40] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ1_M/Qwen3.5_4B-MoQ-layers_8-11-IQ1_M.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:11:41] 0.00.320.791 I common_init_result: fitting params to device memory ... [2026-06-11 20:11:41] 0.00.320.800 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:11:51] 0.10.061.776 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:11:51] 0.10.108.754 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:11:51] 0.10.390.673 I [2026-06-11 20:11:51] 0.10.390.834 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:11:51] 0.10.490.076 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:11:53] 0.12.747.423 I kl_divergence: 2.26 seconds per pass - ETA 1.87 minutes [2026-06-11 20:11:53] [2026-06-11 20:11:53] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:11:54] 1 6.5221 ± 1.1316 0.08419 ± 0.02682 0.08585 ± 0.01445 9.089 ± 1.860 % 89.020 ± 1.962 % [2026-06-11 20:11:55] 2 9.6327 ± 1.2840 0.08334 ± 0.02656 0.10580 ± 0.00988 8.579 ± 1.058 % 86.471 ± 1.516 % [2026-06-11 20:11:57] 3 10.1499 ± 1.0953 0.11657 ± 0.02240 0.12316 ± 0.00894 9.370 ± 0.892 % 84.183 ± 1.320 % [2026-06-11 20:11:59] 4 10.0069 ± 0.8972 0.12164 ± 0.01965 0.12339 ± 0.00725 9.710 ± 0.740 % 83.333 ± 1.167 % [2026-06-11 20:12:01] 5 10.0425 ± 0.7868 0.11728 ± 0.01677 0.11956 ± 0.00599 9.627 ± 0.626 % 83.137 ± 1.049 % [2026-06-11 20:12:03] 6 10.4779 ± 0.7429 0.12527 ± 0.01513 0.12114 ± 0.00519 9.367 ± 0.546 % 81.569 ± 0.992 % [2026-06-11 20:12:05] 7 10.8898 ± 0.7158 0.12942 ± 0.01426 0.12202 ± 0.00474 9.119 ± 0.488 % 82.129 ± 0.907 % [2026-06-11 20:12:07] 8 11.7285 ± 0.7359 0.11747 ± 0.01344 0.12366 ± 0.00499 8.741 ± 0.447 % 82.451 ± 0.842 % [2026-06-11 20:12:09] 9 12.3741 ± 0.7353 0.11333 ± 0.01243 0.12059 ± 0.00453 8.588 ± 0.420 % 82.876 ± 0.787 % [2026-06-11 20:12:11] 10 12.8434 ± 0.7247 0.11214 ± 0.01183 0.12201 ± 0.00451 8.440 ± 0.389 % 82.588 ± 0.751 % [2026-06-11 20:12:13] 11 12.7177 ± 0.6833 0.11143 ± 0.01122 0.12001 ± 0.00415 8.353 ± 0.365 % 82.745 ± 0.714 % [2026-06-11 20:12:15] 12 12.8737 ± 0.6648 0.11162 ± 0.01064 0.11853 ± 0.00390 8.289 ± 0.341 % 82.810 ± 0.682 % [2026-06-11 20:12:18] 13 13.5145 ± 0.6787 0.10259 ± 0.01046 0.11827 ± 0.00367 8.253 ± 0.321 % 82.836 ± 0.655 % [2026-06-11 20:12:20] 14 12.8855 ± 0.6198 0.10459 ± 0.01002 0.11922 ± 0.00361 8.509 ± 0.312 % 82.997 ± 0.629 % [2026-06-11 20:12:22] 15 12.7057 ± 0.5891 0.10014 ± 0.01012 0.12374 ± 0.00453 8.561 ± 0.299 % 82.954 ± 0.608 % [2026-06-11 20:12:24] 16 12.8275 ± 0.5792 0.09941 ± 0.00971 0.12225 ± 0.00441 8.501 ± 0.285 % 83.088 ± 0.587 % [2026-06-11 20:12:26] 17 11.9692 ± 0.5200 0.10136 ± 0.00945 0.12363 ± 0.00436 8.826 ± 0.301 % 83.160 ± 0.568 % [2026-06-11 20:12:28] 18 11.9762 ± 0.5045 0.10269 ± 0.00936 0.12354 ± 0.00420 8.745 ± 0.289 % 83.268 ± 0.551 % [2026-06-11 20:12:30] 19 11.8753 ± 0.4878 0.10353 ± 0.00929 0.12954 ± 0.00463 9.138 ± 0.323 % 83.261 ± 0.536 % [2026-06-11 20:12:32] 20 11.8489 ± 0.4737 0.09822 ± 0.00911 0.13263 ± 0.00464 9.279 ± 0.314 % 83.314 ± 0.522 % [2026-06-11 20:12:34] 21 11.4662 ± 0.4455 0.10200 ± 0.00893 0.13389 ± 0.00447 9.394 ± 0.300 % 83.436 ± 0.508 % [2026-06-11 20:12:37] 22 11.3266 ± 0.4287 0.10260 ± 0.00877 0.13506 ± 0.00433 9.499 ± 0.290 % 83.494 ± 0.496 % [2026-06-11 20:12:39] 23 10.8755 ± 0.4000 0.10133 ± 0.00849 0.13387 ± 0.00419 9.611 ± 0.284 % 83.666 ± 0.483 % [2026-06-11 20:12:41] 24 10.3200 ± 0.3679 0.09985 ± 0.00823 0.13311 ± 0.00408 9.792 ± 0.283 % 83.905 ± 0.470 % [2026-06-11 20:12:43] 25 10.1523 ± 0.3534 0.10246 ± 0.00802 0.13363 ± 0.00396 10.045 ± 0.282 % 83.812 ± 0.461 % [2026-06-11 20:12:45] 26 9.8790 ± 0.3348 0.10281 ± 0.00784 0.13309 ± 0.00383 10.016 ± 0.274 % 83.997 ± 0.450 % [2026-06-11 20:12:47] 27 9.7177 ± 0.3218 0.10530 ± 0.00772 0.13432 ± 0.00375 10.182 ± 0.272 % 84.023 ± 0.442 % [2026-06-11 20:12:49] 28 9.6028 ± 0.3119 0.10605 ± 0.00757 0.13407 ± 0.00365 10.160 ± 0.266 % 84.118 ± 0.433 % [2026-06-11 20:12:51] 29 9.5432 ± 0.3041 0.10485 ± 0.00742 0.13391 ± 0.00355 10.195 ± 0.263 % 84.246 ± 0.424 % [2026-06-11 20:12:53] 30 9.5220 ± 0.2982 0.10573 ± 0.00727 0.13385 ± 0.00345 10.182 ± 0.257 % 84.235 ± 0.417 % [2026-06-11 20:12:55] 31 9.4343 ± 0.2898 0.10648 ± 0.00711 0.13313 ± 0.00335 10.140 ± 0.250 % 84.276 ± 0.409 % [2026-06-11 20:12:57] 32 9.4596 ± 0.2862 0.10914 ± 0.00701 0.13461 ± 0.00329 10.213 ± 0.247 % 84.118 ± 0.405 % [2026-06-11 20:12:59] 33 9.3970 ± 0.2795 0.10787 ± 0.00687 0.13413 ± 0.00321 10.172 ± 0.242 % 84.124 ± 0.398 % [2026-06-11 20:13:01] 34 9.4981 ± 0.2792 0.10929 ± 0.00680 0.13469 ± 0.00315 10.176 ± 0.237 % 84.175 ± 0.392 % [2026-06-11 20:13:03] 35 9.6010 ± 0.2781 0.10912 ± 0.00669 0.13565 ± 0.00308 10.157 ± 0.232 % 84.011 ± 0.388 % [2026-06-11 20:13:05] 36 9.8170 ± 0.2808 0.11043 ± 0.00660 0.13723 ± 0.00306 10.151 ± 0.229 % 83.911 ± 0.384 % [2026-06-11 20:13:07] 37 9.9288 ± 0.2798 0.10904 ± 0.00650 0.13747 ± 0.00299 10.086 ± 0.224 % 83.922 ± 0.378 % [2026-06-11 20:13:09] 38 9.9222 ± 0.2757 0.10658 ± 0.00644 0.13757 ± 0.00295 10.102 ± 0.221 % 83.901 ± 0.373 % [2026-06-11 20:13:11] 39 9.9312 ± 0.2725 0.10808 ± 0.00635 0.13743 ± 0.00289 10.102 ± 0.218 % 83.841 ± 0.369 % [2026-06-11 20:13:13] 40 9.9968 ± 0.2723 0.11085 ± 0.00634 0.13949 ± 0.00305 10.161 ± 0.218 % 83.716 ± 0.366 % [2026-06-11 20:13:15] 41 10.0562 ± 0.2714 0.11146 ± 0.00629 0.13972 ± 0.00301 10.185 ± 0.216 % 83.625 ± 0.362 % [2026-06-11 20:13:17] 42 10.1401 ± 0.2706 0.11150 ± 0.00621 0.13990 ± 0.00296 10.188 ± 0.214 % 83.548 ± 0.358 % [2026-06-11 20:13:19] 43 10.1472 ± 0.2680 0.10911 ± 0.00611 0.13921 ± 0.00290 10.157 ± 0.210 % 83.548 ± 0.354 % [2026-06-11 20:13:21] 44 10.1498 ± 0.2651 0.10818 ± 0.00605 0.13952 ± 0.00287 10.154 ± 0.207 % 83.512 ± 0.350 % [2026-06-11 20:13:23] 45 10.2616 ± 0.2656 0.10852 ± 0.00602 0.13887 ± 0.00282 10.091 ± 0.204 % 83.468 ± 0.347 % [2026-06-11 20:13:25] 46 10.1980 ± 0.2606 0.10777 ± 0.00593 0.13843 ± 0.00278 10.095 ± 0.201 % 83.512 ± 0.343 % [2026-06-11 20:13:27] 47 10.3865 ± 0.2636 0.10617 ± 0.00592 0.13886 ± 0.00277 10.043 ± 0.198 % 83.396 ± 0.340 % [2026-06-11 20:13:29] 48 10.4909 ± 0.2641 0.10716 ± 0.00585 0.13831 ± 0.00272 10.014 ± 0.196 % 83.505 ± 0.335 % [2026-06-11 20:13:31] 49 10.3758 ± 0.2578 0.10632 ± 0.00577 0.13873 ± 0.00296 10.026 ± 0.196 % 83.537 ± 0.332 % [2026-06-11 20:13:33] 50 10.4166 ± 0.2563 0.10436 ± 0.00569 0.13779 ± 0.00291 9.972 ± 0.193 % 83.592 ± 0.328 % [2026-06-11 20:13:33] [2026-06-11 20:13:33] ====== Perplexity statistics ====== [2026-06-11 20:13:33] Mean PPL(Q) : 10.416569 ± 0.256316 [2026-06-11 20:13:33] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:13:33] Cor(ln(PPL(Q)), ln(PPL(base))): 97.29% [2026-06-11 20:13:33] Mean ln(PPL(Q)/PPL(base)) : 0.104362 ± 0.005695 [2026-06-11 20:13:33] Mean PPL(Q)/PPL(base) : 1.110002 ± 0.006321 [2026-06-11 20:13:33] Mean PPL(Q)-PPL(base) : 1.032293 ± 0.063027 [2026-06-11 20:13:33] [2026-06-11 20:13:33] ====== KL divergence statistics ====== [2026-06-11 20:13:33] Mean KLD: 0.137787 ± 0.002909 [2026-06-11 20:13:33] Maximum KLD: 16.253183 [2026-06-11 20:13:33] 99.9% KLD: 4.353221 [2026-06-11 20:13:33] 99.0% KLD: 1.106738 [2026-06-11 20:13:33] 95.0% KLD: 0.452657 [2026-06-11 20:13:33] 90.0% KLD: 0.299975 [2026-06-11 20:13:33] Median KLD: 0.068950 [2026-06-11 20:13:33] 10.0% KLD: 0.003449 [2026-06-11 20:13:33] 5.0% KLD: 0.001119 [2026-06-11 20:13:33] 1.0% KLD: 0.000170 [2026-06-11 20:13:33] 0.1% KLD: 0.000023 [2026-06-11 20:13:33] Minimum KLD: 0.000002 [2026-06-11 20:13:33] [2026-06-11 20:13:33] ====== Token probability statistics ====== [2026-06-11 20:13:33] Mean Δp: -1.978 ± 0.087 % [2026-06-11 20:13:33] Maximum Δp: 97.574% [2026-06-11 20:13:33] 99.9% Δp: 54.960% [2026-06-11 20:13:33] 99.0% Δp: 21.704% [2026-06-11 20:13:33] 95.0% Δp: 9.345% [2026-06-11 20:13:33] 90.0% Δp: 4.723% [2026-06-11 20:13:33] 75.0% Δp: 0.499% [2026-06-11 20:13:33] Median Δp: -0.192% [2026-06-11 20:13:33] 25.0% Δp: -3.539% [2026-06-11 20:13:33] 10.0% Δp: -11.036% [2026-06-11 20:13:33] 5.0% Δp: -17.755% [2026-06-11 20:13:33] 1.0% Δp: -36.667% [2026-06-11 20:13:33] 0.1% Δp: -76.017% [2026-06-11 20:13:33] Minimum Δp: -97.481% [2026-06-11 20:13:33] RMS Δp : 9.972 ± 0.193 % [2026-06-11 20:13:33] Same top p: 83.592 ± 0.328 % [2026-06-11 20:13:33] [2026-06-11 20:13:33] ✅ Finished target model 23: 1 files evaluated [2026-06-11 20:13:34] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ1_M/Qwen3.5_4B-MoQ-layers_8-11-IQ1_M.gguf to free disk space [2026-06-11 20:13:34] ============================================================ [2026-06-11 20:13:34] TARGET MODEL 24/37: w-ahmad/test3 / MoQ-layers_8-11-IQ1_S/Qwen3.5_4B-MoQ-layers_8-11-IQ1_S.gguf [2026-06-11 20:13:34] ============================================================ [2026-06-11 20:13:57] [1/1] MoQ-layers_8-11-IQ1_S/Qwen3.5_4B-MoQ-layers_8-11-IQ1_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:13:58] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ1_S/Qwen3.5_4B-MoQ-layers_8-11-IQ1_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:13:58] 0.00.268.854 I common_init_result: fitting params to device memory ... [2026-06-11 20:13:58] 0.00.268.864 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:14:08] 0.09.831.808 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:14:08] 0.09.877.689 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:14:08] 0.10.144.613 I [2026-06-11 20:14:08] 0.10.144.794 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:14:08] 0.10.240.367 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:14:10] 0.12.456.938 I kl_divergence: 2.22 seconds per pass - ETA 1.83 minutes [2026-06-11 20:14:10] [2026-06-11 20:14:10] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:14:11] 1 7.0670 ± 1.2722 0.16443 ± 0.03811 0.12091 ± 0.01008 9.095 ± 0.773 % 87.843 ± 2.050 % [2026-06-11 20:14:13] 2 11.2017 ± 1.5633 0.23425 ± 0.03689 0.18903 ± 0.01086 9.484 ± 0.537 % 81.373 ± 1.726 % [2026-06-11 20:14:14] 3 11.2769 ± 1.2520 0.22187 ± 0.02988 0.20179 ± 0.00932 10.342 ± 0.500 % 79.477 ± 1.461 % [2026-06-11 20:14:16] 4 10.8895 ± 0.9949 0.20616 ± 0.02552 0.19665 ± 0.00831 10.899 ± 0.526 % 80.392 ± 1.244 % [2026-06-11 20:14:18] 5 10.9251 ± 0.8736 0.20152 ± 0.02206 0.19468 ± 0.00718 10.903 ± 0.468 % 79.686 ± 1.127 % [2026-06-11 20:14:20] 6 11.6647 ± 0.8506 0.23257 ± 0.02083 0.21229 ± 0.00703 11.099 ± 0.424 % 77.778 ± 1.063 % [2026-06-11 20:14:22] 7 12.2005 ± 0.8260 0.24306 ± 0.01942 0.22308 ± 0.00674 11.117 ± 0.385 % 77.535 ± 0.988 % [2026-06-11 20:14:24] 8 13.3251 ± 0.8670 0.24510 ± 0.01871 0.22975 ± 0.00668 10.932 ± 0.355 % 77.010 ± 0.932 % [2026-06-11 20:14:26] 9 14.1434 ± 0.8737 0.24697 ± 0.01726 0.22704 ± 0.00612 10.772 ± 0.335 % 76.688 ± 0.883 % [2026-06-11 20:14:28] 10 14.6797 ± 0.8601 0.24578 ± 0.01659 0.23181 ± 0.00626 10.809 ± 0.318 % 76.000 ± 0.846 % [2026-06-11 20:14:30] 11 14.4443 ± 0.8040 0.23874 ± 0.01565 0.22834 ± 0.00584 10.630 ± 0.299 % 76.399 ± 0.802 % [2026-06-11 20:14:33] 12 14.5386 ± 0.7756 0.23324 ± 0.01476 0.22348 ± 0.00547 10.570 ± 0.284 % 76.765 ± 0.764 % [2026-06-11 20:14:35] 13 15.3029 ± 0.7946 0.22687 ± 0.01434 0.22345 ± 0.00521 10.460 ± 0.270 % 76.501 ± 0.737 % [2026-06-11 20:14:37] 14 14.5751 ± 0.7256 0.22780 ± 0.01381 0.22954 ± 0.00622 10.913 ± 0.293 % 76.723 ± 0.707 % [2026-06-11 20:14:39] 15 14.2790 ± 0.6836 0.21688 ± 0.01388 0.24115 ± 0.00891 11.317 ± 0.319 % 76.627 ± 0.684 % [2026-06-11 20:14:41] 16 14.3475 ± 0.6679 0.21140 ± 0.01336 0.23614 ± 0.00850 11.224 ± 0.304 % 76.838 ± 0.661 % [2026-06-11 20:14:43] 17 13.3223 ± 0.5967 0.20846 ± 0.01282 0.23403 ± 0.00808 11.386 ± 0.292 % 77.001 ± 0.639 % [2026-06-11 20:14:45] 18 13.3681 ± 0.5816 0.21264 ± 0.01264 0.23375 ± 0.00773 11.470 ± 0.291 % 77.124 ± 0.620 % [2026-06-11 20:14:47] 19 13.1945 ± 0.5586 0.20888 ± 0.01222 0.23647 ± 0.00790 11.737 ± 0.306 % 77.317 ± 0.602 % [2026-06-11 20:14:50] 20 13.1540 ± 0.5412 0.20271 ± 0.01192 0.24073 ± 0.00786 11.793 ± 0.299 % 77.176 ± 0.588 % [2026-06-11 20:14:52] 21 12.7496 ± 0.5099 0.20810 ± 0.01165 0.24099 ± 0.00754 11.894 ± 0.288 % 77.311 ± 0.572 % [2026-06-11 20:14:54] 22 12.5761 ± 0.4906 0.20725 ± 0.01149 0.24305 ± 0.00731 12.045 ± 0.282 % 77.219 ± 0.560 % [2026-06-11 20:14:56] 23 12.0696 ± 0.4575 0.20551 ± 0.01113 0.24004 ± 0.00705 12.165 ± 0.280 % 77.596 ± 0.544 % [2026-06-11 20:14:58] 24 11.4388 ± 0.4201 0.20278 ± 0.01076 0.23648 ± 0.00682 12.350 ± 0.284 % 77.925 ± 0.530 % [2026-06-11 20:15:00] 25 11.2483 ± 0.4030 0.20497 ± 0.01052 0.23781 ± 0.00662 12.680 ± 0.286 % 77.945 ± 0.519 % [2026-06-11 20:15:02] 26 10.9388 ± 0.3816 0.20472 ± 0.01028 0.23679 ± 0.00641 12.657 ± 0.277 % 78.084 ± 0.508 % [2026-06-11 20:15:04] 27 10.7664 ± 0.3671 0.20778 ± 0.01013 0.23730 ± 0.00624 12.710 ± 0.273 % 78.184 ± 0.498 % [2026-06-11 20:15:06] 28 10.6533 ± 0.3563 0.20987 ± 0.00991 0.23710 ± 0.00606 12.685 ± 0.267 % 78.179 ± 0.489 % [2026-06-11 20:15:08] 29 10.5659 ± 0.3467 0.20665 ± 0.00969 0.23489 ± 0.00588 12.633 ± 0.262 % 78.377 ± 0.479 % [2026-06-11 20:15:10] 30 10.5778 ± 0.3414 0.21088 ± 0.00954 0.23602 ± 0.00572 12.708 ± 0.258 % 78.392 ± 0.471 % [2026-06-11 20:15:12] 31 10.4667 ± 0.3311 0.21033 ± 0.00931 0.23376 ± 0.00556 12.625 ± 0.253 % 78.495 ± 0.462 % [2026-06-11 20:15:14] 32 10.4985 ± 0.3274 0.21335 ± 0.00923 0.23597 ± 0.00544 12.687 ± 0.248 % 78.346 ± 0.456 % [2026-06-11 20:15:16] 33 10.4635 ± 0.3212 0.21537 ± 0.00904 0.23586 ± 0.00530 12.719 ± 0.243 % 78.206 ± 0.450 % [2026-06-11 20:15:18] 34 10.5752 ± 0.3205 0.21671 ± 0.00889 0.23654 ± 0.00518 12.758 ± 0.240 % 78.339 ± 0.442 % [2026-06-11 20:15:20] 35 10.7399 ± 0.3211 0.22121 ± 0.00877 0.24048 ± 0.00509 12.830 ± 0.236 % 78.006 ± 0.438 % [2026-06-11 20:15:22] 36 10.9988 ± 0.3248 0.22409 ± 0.00870 0.24352 ± 0.00501 12.808 ± 0.233 % 77.756 ± 0.434 % [2026-06-11 20:15:24] 37 11.1658 ± 0.3252 0.22646 ± 0.00857 0.24585 ± 0.00491 12.786 ± 0.229 % 77.552 ± 0.430 % [2026-06-11 20:15:26] 38 11.1816 ± 0.3215 0.22608 ± 0.00849 0.24694 ± 0.00491 12.832 ± 0.227 % 77.554 ± 0.424 % [2026-06-11 20:15:28] 39 11.1822 ± 0.3176 0.22672 ± 0.00836 0.24617 ± 0.00480 12.825 ± 0.224 % 77.657 ± 0.418 % [2026-06-11 20:15:30] 40 11.2579 ± 0.3171 0.22965 ± 0.00832 0.24860 ± 0.00497 12.859 ± 0.222 % 77.559 ± 0.413 % [2026-06-11 20:15:31] 41 11.3082 ± 0.3153 0.22880 ± 0.00824 0.24897 ± 0.00490 12.881 ± 0.220 % 77.427 ± 0.409 % [2026-06-11 20:15:33] 42 11.4127 ± 0.3148 0.22973 ± 0.00814 0.24878 ± 0.00481 12.886 ± 0.217 % 77.376 ± 0.404 % [2026-06-11 20:15:35] 43 11.4337 ± 0.3122 0.22848 ± 0.00802 0.24837 ± 0.00472 12.886 ± 0.214 % 77.328 ± 0.400 % [2026-06-11 20:15:37] 44 11.4211 ± 0.3082 0.22618 ± 0.00794 0.24846 ± 0.00465 12.862 ± 0.210 % 77.299 ± 0.395 % [2026-06-11 20:15:39] 45 11.5537 ± 0.3090 0.22712 ± 0.00788 0.24776 ± 0.00456 12.805 ± 0.207 % 77.307 ± 0.391 % [2026-06-11 20:15:41] 46 11.5056 ± 0.3039 0.22841 ± 0.00780 0.24744 ± 0.00449 12.834 ± 0.205 % 77.408 ± 0.386 % [2026-06-11 20:15:43] 47 11.7217 ± 0.3073 0.22711 ± 0.00776 0.24818 ± 0.00446 12.817 ± 0.203 % 77.213 ± 0.383 % [2026-06-11 20:15:45] 48 11.8253 ± 0.3071 0.22689 ± 0.00767 0.24751 ± 0.00439 12.795 ± 0.201 % 77.271 ± 0.379 % [2026-06-11 20:15:47] 49 11.6823 ± 0.2995 0.22491 ± 0.00758 0.24680 ± 0.00453 12.779 ± 0.202 % 77.375 ± 0.374 % [2026-06-11 20:15:49] 50 11.7223 ± 0.2974 0.22245 ± 0.00747 0.24504 ± 0.00444 12.739 ± 0.199 % 77.490 ± 0.370 % [2026-06-11 20:15:49] [2026-06-11 20:15:49] ====== Perplexity statistics ====== [2026-06-11 20:15:49] Mean PPL(Q) : 11.722258 ± 0.297425 [2026-06-11 20:15:49] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:15:49] Cor(ln(PPL(Q)), ln(PPL(base))): 95.57% [2026-06-11 20:15:49] Mean ln(PPL(Q)/PPL(base)) : 0.222454 ± 0.007468 [2026-06-11 20:15:49] Mean PPL(Q)/PPL(base) : 1.249138 ± 0.009329 [2026-06-11 20:15:49] Mean PPL(Q)-PPL(base) : 2.337981 ± 0.104166 [2026-06-11 20:15:49] [2026-06-11 20:15:49] ====== KL divergence statistics ====== [2026-06-11 20:15:49] Mean KLD: 0.245041 ± 0.004444 [2026-06-11 20:15:49] Maximum KLD: 19.497213 [2026-06-11 20:15:49] 99.9% KLD: 6.874002 [2026-06-11 20:15:49] 99.0% KLD: 1.649903 [2026-06-11 20:15:49] 95.0% KLD: 0.810300 [2026-06-11 20:15:49] 90.0% KLD: 0.555954 [2026-06-11 20:15:49] Median KLD: 0.132832 [2026-06-11 20:15:49] 10.0% KLD: 0.006267 [2026-06-11 20:15:49] 5.0% KLD: 0.002044 [2026-06-11 20:15:49] 1.0% KLD: 0.000304 [2026-06-11 20:15:49] 0.1% KLD: 0.000039 [2026-06-11 20:15:49] Minimum KLD: 0.000000 [2026-06-11 20:15:49] [2026-06-11 20:15:49] ====== Token probability statistics ====== [2026-06-11 20:15:49] Mean Δp: -3.166 ± 0.109 % [2026-06-11 20:15:49] Maximum Δp: 99.818% [2026-06-11 20:15:49] 99.9% Δp: 59.697% [2026-06-11 20:15:49] 99.0% Δp: 26.439% [2026-06-11 20:15:49] 95.0% Δp: 11.636% [2026-06-11 20:15:49] 90.0% Δp: 5.765% [2026-06-11 20:15:49] 75.0% Δp: 0.414% [2026-06-11 20:15:49] Median Δp: -0.382% [2026-06-11 20:15:49] 25.0% Δp: -5.437% [2026-06-11 20:15:49] 10.0% Δp: -15.811% [2026-06-11 20:15:49] 5.0% Δp: -25.501% [2026-06-11 20:15:49] 1.0% Δp: -49.400% [2026-06-11 20:15:49] 0.1% Δp: -79.608% [2026-06-11 20:15:49] Minimum Δp: -99.332% [2026-06-11 20:15:49] RMS Δp : 12.739 ± 0.199 % [2026-06-11 20:15:49] Same top p: 77.490 ± 0.370 % [2026-06-11 20:15:49] [2026-06-11 20:15:50] ✅ Finished target model 24: 1 files evaluated [2026-06-11 20:15:51] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ1_S/Qwen3.5_4B-MoQ-layers_8-11-IQ1_S.gguf to free disk space [2026-06-11 20:15:51] ============================================================ [2026-06-11 20:15:51] TARGET MODEL 25/37: w-ahmad/test3 / MoQ-layers_8-11-IQ2_S/Qwen3.5_4B-MoQ-layers_8-11-IQ2_S.gguf [2026-06-11 20:15:51] ============================================================ [2026-06-11 20:16:23] [1/1] MoQ-layers_8-11-IQ2_S/Qwen3.5_4B-MoQ-layers_8-11-IQ2_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:16:24] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ2_S/Qwen3.5_4B-MoQ-layers_8-11-IQ2_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:16:24] 0.00.320.950 I common_init_result: fitting params to device memory ... [2026-06-11 20:16:24] 0.00.320.977 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:16:34] 0.09.946.520 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:16:34] 0.09.992.038 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:16:34] 0.10.261.536 I [2026-06-11 20:16:34] 0.10.261.669 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:16:34] 0.10.352.592 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:16:36] 0.12.397.858 I kl_divergence: 2.05 seconds per pass - ETA 1.70 minutes [2026-06-11 20:16:36] [2026-06-11 20:16:36] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:16:37] 1 6.2264 ± 1.0779 0.03780 ± 0.01721 0.02087 ± 0.00296 3.938 ± 0.402 % 94.510 ± 1.429 % [2026-06-11 20:16:39] 2 9.0817 ± 1.1936 0.02445 ± 0.01565 0.03297 ± 0.00429 4.851 ± 0.459 % 93.333 ± 1.106 % [2026-06-11 20:16:41] 3 8.9971 ± 0.9330 -0.00398 ± 0.01553 0.04012 ± 0.00360 5.100 ± 0.352 % 91.765 ± 0.995 % [2026-06-11 20:16:43] 4 8.9094 ± 0.7705 0.00547 ± 0.01232 0.03661 ± 0.00276 4.952 ± 0.294 % 91.373 ± 0.880 % [2026-06-11 20:16:45] 5 8.9675 ± 0.6802 0.00406 ± 0.01077 0.03653 ± 0.00231 4.821 ± 0.251 % 90.431 ± 0.824 % [2026-06-11 20:16:46] 6 9.3176 ± 0.6396 0.00791 ± 0.00939 0.03681 ± 0.00199 4.759 ± 0.220 % 89.804 ± 0.774 % [2026-06-11 20:16:48] 7 9.6390 ± 0.6128 0.00741 ± 0.00843 0.03671 ± 0.00177 4.615 ± 0.197 % 89.860 ± 0.715 % [2026-06-11 20:16:50] 8 10.4695 ± 0.6388 0.00391 ± 0.00792 0.03974 ± 0.00330 4.514 ± 0.181 % 89.608 ± 0.676 % [2026-06-11 20:16:52] 9 11.1063 ± 0.6436 0.00524 ± 0.00739 0.03924 ± 0.00298 4.437 ± 0.172 % 89.717 ± 0.634 % [2026-06-11 20:16:55] 10 11.5124 ± 0.6339 0.00274 ± 0.00699 0.03881 ± 0.00276 4.340 ± 0.160 % 89.647 ± 0.603 % [2026-06-11 20:16:57] 11 11.3762 ± 0.5951 -0.00003 ± 0.00659 0.03820 ± 0.00252 4.290 ± 0.150 % 89.875 ± 0.570 % [2026-06-11 20:16:59] 12 11.4954 ± 0.5773 -0.00162 ± 0.00631 0.03821 ± 0.00233 4.380 ± 0.157 % 89.902 ± 0.545 % [2026-06-11 20:17:01] 13 12.1151 ± 0.5931 -0.00672 ± 0.00619 0.03869 ± 0.00218 4.435 ± 0.149 % 89.774 ± 0.526 % [2026-06-11 20:17:03] 14 11.5243 ± 0.5407 -0.00705 ± 0.00596 0.04003 ± 0.00220 4.569 ± 0.149 % 89.944 ± 0.503 % [2026-06-11 20:17:05] 15 11.4177 ± 0.5174 -0.00675 ± 0.00581 0.04187 ± 0.00259 4.590 ± 0.147 % 89.908 ± 0.487 % [2026-06-11 20:17:07] 16 11.5245 ± 0.5091 -0.00770 ± 0.00558 0.04096 ± 0.00243 4.554 ± 0.140 % 89.951 ± 0.471 % [2026-06-11 20:17:09] 17 10.7390 ± 0.4564 -0.00709 ± 0.00537 0.04074 ± 0.00232 4.671 ± 0.144 % 90.196 ± 0.452 % [2026-06-11 20:17:11] 18 10.7263 ± 0.4415 -0.00754 ± 0.00522 0.04095 ± 0.00220 4.732 ± 0.141 % 90.305 ± 0.437 % [2026-06-11 20:17:13] 19 10.6143 ± 0.4261 -0.00873 ± 0.00510 0.04393 ± 0.00288 4.876 ± 0.166 % 90.299 ± 0.425 % [2026-06-11 20:17:15] 20 10.6050 ± 0.4143 -0.01269 ± 0.00502 0.04479 ± 0.00276 4.955 ± 0.161 % 90.216 ± 0.416 % [2026-06-11 20:17:18] 21 10.2350 ± 0.3881 -0.01159 ± 0.00492 0.04465 ± 0.00264 4.973 ± 0.156 % 90.289 ± 0.405 % [2026-06-11 20:17:20] 22 10.0948 ± 0.3730 -0.01253 ± 0.00481 0.04487 ± 0.00253 5.028 ± 0.150 % 90.267 ± 0.396 % [2026-06-11 20:17:22] 23 9.7178 ± 0.3489 -0.01123 ± 0.00463 0.04438 ± 0.00242 5.091 ± 0.148 % 90.332 ± 0.386 % [2026-06-11 20:17:24] 24 9.2478 ± 0.3219 -0.00985 ± 0.00450 0.04412 ± 0.00233 5.185 ± 0.146 % 90.392 ± 0.377 % [2026-06-11 20:17:26] 25 9.0923 ± 0.3090 -0.00781 ± 0.00442 0.04437 ± 0.00225 5.295 ± 0.145 % 90.400 ± 0.369 % [2026-06-11 20:17:28] 26 8.8469 ± 0.2923 -0.00754 ± 0.00433 0.04435 ± 0.00217 5.312 ± 0.141 % 90.362 ± 0.362 % [2026-06-11 20:17:30] 27 8.6860 ± 0.2805 -0.00693 ± 0.00422 0.04387 ± 0.00209 5.317 ± 0.138 % 90.487 ± 0.354 % [2026-06-11 20:17:32] 28 8.5838 ± 0.2718 -0.00613 ± 0.00413 0.04365 ± 0.00202 5.351 ± 0.138 % 90.546 ± 0.346 % [2026-06-11 20:17:34] 29 8.5492 ± 0.2659 -0.00514 ± 0.00404 0.04321 ± 0.00195 5.328 ± 0.134 % 90.656 ± 0.338 % [2026-06-11 20:17:36] 30 8.5203 ± 0.2602 -0.00542 ± 0.00398 0.04358 ± 0.00189 5.366 ± 0.133 % 90.627 ± 0.333 % [2026-06-11 20:17:38] 31 8.4497 ± 0.2530 -0.00374 ± 0.00390 0.04345 ± 0.00184 5.363 ± 0.130 % 90.651 ± 0.327 % [2026-06-11 20:17:40] 32 8.4575 ± 0.2495 -0.00282 ± 0.00385 0.04387 ± 0.00179 5.412 ± 0.128 % 90.625 ± 0.323 % [2026-06-11 20:17:42] 33 8.4033 ± 0.2437 -0.00389 ± 0.00378 0.04383 ± 0.00174 5.396 ± 0.125 % 90.624 ± 0.318 % [2026-06-11 20:17:44] 34 8.4901 ± 0.2433 -0.00290 ± 0.00377 0.04399 ± 0.00170 5.393 ± 0.122 % 90.611 ± 0.313 % [2026-06-11 20:17:46] 35 8.5913 ± 0.2427 -0.00200 ± 0.00372 0.04441 ± 0.00166 5.396 ± 0.120 % 90.543 ± 0.310 % [2026-06-11 20:17:48] 36 8.7839 ± 0.2453 -0.00077 ± 0.00371 0.04548 ± 0.00164 5.398 ± 0.119 % 90.479 ± 0.306 % [2026-06-11 20:17:50] 37 8.8851 ± 0.2445 -0.00202 ± 0.00369 0.04563 ± 0.00160 5.383 ± 0.117 % 90.397 ± 0.303 % [2026-06-11 20:17:52] 38 8.8939 ± 0.2414 -0.00282 ± 0.00368 0.04584 ± 0.00160 5.367 ± 0.114 % 90.372 ± 0.300 % [2026-06-11 20:17:54] 39 8.8951 ± 0.2385 -0.00210 ± 0.00362 0.04566 ± 0.00156 5.373 ± 0.113 % 90.447 ± 0.295 % [2026-06-11 20:17:56] 40 8.9332 ± 0.2373 -0.00163 ± 0.00360 0.04601 ± 0.00157 5.487 ± 0.137 % 90.373 ± 0.292 % [2026-06-11 20:17:58] 41 8.9730 ± 0.2358 -0.00252 ± 0.00356 0.04590 ± 0.00153 5.484 ± 0.134 % 90.349 ± 0.289 % [2026-06-11 20:18:00] 42 9.0500 ± 0.2352 -0.00224 ± 0.00351 0.04569 ± 0.00150 5.470 ± 0.132 % 90.355 ± 0.285 % [2026-06-11 20:18:02] 43 9.0703 ± 0.2336 -0.00309 ± 0.00347 0.04569 ± 0.00147 5.499 ± 0.130 % 90.333 ± 0.282 % [2026-06-11 20:18:04] 44 9.0856 ± 0.2314 -0.00259 ± 0.00342 0.04567 ± 0.00144 5.502 ± 0.128 % 90.357 ± 0.279 % [2026-06-11 20:18:06] 45 9.1816 ± 0.2319 -0.00268 ± 0.00341 0.04558 ± 0.00141 5.476 ± 0.125 % 90.292 ± 0.276 % [2026-06-11 20:18:08] 46 9.1228 ± 0.2274 -0.00364 ± 0.00337 0.04558 ± 0.00139 5.484 ± 0.124 % 90.350 ± 0.273 % [2026-06-11 20:18:10] 47 9.2837 ± 0.2299 -0.00607 ± 0.00342 0.04650 ± 0.00142 5.494 ± 0.122 % 90.238 ± 0.271 % [2026-06-11 20:18:12] 48 9.3587 ± 0.2295 -0.00705 ± 0.00339 0.04637 ± 0.00140 5.475 ± 0.120 % 90.319 ± 0.267 % [2026-06-11 20:18:14] 49 9.2606 ± 0.2241 -0.00739 ± 0.00336 0.04708 ± 0.00167 5.526 ± 0.135 % 90.316 ± 0.265 % [2026-06-11 20:18:16] 50 9.3144 ± 0.2234 -0.00747 ± 0.00333 0.04698 ± 0.00164 5.523 ± 0.133 % 90.345 ± 0.262 % [2026-06-11 20:18:16] [2026-06-11 20:18:16] ====== Perplexity statistics ====== [2026-06-11 20:18:16] Mean PPL(Q) : 9.314438 ± 0.223441 [2026-06-11 20:18:16] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:18:16] Cor(ln(PPL(Q)), ln(PPL(base))): 99.06% [2026-06-11 20:18:16] Mean ln(PPL(Q)/PPL(base)) : -0.007470 ± 0.003326 [2026-06-11 20:18:16] Mean PPL(Q)/PPL(base) : 0.992558 ± 0.003301 [2026-06-11 20:18:16] Mean PPL(Q)-PPL(base) : -0.069838 ± 0.031281 [2026-06-11 20:18:16] [2026-06-11 20:18:16] ====== KL divergence statistics ====== [2026-06-11 20:18:16] Mean KLD: 0.046976 ± 0.001637 [2026-06-11 20:18:16] Maximum KLD: 11.936138 [2026-06-11 20:18:16] 99.9% KLD: 1.646978 [2026-06-11 20:18:16] 99.0% KLD: 0.360956 [2026-06-11 20:18:16] 95.0% KLD: 0.147852 [2026-06-11 20:18:16] 90.0% KLD: 0.096175 [2026-06-11 20:18:16] Median KLD: 0.022059 [2026-06-11 20:18:16] 10.0% KLD: 0.001093 [2026-06-11 20:18:16] 5.0% KLD: 0.000344 [2026-06-11 20:18:16] 1.0% KLD: 0.000043 [2026-06-11 20:18:16] 0.1% KLD: 0.000004 [2026-06-11 20:18:16] Minimum KLD: -0.000065 [2026-06-11 20:18:16] [2026-06-11 20:18:16] ====== Token probability statistics ====== [2026-06-11 20:18:16] Mean Δp: -0.405 ± 0.049 % [2026-06-11 20:18:16] Maximum Δp: 96.567% [2026-06-11 20:18:16] 99.9% Δp: 35.311% [2026-06-11 20:18:16] 99.0% Δp: 15.244% [2026-06-11 20:18:16] 95.0% Δp: 6.593% [2026-06-11 20:18:16] 90.0% Δp: 3.775% [2026-06-11 20:18:16] 75.0% Δp: 0.684% [2026-06-11 20:18:16] Median Δp: -0.001% [2026-06-11 20:18:16] 25.0% Δp: -1.355% [2026-06-11 20:18:16] 10.0% Δp: -5.247% [2026-06-11 20:18:16] 5.0% Δp: -8.637% [2026-06-11 20:18:16] 1.0% Δp: -18.395% [2026-06-11 20:18:16] 0.1% Δp: -36.673% [2026-06-11 20:18:16] Minimum Δp: -54.595% [2026-06-11 20:18:16] RMS Δp : 5.523 ± 0.133 % [2026-06-11 20:18:16] Same top p: 90.345 ± 0.262 % [2026-06-11 20:18:16] [2026-06-11 20:18:16] ✅ Finished target model 25: 1 files evaluated [2026-06-11 20:18:17] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ2_S/Qwen3.5_4B-MoQ-layers_8-11-IQ2_S.gguf to free disk space [2026-06-11 20:18:17] ============================================================ [2026-06-11 20:18:17] TARGET MODEL 26/37: w-ahmad/test3 / MoQ-layers_8-11-IQ2_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XS.gguf [2026-06-11 20:18:17] ============================================================ [2026-06-11 20:18:50] [1/1] MoQ-layers_8-11-IQ2_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:18:51] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ2_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:18:51] 0.00.387.527 I common_init_result: fitting params to device memory ... [2026-06-11 20:18:51] 0.00.387.537 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:19:01] 0.10.328.430 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:19:01] 0.10.377.173 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:19:02] 0.10.660.709 I [2026-06-11 20:19:02] 0.10.660.900 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:19:02] 0.10.756.955 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:19:04] 0.12.846.652 I kl_divergence: 2.09 seconds per pass - ETA 1.73 minutes [2026-06-11 20:19:04] [2026-06-11 20:19:04] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:19:04] 1 6.1945 ± 1.0618 0.03266 ± 0.01853 0.02831 ± 0.00249 5.264 ± 0.505 % 91.765 ± 1.725 % [2026-06-11 20:19:06] 2 8.9584 ± 1.1625 0.01078 ± 0.01630 0.04208 ± 0.00465 5.874 ± 0.578 % 90.588 ± 1.294 % [2026-06-11 20:19:08] 3 9.0500 ± 0.9349 0.00188 ± 0.01417 0.04847 ± 0.00360 6.152 ± 0.449 % 89.281 ± 1.119 % [2026-06-11 20:19:10] 4 8.9260 ± 0.7701 0.00733 ± 0.01165 0.04525 ± 0.00278 5.912 ± 0.364 % 88.922 ± 0.983 % [2026-06-11 20:19:12] 5 8.9364 ± 0.6748 0.00058 ± 0.01029 0.04559 ± 0.00231 5.826 ± 0.311 % 88.706 ± 0.887 % [2026-06-11 20:19:14] 6 9.3141 ± 0.6372 0.00754 ± 0.00909 0.04643 ± 0.00201 5.692 ± 0.273 % 88.301 ± 0.822 % [2026-06-11 20:19:16] 7 9.6800 ± 0.6146 0.01165 ± 0.00831 0.04611 ± 0.00180 5.522 ± 0.246 % 88.179 ± 0.764 % [2026-06-11 20:19:18] 8 10.4968 ± 0.6392 0.00652 ± 0.00791 0.05012 ± 0.00337 5.434 ± 0.226 % 88.088 ± 0.717 % [2026-06-11 20:19:20] 9 11.1049 ± 0.6413 0.00511 ± 0.00737 0.04890 ± 0.00301 5.285 ± 0.209 % 88.410 ± 0.668 % [2026-06-11 20:19:22] 10 11.5361 ± 0.6339 0.00480 ± 0.00714 0.05120 ± 0.00326 5.216 ± 0.194 % 88.039 ± 0.643 % [2026-06-11 20:19:24] 11 11.4208 ± 0.5965 0.00387 ± 0.00679 0.05065 ± 0.00298 5.176 ± 0.184 % 88.449 ± 0.604 % [2026-06-11 20:19:26] 12 11.5808 ± 0.5810 0.00578 ± 0.00652 0.05087 ± 0.00278 5.313 ± 0.196 % 88.464 ± 0.578 % [2026-06-11 20:19:28] 13 12.1515 ± 0.5934 -0.00372 ± 0.00640 0.05165 ± 0.00260 5.358 ± 0.187 % 88.296 ± 0.558 % [2026-06-11 20:19:30] 14 11.5204 ± 0.5386 -0.00739 ± 0.00621 0.05614 ± 0.00399 5.600 ± 0.212 % 88.403 ± 0.536 % [2026-06-11 20:19:32] 15 11.3429 ± 0.5109 -0.01332 ± 0.00667 0.06381 ± 0.00656 5.726 ± 0.233 % 88.497 ± 0.516 % [2026-06-11 20:19:34] 16 11.4355 ± 0.5023 -0.01546 ± 0.00648 0.06342 ± 0.00618 5.683 ± 0.221 % 88.333 ± 0.503 % [2026-06-11 20:19:36] 17 10.6875 ± 0.4519 -0.01190 ± 0.00627 0.06373 ± 0.00587 5.790 ± 0.211 % 88.420 ± 0.486 % [2026-06-11 20:19:38] 18 10.6938 ± 0.4382 -0.01057 ± 0.00608 0.06357 ± 0.00556 5.859 ± 0.206 % 88.410 ± 0.473 % [2026-06-11 20:19:41] 19 10.6045 ± 0.4241 -0.00965 ± 0.00597 0.06576 ± 0.00561 6.030 ± 0.246 % 88.648 ± 0.456 % [2026-06-11 20:19:43] 20 10.5856 ± 0.4123 -0.01452 ± 0.00588 0.06842 ± 0.00547 6.160 ± 0.253 % 88.706 ± 0.443 % [2026-06-11 20:19:45] 21 10.2189 ± 0.3861 -0.01316 ± 0.00576 0.06824 ± 0.00522 6.213 ± 0.242 % 88.702 ± 0.433 % [2026-06-11 20:19:47] 22 10.1007 ± 0.3718 -0.01195 ± 0.00570 0.06899 ± 0.00502 6.333 ± 0.244 % 88.574 ± 0.425 % [2026-06-11 20:19:49] 23 9.7353 ± 0.3484 -0.00943 ± 0.00554 0.06805 ± 0.00481 6.401 ± 0.238 % 88.679 ± 0.414 % [2026-06-11 20:19:51] 24 9.2611 ± 0.3213 -0.00842 ± 0.00537 0.06742 ± 0.00462 6.564 ± 0.243 % 88.824 ± 0.403 % [2026-06-11 20:19:53] 25 9.0949 ± 0.3080 -0.00753 ± 0.00533 0.06765 ± 0.00445 6.711 ± 0.236 % 88.784 ± 0.395 % [2026-06-11 20:19:55] 26 8.8615 ± 0.2920 -0.00588 ± 0.00520 0.06767 ± 0.00432 6.720 ± 0.230 % 88.824 ± 0.387 % [2026-06-11 20:19:57] 27 8.6971 ± 0.2800 -0.00566 ± 0.00506 0.06724 ± 0.00417 6.792 ± 0.231 % 88.845 ± 0.379 % [2026-06-11 20:19:59] 28 8.6117 ± 0.2721 -0.00289 ± 0.00496 0.06690 ± 0.00402 6.833 ± 0.225 % 88.866 ± 0.372 % [2026-06-11 20:20:01] 29 8.5732 ± 0.2659 -0.00234 ± 0.00485 0.06627 ± 0.00389 6.799 ± 0.219 % 88.952 ± 0.365 % [2026-06-11 20:20:03] 30 8.5580 ± 0.2608 -0.00100 ± 0.00477 0.06646 ± 0.00376 6.832 ± 0.213 % 88.850 ± 0.360 % [2026-06-11 20:20:05] 31 8.4958 ± 0.2539 0.00170 ± 0.00468 0.06612 ± 0.00365 6.846 ± 0.210 % 88.906 ± 0.353 % [2026-06-11 20:20:07] 32 8.5009 ± 0.2502 0.00228 ± 0.00463 0.06610 ± 0.00354 6.886 ± 0.205 % 88.836 ± 0.349 % [2026-06-11 20:20:09] 33 8.4311 ± 0.2436 -0.00060 ± 0.00456 0.06609 ± 0.00344 6.857 ± 0.200 % 88.853 ± 0.343 % [2026-06-11 20:20:11] 34 8.5067 ± 0.2428 -0.00095 ± 0.00450 0.06607 ± 0.00334 6.862 ± 0.196 % 88.858 ± 0.338 % [2026-06-11 20:20:13] 35 8.6050 ± 0.2421 -0.00041 ± 0.00444 0.06650 ± 0.00325 6.860 ± 0.191 % 88.840 ± 0.333 % [2026-06-11 20:20:15] 36 8.7960 ± 0.2445 0.00060 ± 0.00441 0.06726 ± 0.00318 6.836 ± 0.187 % 88.725 ± 0.330 % [2026-06-11 20:20:17] 37 8.9109 ± 0.2442 0.00088 ± 0.00438 0.06733 ± 0.00310 6.801 ± 0.183 % 88.691 ± 0.326 % [2026-06-11 20:20:19] 38 8.9208 ± 0.2413 0.00021 ± 0.00437 0.06734 ± 0.00303 6.836 ± 0.183 % 88.658 ± 0.322 % [2026-06-11 20:20:21] 39 8.9255 ± 0.2385 0.00132 ± 0.00429 0.06664 ± 0.00296 6.794 ± 0.179 % 88.758 ± 0.317 % [2026-06-11 20:20:23] 40 8.9641 ± 0.2374 0.00182 ± 0.00424 0.06668 ± 0.00292 6.858 ± 0.188 % 88.745 ± 0.313 % [2026-06-11 20:20:25] 41 8.9944 ± 0.2356 -0.00013 ± 0.00424 0.06681 ± 0.00285 6.892 ± 0.187 % 88.752 ± 0.309 % [2026-06-11 20:20:27] 42 9.0688 ± 0.2349 -0.00016 ± 0.00419 0.06649 ± 0.00278 6.852 ± 0.184 % 88.730 ± 0.306 % [2026-06-11 20:20:29] 43 9.0984 ± 0.2335 0.00001 ± 0.00414 0.06683 ± 0.00273 6.867 ± 0.180 % 88.664 ± 0.303 % [2026-06-11 20:20:31] 44 9.1096 ± 0.2312 0.00005 ± 0.00409 0.06673 ± 0.00267 6.864 ± 0.176 % 88.627 ± 0.300 % [2026-06-11 20:20:33] 45 9.2031 ± 0.2315 -0.00035 ± 0.00408 0.06657 ± 0.00261 6.843 ± 0.173 % 88.627 ± 0.296 % [2026-06-11 20:20:35] 46 9.1510 ± 0.2272 -0.00056 ± 0.00401 0.06649 ± 0.00257 6.848 ± 0.171 % 88.721 ± 0.292 % [2026-06-11 20:20:37] 47 9.2955 ± 0.2290 -0.00481 ± 0.00407 0.06786 ± 0.00258 6.901 ± 0.175 % 88.611 ± 0.290 % [2026-06-11 20:20:39] 48 9.3793 ± 0.2291 -0.00484 ± 0.00403 0.06756 ± 0.00253 6.858 ± 0.173 % 88.701 ± 0.286 % [2026-06-11 20:20:41] 49 9.2805 ± 0.2237 -0.00524 ± 0.00398 0.06835 ± 0.00277 6.883 ± 0.177 % 88.756 ± 0.283 % [2026-06-11 20:20:43] 50 9.3416 ± 0.2232 -0.00455 ± 0.00394 0.06818 ± 0.00271 6.880 ± 0.174 % 88.753 ± 0.280 % [2026-06-11 20:20:43] [2026-06-11 20:20:43] ====== Perplexity statistics ====== [2026-06-11 20:20:43] Mean PPL(Q) : 9.341650 ± 0.223193 [2026-06-11 20:20:43] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:20:43] Cor(ln(PPL(Q)), ln(PPL(base))): 98.68% [2026-06-11 20:20:43] Mean ln(PPL(Q)/PPL(base)) : -0.004553 ± 0.003937 [2026-06-11 20:20:43] Mean PPL(Q)/PPL(base) : 0.995458 ± 0.003919 [2026-06-11 20:20:43] Mean PPL(Q)-PPL(base) : -0.042626 ± 0.036977 [2026-06-11 20:20:43] [2026-06-11 20:20:43] ====== KL divergence statistics ====== [2026-06-11 20:20:43] Mean KLD: 0.068182 ± 0.002712 [2026-06-11 20:20:43] Maximum KLD: 19.070705 [2026-06-11 20:20:43] 99.9% KLD: 3.701501 [2026-06-11 20:20:43] 99.0% KLD: 0.495204 [2026-06-11 20:20:43] 95.0% KLD: 0.199965 [2026-06-11 20:20:43] 90.0% KLD: 0.133484 [2026-06-11 20:20:43] Median KLD: 0.030724 [2026-06-11 20:20:43] 10.0% KLD: 0.001422 [2026-06-11 20:20:43] 5.0% KLD: 0.000450 [2026-06-11 20:20:43] 1.0% KLD: 0.000069 [2026-06-11 20:20:43] 0.1% KLD: 0.000006 [2026-06-11 20:20:43] Minimum KLD: -0.000012 [2026-06-11 20:20:43] [2026-06-11 20:20:43] ====== Token probability statistics ====== [2026-06-11 20:20:43] Mean Δp: -0.675 ± 0.061 % [2026-06-11 20:20:43] Maximum Δp: 96.689% [2026-06-11 20:20:43] 99.9% Δp: 49.030% [2026-06-11 20:20:43] 99.0% Δp: 17.767% [2026-06-11 20:20:43] 95.0% Δp: 7.394% [2026-06-11 20:20:43] 90.0% Δp: 4.075% [2026-06-11 20:20:43] 75.0% Δp: 0.715% [2026-06-11 20:20:43] Median Δp: -0.007% [2026-06-11 20:20:43] 25.0% Δp: -1.773% [2026-06-11 20:20:43] 10.0% Δp: -6.615% [2026-06-11 20:20:43] 5.0% Δp: -10.906% [2026-06-11 20:20:43] 1.0% Δp: -22.180% [2026-06-11 20:20:43] 0.1% Δp: -53.640% [2026-06-11 20:20:43] Minimum Δp: -71.864% [2026-06-11 20:20:43] RMS Δp : 6.880 ± 0.174 % [2026-06-11 20:20:43] Same top p: 88.753 ± 0.280 % [2026-06-11 20:20:43] [2026-06-11 20:20:44] ✅ Finished target model 26: 1 files evaluated [2026-06-11 20:20:45] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ2_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XS.gguf to free disk space [2026-06-11 20:20:45] ============================================================ [2026-06-11 20:20:45] TARGET MODEL 27/37: w-ahmad/test3 / MoQ-layers_8-11-IQ2_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XXS.gguf [2026-06-11 20:20:45] ============================================================ [2026-06-11 20:21:12] [1/1] MoQ-layers_8-11-IQ2_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:21:12] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ2_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:21:13] 0.00.274.139 I common_init_result: fitting params to device memory ... [2026-06-11 20:21:13] 0.00.274.172 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:21:22] 0.09.918.497 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:21:22] 0.09.968.020 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:21:23] 0.10.257.464 I [2026-06-11 20:21:23] 0.10.257.694 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:21:23] 0.10.354.263 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:21:25] 0.12.423.572 I kl_divergence: 2.07 seconds per pass - ETA 1.72 minutes [2026-06-11 20:21:25] [2026-06-11 20:21:25] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:21:25] 1 6.1199 ± 1.0642 0.02054 ± 0.02146 0.03172 ± 0.00311 4.798 ± 0.435 % 92.157 ± 1.687 % [2026-06-11 20:21:27] 2 9.1611 ± 1.2045 0.03315 ± 0.01893 0.05361 ± 0.00736 7.071 ± 1.188 % 90.392 ± 1.306 % [2026-06-11 20:21:29] 3 9.4324 ± 1.0019 0.04326 ± 0.01619 0.06636 ± 0.00574 7.447 ± 0.800 % 88.627 ± 1.149 % [2026-06-11 20:21:31] 4 9.2057 ± 0.8108 0.03818 ± 0.01337 0.06284 ± 0.00443 7.304 ± 0.634 % 88.431 ± 1.002 % [2026-06-11 20:21:33] 5 9.2444 ± 0.7132 0.03448 ± 0.01148 0.06047 ± 0.00363 6.923 ± 0.542 % 88.392 ± 0.897 % [2026-06-11 20:21:35] 6 9.6353 ± 0.6721 0.04144 ± 0.01034 0.06155 ± 0.00311 6.812 ± 0.467 % 88.039 ± 0.830 % [2026-06-11 20:21:37] 7 10.0137 ± 0.6488 0.04555 ± 0.01000 0.06273 ± 0.00281 6.709 ± 0.421 % 87.843 ± 0.774 % [2026-06-11 20:21:39] 8 10.9450 ± 0.6822 0.04833 ± 0.00934 0.06592 ± 0.00371 6.542 ± 0.386 % 87.696 ± 0.727 % [2026-06-11 20:21:41] 9 11.5859 ± 0.6842 0.04751 ± 0.00873 0.06452 ± 0.00336 6.426 ± 0.365 % 87.582 ± 0.689 % [2026-06-11 20:21:43] 10 12.0256 ± 0.6745 0.04635 ± 0.00839 0.06418 ± 0.00307 6.325 ± 0.337 % 87.255 ± 0.661 % [2026-06-11 20:21:45] 11 11.9072 ± 0.6345 0.04558 ± 0.00802 0.06325 ± 0.00283 6.230 ± 0.316 % 87.451 ± 0.626 % [2026-06-11 20:21:47] 12 12.0614 ± 0.6166 0.04645 ± 0.00760 0.06277 ± 0.00263 6.245 ± 0.297 % 87.451 ± 0.599 % [2026-06-11 20:21:49] 13 12.6868 ± 0.6306 0.03939 ± 0.00764 0.06379 ± 0.00257 6.380 ± 0.324 % 87.300 ± 0.578 % [2026-06-11 20:21:51] 14 12.0478 ± 0.5743 0.03737 ± 0.00731 0.06590 ± 0.00273 6.562 ± 0.311 % 87.395 ± 0.556 % [2026-06-11 20:21:53] 15 11.8467 ± 0.5434 0.03014 ± 0.00798 0.07447 ± 0.00623 7.043 ± 0.373 % 87.425 ± 0.536 % [2026-06-11 20:21:55] 16 11.8962 ± 0.5305 0.02404 ± 0.00782 0.07414 ± 0.00605 6.933 ± 0.356 % 87.304 ± 0.521 % [2026-06-11 20:21:57] 17 11.0818 ± 0.4751 0.02432 ± 0.00751 0.07441 ± 0.00577 6.959 ± 0.336 % 87.428 ± 0.504 % [2026-06-11 20:21:59] 18 11.0591 ± 0.4590 0.02302 ± 0.00730 0.07438 ± 0.00547 7.000 ± 0.319 % 87.298 ± 0.492 % [2026-06-11 20:22:02] 19 10.9385 ± 0.4424 0.02136 ± 0.00718 0.07783 ± 0.00565 7.178 ± 0.333 % 87.348 ± 0.478 % [2026-06-11 20:22:04] 20 10.9737 ± 0.4327 0.02148 ± 0.00699 0.08098 ± 0.00555 7.203 ± 0.319 % 87.137 ± 0.469 % [2026-06-11 20:22:06] 21 10.6102 ± 0.4061 0.02441 ± 0.00682 0.08140 ± 0.00530 7.235 ± 0.306 % 87.171 ± 0.457 % [2026-06-11 20:22:08] 22 10.4775 ± 0.3906 0.02468 ± 0.00666 0.08251 ± 0.00509 7.312 ± 0.295 % 87.059 ± 0.448 % [2026-06-11 20:22:10] 23 10.1000 ± 0.3659 0.02735 ± 0.00647 0.08203 ± 0.00490 7.411 ± 0.286 % 87.178 ± 0.437 % [2026-06-11 20:22:12] 24 9.5878 ± 0.3365 0.02625 ± 0.00629 0.08160 ± 0.00472 7.673 ± 0.286 % 87.304 ± 0.426 % [2026-06-11 20:22:14] 25 9.4435 ± 0.3237 0.03009 ± 0.00624 0.08299 ± 0.00456 7.915 ± 0.280 % 87.106 ± 0.420 % [2026-06-11 20:22:16] 26 9.2007 ± 0.3069 0.03168 ± 0.00608 0.08206 ± 0.00439 7.879 ± 0.271 % 87.285 ± 0.409 % [2026-06-11 20:22:18] 27 9.0442 ± 0.2949 0.03348 ± 0.00593 0.08124 ± 0.00423 7.819 ± 0.263 % 87.422 ± 0.400 % [2026-06-11 20:22:20] 28 8.9520 ± 0.2864 0.03587 ± 0.00579 0.08084 ± 0.00409 7.808 ± 0.256 % 87.451 ± 0.392 % [2026-06-11 20:22:22] 29 8.9096 ± 0.2799 0.03615 ± 0.00566 0.07999 ± 0.00395 7.732 ± 0.249 % 87.492 ± 0.385 % [2026-06-11 20:22:24] 30 8.9036 ± 0.2750 0.03858 ± 0.00559 0.08071 ± 0.00383 7.804 ± 0.244 % 87.451 ± 0.379 % [2026-06-11 20:22:26] 31 8.8217 ± 0.2671 0.03934 ± 0.00547 0.08051 ± 0.00372 7.821 ± 0.240 % 87.502 ± 0.372 % [2026-06-11 20:22:28] 32 8.8161 ± 0.2627 0.03870 ± 0.00538 0.08069 ± 0.00361 7.858 ± 0.234 % 87.402 ± 0.367 % [2026-06-11 20:22:30] 33 8.7642 ± 0.2567 0.03816 ± 0.00529 0.08076 ± 0.00351 7.876 ± 0.228 % 87.439 ± 0.361 % [2026-06-11 20:22:32] 34 8.8597 ± 0.2565 0.03971 ± 0.00522 0.08104 ± 0.00342 7.892 ± 0.224 % 87.497 ± 0.355 % [2026-06-11 20:22:34] 35 8.9490 ± 0.2553 0.03880 ± 0.00513 0.08148 ± 0.00333 7.879 ± 0.219 % 87.350 ± 0.352 % [2026-06-11 20:22:36] 36 9.1347 ± 0.2572 0.03838 ± 0.00507 0.08223 ± 0.00325 7.835 ± 0.215 % 87.222 ± 0.348 % [2026-06-11 20:22:38] 37 9.2413 ± 0.2564 0.03729 ± 0.00503 0.08266 ± 0.00317 7.801 ± 0.210 % 87.197 ± 0.344 % [2026-06-11 20:22:40] 38 9.2429 ± 0.2531 0.03567 ± 0.00501 0.08302 ± 0.00314 7.840 ± 0.212 % 87.162 ± 0.340 % [2026-06-11 20:22:42] 39 9.2397 ± 0.2498 0.03590 ± 0.00493 0.08255 ± 0.00307 7.806 ± 0.207 % 87.210 ± 0.335 % [2026-06-11 20:22:44] 40 9.2697 ± 0.2481 0.03534 ± 0.00488 0.08317 ± 0.00306 7.854 ± 0.212 % 87.157 ± 0.331 % [2026-06-11 20:22:46] 41 9.3294 ± 0.2473 0.03643 ± 0.00487 0.08351 ± 0.00303 7.921 ± 0.216 % 87.097 ± 0.328 % [2026-06-11 20:22:48] 42 9.4032 ± 0.2464 0.03605 ± 0.00479 0.08294 ± 0.00296 7.878 ± 0.213 % 87.096 ± 0.324 % [2026-06-11 20:22:50] 43 9.4227 ± 0.2446 0.03503 ± 0.00475 0.08301 ± 0.00290 7.863 ± 0.209 % 87.077 ± 0.320 % [2026-06-11 20:22:52] 44 9.4363 ± 0.2423 0.03528 ± 0.00470 0.08314 ± 0.00284 7.846 ± 0.205 % 87.077 ± 0.317 % [2026-06-11 20:22:54] 45 9.5268 ± 0.2423 0.03423 ± 0.00468 0.08302 ± 0.00278 7.820 ± 0.201 % 86.989 ± 0.314 % [2026-06-11 20:22:56] 46 9.4694 ± 0.2377 0.03364 ± 0.00462 0.08260 ± 0.00273 7.805 ± 0.198 % 87.118 ± 0.309 % [2026-06-11 20:22:58] 47 9.6316 ± 0.2401 0.03072 ± 0.00465 0.08370 ± 0.00273 7.845 ± 0.200 % 86.992 ± 0.307 % [2026-06-11 20:23:00] 48 9.7146 ± 0.2399 0.03028 ± 0.00459 0.08309 ± 0.00267 7.791 ± 0.197 % 87.100 ± 0.303 % [2026-06-11 20:23:02] 49 9.6058 ± 0.2341 0.02921 ± 0.00453 0.08346 ± 0.00275 7.838 ± 0.200 % 87.115 ± 0.300 % [2026-06-11 20:23:04] 50 9.6685 ± 0.2336 0.02983 ± 0.00446 0.08343 ± 0.00270 7.844 ± 0.197 % 87.106 ± 0.297 % [2026-06-11 20:23:04] [2026-06-11 20:23:04] ====== Perplexity statistics ====== [2026-06-11 20:23:04] Mean PPL(Q) : 9.668463 ± 0.233584 [2026-06-11 20:23:04] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:23:04] Cor(ln(PPL(Q)), ln(PPL(base))): 98.30% [2026-06-11 20:23:04] Mean ln(PPL(Q)/PPL(base)) : 0.029834 ± 0.004464 [2026-06-11 20:23:04] Mean PPL(Q)/PPL(base) : 1.030283 ± 0.004599 [2026-06-11 20:23:04] Mean PPL(Q)-PPL(base) : 0.284186 ± 0.042899 [2026-06-11 20:23:04] [2026-06-11 20:23:04] ====== KL divergence statistics ====== [2026-06-11 20:23:04] Mean KLD: 0.083429 ± 0.002702 [2026-06-11 20:23:04] Maximum KLD: 20.224575 [2026-06-11 20:23:04] 99.9% KLD: 4.045581 [2026-06-11 20:23:04] 99.0% KLD: 0.613168 [2026-06-11 20:23:04] 95.0% KLD: 0.262223 [2026-06-11 20:23:04] 90.0% KLD: 0.173056 [2026-06-11 20:23:04] Median KLD: 0.037110 [2026-06-11 20:23:04] 10.0% KLD: 0.001786 [2026-06-11 20:23:04] 5.0% KLD: 0.000563 [2026-06-11 20:23:04] 1.0% KLD: 0.000081 [2026-06-11 20:23:04] 0.1% KLD: 0.000012 [2026-06-11 20:23:04] Minimum KLD: -0.000116 [2026-06-11 20:23:04] [2026-06-11 20:23:04] ====== Token probability statistics ====== [2026-06-11 20:23:04] Mean Δp: -1.096 ± 0.069 % [2026-06-11 20:23:04] Maximum Δp: 99.445% [2026-06-11 20:23:04] 99.9% Δp: 58.874% [2026-06-11 20:23:04] 99.0% Δp: 18.090% [2026-06-11 20:23:04] 95.0% Δp: 7.831% [2026-06-11 20:23:04] 90.0% Δp: 4.015% [2026-06-11 20:23:04] 75.0% Δp: 0.600% [2026-06-11 20:23:04] Median Δp: -0.044% [2026-06-11 20:23:04] 25.0% Δp: -2.251% [2026-06-11 20:23:04] 10.0% Δp: -7.679% [2026-06-11 20:23:04] 5.0% Δp: -13.147% [2026-06-11 20:23:04] 1.0% Δp: -26.967% [2026-06-11 20:23:04] 0.1% Δp: -59.299% [2026-06-11 20:23:04] Minimum Δp: -91.550% [2026-06-11 20:23:04] RMS Δp : 7.844 ± 0.197 % [2026-06-11 20:23:04] Same top p: 87.106 ± 0.297 % [2026-06-11 20:23:04] [2026-06-11 20:23:04] ✅ Finished target model 27: 1 files evaluated [2026-06-11 20:23:05] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ2_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ2_XXS.gguf to free disk space [2026-06-11 20:23:05] ============================================================ [2026-06-11 20:23:05] TARGET MODEL 28/37: w-ahmad/test3 / MoQ-layers_8-11-IQ3_S/Qwen3.5_4B-MoQ-layers_8-11-IQ3_S.gguf [2026-06-11 20:23:05] ============================================================ [2026-06-11 20:23:31] [1/1] MoQ-layers_8-11-IQ3_S/Qwen3.5_4B-MoQ-layers_8-11-IQ3_S.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:23:32] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ3_S/Qwen3.5_4B-MoQ-layers_8-11-IQ3_S.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:23:32] 0.00.272.581 I common_init_result: fitting params to device memory ... [2026-06-11 20:23:32] 0.00.272.591 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:23:42] 0.09.716.417 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:23:42] 0.09.760.580 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:23:42] 0.10.025.014 I [2026-06-11 20:23:42] 0.10.025.144 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:23:42] 0.10.119.085 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:23:44] 0.12.199.997 I kl_divergence: 2.08 seconds per pass - ETA 1.73 minutes [2026-06-11 20:23:44] [2026-06-11 20:23:44] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:23:45] 1 6.0030 ± 1.0180 0.00126 ± 0.00787 0.00594 ± 0.00059 2.318 ± 0.230 % 98.431 ± 0.780 % [2026-06-11 20:23:46] 2 8.8477 ± 1.1494 -0.00166 ± 0.00704 0.00899 ± 0.00072 2.678 ± 0.230 % 96.667 ± 0.796 % [2026-06-11 20:23:48] 3 9.0046 ± 0.9371 -0.00316 ± 0.00720 0.01091 ± 0.00069 2.892 ± 0.192 % 95.556 ± 0.746 % [2026-06-11 20:23:50] 4 8.8232 ± 0.7641 -0.00426 ± 0.00595 0.01040 ± 0.00055 2.916 ± 0.175 % 95.490 ± 0.650 % [2026-06-11 20:23:52] 5 8.9182 ± 0.6784 -0.00145 ± 0.00515 0.01057 ± 0.00048 2.795 ± 0.149 % 95.373 ± 0.589 % [2026-06-11 20:23:54] 6 9.2533 ± 0.6366 0.00099 ± 0.00461 0.01070 ± 0.00043 2.770 ± 0.136 % 95.163 ± 0.549 % [2026-06-11 20:23:56] 7 9.5841 ± 0.6122 0.00170 ± 0.00435 0.01093 ± 0.00040 2.740 ± 0.122 % 95.014 ± 0.515 % [2026-06-11 20:23:58] 8 10.4402 ± 0.6414 0.00111 ± 0.00414 0.01199 ± 0.00055 2.760 ± 0.113 % 94.853 ± 0.489 % [2026-06-11 20:24:01] 9 11.0791 ± 0.6469 0.00279 ± 0.00381 0.01154 ± 0.00049 2.668 ± 0.105 % 94.902 ± 0.459 % [2026-06-11 20:24:03] 10 11.4811 ± 0.6368 0.00002 ± 0.00379 0.01185 ± 0.00050 2.669 ± 0.103 % 94.706 ± 0.444 % [2026-06-11 20:24:05] 11 11.3386 ± 0.5970 -0.00334 ± 0.00362 0.01207 ± 0.00055 2.839 ± 0.207 % 94.902 ± 0.415 % [2026-06-11 20:24:07] 12 11.4782 ± 0.5807 -0.00311 ± 0.00341 0.01172 ± 0.00051 2.783 ± 0.194 % 94.935 ± 0.396 % [2026-06-11 20:24:09] 13 12.1361 ± 0.5989 -0.00499 ± 0.00327 0.01171 ± 0.00048 2.754 ± 0.182 % 94.872 ± 0.383 % [2026-06-11 20:24:11] 14 11.5349 ± 0.5460 -0.00613 ± 0.00321 0.01262 ± 0.00073 2.977 ± 0.208 % 94.958 ± 0.366 % [2026-06-11 20:24:13] 15 11.4206 ± 0.5219 -0.00649 ± 0.00311 0.01282 ± 0.00068 2.953 ± 0.197 % 94.980 ± 0.353 % [2026-06-11 20:24:15] 16 11.5345 ± 0.5142 -0.00684 ± 0.00299 0.01258 ± 0.00064 2.912 ± 0.188 % 94.804 ± 0.348 % [2026-06-11 20:24:17] 17 10.7509 ± 0.4607 -0.00599 ± 0.00288 0.01256 ± 0.00061 2.939 ± 0.180 % 94.833 ± 0.336 % [2026-06-11 20:24:19] 18 10.7342 ± 0.4454 -0.00680 ± 0.00282 0.01281 ± 0.00060 3.012 ± 0.175 % 94.815 ± 0.327 % [2026-06-11 20:24:22] 19 10.6238 ± 0.4300 -0.00783 ± 0.00284 0.01431 ± 0.00126 3.123 ± 0.194 % 94.799 ± 0.319 % [2026-06-11 20:24:24] 20 10.6548 ± 0.4206 -0.00801 ± 0.00278 0.01544 ± 0.00150 3.225 ± 0.206 % 94.765 ± 0.312 % [2026-06-11 20:24:26] 21 10.2787 ± 0.3937 -0.00732 ± 0.00271 0.01546 ± 0.00143 3.226 ± 0.197 % 94.715 ± 0.306 % [2026-06-11 20:24:28] 22 10.1538 ± 0.3792 -0.00670 ± 0.00271 0.01582 ± 0.00138 3.344 ± 0.192 % 94.635 ± 0.301 % [2026-06-11 20:24:30] 23 9.7631 ± 0.3542 -0.00658 ± 0.00264 0.01570 ± 0.00133 3.421 ± 0.194 % 94.680 ± 0.293 % [2026-06-11 20:24:32] 24 9.2730 ± 0.3261 -0.00713 ± 0.00258 0.01562 ± 0.00127 3.450 ± 0.188 % 94.755 ± 0.285 % [2026-06-11 20:24:34] 25 9.0994 ± 0.3124 -0.00703 ± 0.00252 0.01561 ± 0.00123 3.475 ± 0.181 % 94.902 ± 0.276 % [2026-06-11 20:24:36] 26 8.8554 ± 0.2957 -0.00658 ± 0.00246 0.01548 ± 0.00118 3.466 ± 0.175 % 94.947 ± 0.269 % [2026-06-11 20:24:38] 27 8.6983 ± 0.2838 -0.00552 ± 0.00241 0.01528 ± 0.00114 3.441 ± 0.170 % 95.062 ± 0.261 % [2026-06-11 20:24:40] 28 8.5901 ± 0.2747 -0.00540 ± 0.00236 0.01526 ± 0.00110 3.425 ± 0.165 % 95.042 ± 0.257 % [2026-06-11 20:24:42] 29 8.5494 ± 0.2684 -0.00512 ± 0.00234 0.01515 ± 0.00106 3.417 ± 0.160 % 95.118 ± 0.251 % [2026-06-11 20:24:44] 30 8.5220 ± 0.2627 -0.00522 ± 0.00229 0.01514 ± 0.00103 3.412 ± 0.156 % 95.059 ± 0.248 % [2026-06-11 20:24:46] 31 8.4455 ± 0.2553 -0.00424 ± 0.00224 0.01506 ± 0.00099 3.416 ± 0.152 % 95.041 ± 0.244 % [2026-06-11 20:24:48] 32 8.4486 ± 0.2515 -0.00388 ± 0.00220 0.01524 ± 0.00097 3.473 ± 0.151 % 94.975 ± 0.242 % [2026-06-11 20:24:50] 33 8.4050 ± 0.2461 -0.00369 ± 0.00217 0.01530 ± 0.00094 3.467 ± 0.147 % 94.902 ± 0.240 % [2026-06-11 20:24:52] 34 8.4822 ± 0.2453 -0.00383 ± 0.00214 0.01521 ± 0.00091 3.454 ± 0.144 % 94.890 ± 0.236 % [2026-06-11 20:24:54] 35 8.5739 ± 0.2443 -0.00403 ± 0.00211 0.01525 ± 0.00089 3.448 ± 0.140 % 94.835 ± 0.234 % [2026-06-11 20:24:56] 36 8.7638 ± 0.2467 -0.00306 ± 0.00211 0.01546 ± 0.00087 3.430 ± 0.137 % 94.793 ± 0.232 % [2026-06-11 20:24:58] 37 8.8771 ± 0.2463 -0.00292 ± 0.00208 0.01542 ± 0.00085 3.406 ± 0.134 % 94.732 ± 0.230 % [2026-06-11 20:25:00] 38 8.8887 ± 0.2433 -0.00340 ± 0.00217 0.01565 ± 0.00084 3.477 ± 0.147 % 94.727 ± 0.227 % [2026-06-11 20:25:02] 39 8.8836 ± 0.2401 -0.00340 ± 0.00214 0.01556 ± 0.00082 3.462 ± 0.144 % 94.771 ± 0.223 % [2026-06-11 20:25:04] 40 8.9223 ± 0.2389 -0.00286 ± 0.00214 0.01561 ± 0.00081 3.506 ± 0.149 % 94.765 ± 0.221 % [2026-06-11 20:25:06] 41 8.9718 ± 0.2376 -0.00264 ± 0.00213 0.01568 ± 0.00080 3.521 ± 0.146 % 94.730 ± 0.219 % [2026-06-11 20:25:08] 42 9.0423 ± 0.2368 -0.00308 ± 0.00210 0.01565 ± 0.00078 3.512 ± 0.143 % 94.650 ± 0.217 % [2026-06-11 20:25:09] 43 9.0656 ± 0.2352 -0.00360 ± 0.00208 0.01563 ± 0.00076 3.515 ± 0.140 % 94.647 ± 0.215 % [2026-06-11 20:25:11] 44 9.0788 ± 0.2330 -0.00334 ± 0.00205 0.01564 ± 0.00074 3.508 ± 0.137 % 94.608 ± 0.213 % [2026-06-11 20:25:13] 45 9.1772 ± 0.2335 -0.00316 ± 0.00202 0.01555 ± 0.00073 3.492 ± 0.135 % 94.588 ± 0.211 % [2026-06-11 20:25:15] 46 9.1211 ± 0.2290 -0.00383 ± 0.00201 0.01566 ± 0.00072 3.543 ± 0.136 % 94.612 ± 0.208 % [2026-06-11 20:25:17] 47 9.2967 ± 0.2320 -0.00467 ± 0.00205 0.01615 ± 0.00079 3.564 ± 0.135 % 94.577 ± 0.207 % [2026-06-11 20:25:19] 48 9.3802 ± 0.2320 -0.00475 ± 0.00202 0.01605 ± 0.00077 3.540 ± 0.133 % 94.608 ± 0.204 % [2026-06-11 20:25:21] 49 9.2836 ± 0.2266 -0.00491 ± 0.00201 0.01646 ± 0.00092 3.621 ± 0.157 % 94.590 ± 0.202 % [2026-06-11 20:25:23] 50 9.3382 ± 0.2259 -0.00492 ± 0.00199 0.01639 ± 0.00090 3.605 ± 0.155 % 94.612 ± 0.200 % [2026-06-11 20:25:23] [2026-06-11 20:25:23] ====== Perplexity statistics ====== [2026-06-11 20:25:23] Mean PPL(Q) : 9.338239 ± 0.225909 [2026-06-11 20:25:23] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:25:23] Cor(ln(PPL(Q)), ln(PPL(base))): 99.66% [2026-06-11 20:25:23] Mean ln(PPL(Q)/PPL(base)) : -0.004918 ± 0.001987 [2026-06-11 20:25:23] Mean PPL(Q)/PPL(base) : 0.995094 ± 0.001977 [2026-06-11 20:25:23] Mean PPL(Q)-PPL(base) : -0.046037 ± 0.018679 [2026-06-11 20:25:23] [2026-06-11 20:25:23] ====== KL divergence statistics ====== [2026-06-11 20:25:23] Mean KLD: 0.016385 ± 0.000899 [2026-06-11 20:25:23] Maximum KLD: 6.444922 [2026-06-11 20:25:23] 99.9% KLD: 0.790264 [2026-06-11 20:25:23] 99.0% KLD: 0.121032 [2026-06-11 20:25:23] 95.0% KLD: 0.046178 [2026-06-11 20:25:23] 90.0% KLD: 0.030801 [2026-06-11 20:25:23] Median KLD: 0.006910 [2026-06-11 20:25:23] 10.0% KLD: 0.000311 [2026-06-11 20:25:23] 5.0% KLD: 0.000092 [2026-06-11 20:25:23] 1.0% KLD: 0.000011 [2026-06-11 20:25:23] 0.1% KLD: -0.000019 [2026-06-11 20:25:23] Minimum KLD: -0.000110 [2026-06-11 20:25:23] [2026-06-11 20:25:23] ====== Token probability statistics ====== [2026-06-11 20:25:23] Mean Δp: -0.078 ± 0.032 % [2026-06-11 20:25:23] Maximum Δp: 91.545% [2026-06-11 20:25:23] 99.9% Δp: 35.194% [2026-06-11 20:25:23] 99.0% Δp: 9.250% [2026-06-11 20:25:23] 95.0% Δp: 4.049% [2026-06-11 20:25:23] 90.0% Δp: 2.364% [2026-06-11 20:25:23] 75.0% Δp: 0.493% [2026-06-11 20:25:23] Median Δp: -0.000% [2026-06-11 20:25:23] 25.0% Δp: -0.625% [2026-06-11 20:25:23] 10.0% Δp: -2.755% [2026-06-11 20:25:23] 5.0% Δp: -4.632% [2026-06-11 20:25:23] 1.0% Δp: -9.723% [2026-06-11 20:25:23] 0.1% Δp: -23.314% [2026-06-11 20:25:23] Minimum Δp: -53.287% [2026-06-11 20:25:23] RMS Δp : 3.605 ± 0.155 % [2026-06-11 20:25:23] Same top p: 94.612 ± 0.200 % [2026-06-11 20:25:23] [2026-06-11 20:25:24] ✅ Finished target model 28: 1 files evaluated [2026-06-11 20:25:25] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ3_S/Qwen3.5_4B-MoQ-layers_8-11-IQ3_S.gguf to free disk space [2026-06-11 20:25:25] ============================================================ [2026-06-11 20:25:25] TARGET MODEL 29/37: w-ahmad/test3 / MoQ-layers_8-11-IQ3_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ3_XXS.gguf [2026-06-11 20:25:25] ============================================================ [2026-06-11 20:25:47] [1/1] MoQ-layers_8-11-IQ3_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ3_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:25:47] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ3_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ3_XXS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:25:48] 0.00.270.474 I common_init_result: fitting params to device memory ... [2026-06-11 20:25:48] 0.00.270.492 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:25:58] 0.10.266.684 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:25:58] 0.10.325.895 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:25:58] 0.10.630.319 I [2026-06-11 20:25:58] 0.10.630.449 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:25:58] 0.10.730.043 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:26:00] 0.12.812.483 I kl_divergence: 2.08 seconds per pass - ETA 1.73 minutes [2026-06-11 20:26:00] [2026-06-11 20:26:00] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:26:00] 1 6.0695 ± 1.0371 0.01227 ± 0.01194 0.00934 ± 0.00087 2.829 ± 0.275 % 95.294 ± 1.329 % [2026-06-11 20:26:02] 2 8.8959 ± 1.1557 0.00378 ± 0.00996 0.01452 ± 0.00145 3.246 ± 0.314 % 94.510 ± 1.010 % [2026-06-11 20:26:04] 3 9.1384 ± 0.9556 0.01159 ± 0.00829 0.01580 ± 0.00113 3.553 ± 0.243 % 94.510 ± 0.824 % [2026-06-11 20:26:06] 4 8.9635 ± 0.7794 0.01152 ± 0.00700 0.01576 ± 0.00100 3.716 ± 0.333 % 94.020 ± 0.743 % [2026-06-11 20:26:08] 5 9.0234 ± 0.6887 0.01028 ± 0.00616 0.01638 ± 0.00089 3.660 ± 0.277 % 93.647 ± 0.683 % [2026-06-11 20:26:10] 6 9.3256 ± 0.6436 0.00877 ± 0.00550 0.01637 ± 0.00077 3.555 ± 0.241 % 93.072 ± 0.649 % [2026-06-11 20:26:12] 7 9.6496 ± 0.6165 0.00851 ± 0.00504 0.01611 ± 0.00069 3.428 ± 0.215 % 93.221 ± 0.595 % [2026-06-11 20:26:14] 8 10.5059 ± 0.6452 0.00739 ± 0.00477 0.01717 ± 0.00093 3.371 ± 0.194 % 93.235 ± 0.556 % [2026-06-11 20:26:16] 9 11.1108 ± 0.6473 0.00564 ± 0.00444 0.01658 ± 0.00083 3.268 ± 0.179 % 93.203 ± 0.526 % [2026-06-11 20:26:19] 10 11.5277 ± 0.6383 0.00407 ± 0.00426 0.01692 ± 0.00082 3.193 ± 0.166 % 92.902 ± 0.509 % [2026-06-11 20:26:21] 11 11.3958 ± 0.5989 0.00168 ± 0.00410 0.01676 ± 0.00075 3.148 ± 0.154 % 93.155 ± 0.477 % [2026-06-11 20:26:23] 12 11.5427 ± 0.5828 0.00249 ± 0.00395 0.01693 ± 0.00074 3.224 ± 0.163 % 93.039 ± 0.460 % [2026-06-11 20:26:25] 13 12.1880 ± 0.6002 -0.00072 ± 0.00398 0.01719 ± 0.00070 3.273 ± 0.155 % 93.062 ± 0.441 % [2026-06-11 20:26:27] 14 11.5760 ± 0.5464 -0.00258 ± 0.00389 0.01773 ± 0.00072 3.515 ± 0.180 % 92.969 ± 0.428 % [2026-06-11 20:26:29] 15 11.4137 ± 0.5194 -0.00709 ± 0.00423 0.02037 ± 0.00219 3.846 ± 0.325 % 92.941 ± 0.414 % [2026-06-11 20:26:31] 16 11.5159 ± 0.5107 -0.00845 ± 0.00415 0.02038 ± 0.00210 3.803 ± 0.309 % 92.794 ± 0.405 % [2026-06-11 20:26:33] 17 10.7392 ± 0.4578 -0.00707 ± 0.00402 0.02069 ± 0.00200 3.889 ± 0.292 % 92.826 ± 0.392 % [2026-06-11 20:26:35] 18 10.7376 ± 0.4434 -0.00649 ± 0.00396 0.02104 ± 0.00192 3.893 ± 0.277 % 92.810 ± 0.381 % [2026-06-11 20:26:38] 19 10.6181 ± 0.4278 -0.00837 ± 0.00396 0.02391 ± 0.00271 4.194 ± 0.350 % 92.838 ± 0.370 % [2026-06-11 20:26:40] 20 10.6444 ± 0.4181 -0.00898 ± 0.00393 0.02557 ± 0.00279 4.458 ± 0.382 % 92.824 ± 0.361 % [2026-06-11 20:26:42] 21 10.2862 ± 0.3924 -0.00660 ± 0.00384 0.02551 ± 0.00266 4.443 ± 0.365 % 92.904 ± 0.351 % [2026-06-11 20:26:44] 22 10.1560 ± 0.3776 -0.00648 ± 0.00379 0.02552 ± 0.00254 4.440 ± 0.349 % 92.781 ± 0.346 % [2026-06-11 20:26:46] 23 9.7711 ± 0.3531 -0.00575 ± 0.00366 0.02517 ± 0.00244 4.439 ± 0.336 % 92.873 ± 0.336 % [2026-06-11 20:26:48] 24 9.2882 ± 0.3254 -0.00550 ± 0.00354 0.02501 ± 0.00234 4.519 ± 0.324 % 92.941 ± 0.327 % [2026-06-11 20:26:50] 25 9.1203 ± 0.3118 -0.00474 ± 0.00346 0.02507 ± 0.00225 4.576 ± 0.308 % 93.035 ± 0.319 % [2026-06-11 20:26:52] 26 8.8753 ± 0.2951 -0.00432 ± 0.00336 0.02480 ± 0.00217 4.541 ± 0.299 % 93.137 ± 0.311 % [2026-06-11 20:26:54] 27 8.7091 ± 0.2829 -0.00427 ± 0.00331 0.02495 ± 0.00210 4.596 ± 0.289 % 93.188 ± 0.304 % [2026-06-11 20:26:56] 28 8.6152 ± 0.2745 -0.00248 ± 0.00324 0.02493 ± 0.00203 4.592 ± 0.279 % 93.207 ± 0.298 % [2026-06-11 20:26:58] 29 8.5725 ± 0.2681 -0.00242 ± 0.00319 0.02477 ± 0.00196 4.556 ± 0.272 % 93.320 ± 0.290 % [2026-06-11 20:27:00] 30 8.5474 ± 0.2626 -0.00224 ± 0.00313 0.02518 ± 0.00190 4.557 ± 0.264 % 93.229 ± 0.287 % [2026-06-11 20:27:02] 31 8.4657 ± 0.2550 -0.00185 ± 0.00306 0.02497 ± 0.00184 4.534 ± 0.257 % 93.308 ± 0.281 % [2026-06-11 20:27:04] 32 8.4649 ± 0.2511 -0.00195 ± 0.00304 0.02520 ± 0.00179 4.598 ± 0.247 % 93.272 ± 0.277 % [2026-06-11 20:27:06] 33 8.4187 ± 0.2456 -0.00207 ± 0.00297 0.02498 ± 0.00174 4.572 ± 0.242 % 93.238 ± 0.274 % [2026-06-11 20:27:07] 34 8.4930 ± 0.2446 -0.00256 ± 0.00292 0.02490 ± 0.00169 4.557 ± 0.235 % 93.241 ± 0.270 % [2026-06-11 20:27:09] 35 8.5912 ± 0.2440 -0.00201 ± 0.00287 0.02492 ± 0.00164 4.546 ± 0.230 % 93.199 ± 0.267 % [2026-06-11 20:27:11] 36 8.7767 ± 0.2462 -0.00159 ± 0.00284 0.02511 ± 0.00160 4.512 ± 0.225 % 93.115 ± 0.264 % [2026-06-11 20:27:13] 37 8.8851 ± 0.2458 -0.00202 ± 0.00281 0.02514 ± 0.00155 4.483 ± 0.220 % 93.132 ± 0.260 % [2026-06-11 20:27:15] 38 8.9021 ± 0.2429 -0.00190 ± 0.00276 0.02538 ± 0.00156 4.464 ± 0.216 % 93.137 ± 0.257 % [2026-06-11 20:27:17] 39 8.9027 ± 0.2400 -0.00125 ± 0.00271 0.02520 ± 0.00152 4.452 ± 0.211 % 93.152 ± 0.253 % [2026-06-11 20:27:19] 40 8.9368 ± 0.2385 -0.00124 ± 0.00271 0.02558 ± 0.00157 4.529 ± 0.226 % 93.127 ± 0.251 % [2026-06-11 20:27:21] 41 8.9771 ± 0.2370 -0.00206 ± 0.00269 0.02560 ± 0.00154 4.562 ± 0.223 % 93.104 ± 0.248 % [2026-06-11 20:27:23] 42 9.0474 ± 0.2362 -0.00252 ± 0.00264 0.02566 ± 0.00152 4.578 ± 0.223 % 93.091 ± 0.245 % [2026-06-11 20:27:25] 43 9.0708 ± 0.2347 -0.00303 ± 0.00261 0.02566 ± 0.00148 4.569 ± 0.218 % 93.078 ± 0.242 % [2026-06-11 20:27:27] 44 9.0734 ± 0.2321 -0.00394 ± 0.00259 0.02570 ± 0.00145 4.558 ± 0.214 % 93.102 ± 0.239 % [2026-06-11 20:27:29] 45 9.1615 ± 0.2323 -0.00488 ± 0.00255 0.02560 ± 0.00142 4.541 ± 0.210 % 93.028 ± 0.238 % [2026-06-11 20:27:31] 46 9.1137 ± 0.2281 -0.00464 ± 0.00252 0.02573 ± 0.00141 4.588 ± 0.209 % 93.103 ± 0.234 % [2026-06-11 20:27:33] 47 9.2948 ± 0.2313 -0.00488 ± 0.00251 0.02588 ± 0.00139 4.602 ± 0.205 % 92.983 ± 0.233 % [2026-06-11 20:27:35] 48 9.3798 ± 0.2314 -0.00479 ± 0.00249 0.02579 ± 0.00136 4.582 ± 0.202 % 93.015 ± 0.230 % [2026-06-11 20:27:37] 49 9.2769 ± 0.2259 -0.00563 ± 0.00247 0.02613 ± 0.00142 4.633 ± 0.209 % 93.029 ± 0.228 % [2026-06-11 20:27:39] 50 9.3307 ± 0.2251 -0.00573 ± 0.00243 0.02607 ± 0.00139 4.610 ± 0.206 % 93.012 ± 0.226 % [2026-06-11 20:27:39] [2026-06-11 20:27:39] ====== Perplexity statistics ====== [2026-06-11 20:27:39] Mean PPL(Q) : 9.330692 ± 0.225139 [2026-06-11 20:27:39] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:27:39] Cor(ln(PPL(Q)), ln(PPL(base))): 99.50% [2026-06-11 20:27:39] Mean ln(PPL(Q)/PPL(base)) : -0.005726 ± 0.002432 [2026-06-11 20:27:39] Mean PPL(Q)/PPL(base) : 0.994290 ± 0.002418 [2026-06-11 20:27:39] Mean PPL(Q)-PPL(base) : -0.053584 ± 0.022869 [2026-06-11 20:27:39] [2026-06-11 20:27:39] ====== KL divergence statistics ====== [2026-06-11 20:27:39] Mean KLD: 0.026067 ± 0.001394 [2026-06-11 20:27:39] Maximum KLD: 7.961435 [2026-06-11 20:27:39] 99.9% KLD: 1.448170 [2026-06-11 20:27:39] 99.0% KLD: 0.200310 [2026-06-11 20:27:39] 95.0% KLD: 0.073061 [2026-06-11 20:27:39] 90.0% KLD: 0.046402 [2026-06-11 20:27:39] Median KLD: 0.010381 [2026-06-11 20:27:39] 10.0% KLD: 0.000462 [2026-06-11 20:27:39] 5.0% KLD: 0.000150 [2026-06-11 20:27:39] 1.0% KLD: 0.000018 [2026-06-11 20:27:39] 0.1% KLD: -0.000001 [2026-06-11 20:27:39] Minimum KLD: -0.000040 [2026-06-11 20:27:39] [2026-06-11 20:27:39] ====== Token probability statistics ====== [2026-06-11 20:27:39] Mean Δp: -0.202 ± 0.041 % [2026-06-11 20:27:39] Maximum Δp: 97.928% [2026-06-11 20:27:39] 99.9% Δp: 32.410% [2026-06-11 20:27:39] 99.0% Δp: 11.896% [2026-06-11 20:27:39] 95.0% Δp: 4.804% [2026-06-11 20:27:39] 90.0% Δp: 2.677% [2026-06-11 20:27:39] 75.0% Δp: 0.504% [2026-06-11 20:27:39] Median Δp: -0.000% [2026-06-11 20:27:39] 25.0% Δp: -0.833% [2026-06-11 20:27:39] 10.0% Δp: -3.512% [2026-06-11 20:27:39] 5.0% Δp: -5.916% [2026-06-11 20:27:39] 1.0% Δp: -12.803% [2026-06-11 20:27:39] 0.1% Δp: -32.178% [2026-06-11 20:27:39] Minimum Δp: -96.452% [2026-06-11 20:27:39] RMS Δp : 4.610 ± 0.206 % [2026-06-11 20:27:39] Same top p: 93.012 ± 0.226 % [2026-06-11 20:27:39] [2026-06-11 20:27:40] ✅ Finished target model 29: 1 files evaluated [2026-06-11 20:27:41] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ3_XXS/Qwen3.5_4B-MoQ-layers_8-11-IQ3_XXS.gguf to free disk space [2026-06-11 20:27:41] ============================================================ [2026-06-11 20:27:41] TARGET MODEL 30/37: w-ahmad/test3 / MoQ-layers_8-11-IQ4_NL/Qwen3.5_4B-MoQ-layers_8-11-IQ4_NL.gguf [2026-06-11 20:27:41] ============================================================ [2026-06-11 20:28:15] [1/1] MoQ-layers_8-11-IQ4_NL/Qwen3.5_4B-MoQ-layers_8-11-IQ4_NL.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:28:16] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ4_NL/Qwen3.5_4B-MoQ-layers_8-11-IQ4_NL.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:28:16] 0.00.304.715 I common_init_result: fitting params to device memory ... [2026-06-11 20:28:16] 0.00.304.724 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:28:26] 0.10.447.300 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:28:26] 0.10.497.523 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:28:27] 0.10.780.859 I [2026-06-11 20:28:27] 0.10.781.044 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:28:27] 0.10.876.008 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:28:29] 0.12.911.795 I kl_divergence: 2.04 seconds per pass - ETA 1.68 minutes [2026-06-11 20:28:29] [2026-06-11 20:28:29] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:28:29] 1 6.0204 ± 1.0203 0.00415 ± 0.00625 0.00318 ± 0.00047 1.747 ± 0.182 % 98.824 ± 0.677 % [2026-06-11 20:28:31] 2 9.0296 ± 1.1760 0.01869 ± 0.00499 0.00411 ± 0.00044 2.220 ± 0.384 % 97.647 ± 0.672 % [2026-06-11 20:28:33] 3 9.2242 ± 0.9695 0.02095 ± 0.00466 0.00439 ± 0.00033 2.152 ± 0.276 % 97.516 ± 0.563 % [2026-06-11 20:28:35] 4 9.0197 ± 0.7879 0.01778 ± 0.00372 0.00405 ± 0.00026 2.024 ± 0.222 % 97.353 ± 0.503 % [2026-06-11 20:28:37] 5 9.0812 ± 0.6958 0.01666 ± 0.00320 0.00409 ± 0.00024 2.000 ± 0.190 % 97.490 ± 0.438 % [2026-06-11 20:28:39] 6 9.4008 ± 0.6505 0.01679 ± 0.00286 0.00413 ± 0.00020 1.946 ± 0.165 % 96.928 ± 0.441 % [2026-06-11 20:28:41] 7 9.7279 ± 0.6235 0.01659 ± 0.00258 0.00398 ± 0.00018 1.872 ± 0.147 % 96.695 ± 0.423 % [2026-06-11 20:28:42] 8 10.6328 ± 0.6577 0.01939 ± 0.00275 0.00503 ± 0.00062 1.883 ± 0.132 % 96.618 ± 0.400 % [2026-06-11 20:28:44] 9 11.2531 ± 0.6603 0.01837 ± 0.00253 0.00483 ± 0.00055 1.839 ± 0.120 % 96.601 ± 0.378 % [2026-06-11 20:28:46] 10 11.6898 ± 0.6529 0.01803 ± 0.00241 0.00478 ± 0.00050 1.805 ± 0.111 % 96.706 ± 0.354 % [2026-06-11 20:28:48] 11 11.5769 ± 0.6146 0.01746 ± 0.00227 0.00467 ± 0.00045 1.771 ± 0.103 % 96.756 ± 0.335 % [2026-06-11 20:28:51] 12 11.7127 ± 0.5973 0.01711 ± 0.00215 0.00460 ± 0.00042 1.796 ± 0.098 % 96.961 ± 0.310 % [2026-06-11 20:28:53] 13 12.4389 ± 0.6198 0.01965 ± 0.00217 0.00481 ± 0.00040 1.848 ± 0.108 % 96.833 ± 0.304 % [2026-06-11 20:28:55] 14 11.8474 ± 0.5660 0.02060 ± 0.00221 0.00511 ± 0.00044 2.133 ± 0.206 % 96.891 ± 0.291 % [2026-06-11 20:28:57] 15 11.7469 ± 0.5422 0.02168 ± 0.00223 0.00540 ± 0.00043 2.107 ± 0.195 % 96.837 ± 0.283 % [2026-06-11 20:28:59] 16 11.8791 ± 0.5355 0.02260 ± 0.00220 0.00537 ± 0.00041 2.101 ± 0.185 % 96.716 ± 0.279 % [2026-06-11 20:29:01] 17 11.0531 ± 0.4788 0.02173 ± 0.00210 0.00537 ± 0.00039 2.107 ± 0.175 % 96.701 ± 0.271 % [2026-06-11 20:29:03] 18 11.0354 ± 0.4629 0.02088 ± 0.00202 0.00533 ± 0.00037 2.094 ± 0.166 % 96.732 ± 0.262 % [2026-06-11 20:29:05] 19 10.9294 ± 0.4472 0.02053 ± 0.00198 0.00543 ± 0.00036 2.134 ± 0.163 % 96.718 ± 0.256 % [2026-06-11 20:29:07] 20 10.9871 ± 0.4384 0.02270 ± 0.00204 0.00632 ± 0.00054 2.646 ± 0.303 % 96.608 ± 0.254 % [2026-06-11 20:29:09] 21 10.5920 ± 0.4101 0.02269 ± 0.00198 0.00627 ± 0.00051 2.618 ± 0.292 % 96.564 ± 0.249 % [2026-06-11 20:29:11] 22 10.4447 ± 0.3941 0.02155 ± 0.00194 0.00635 ± 0.00049 2.625 ± 0.279 % 96.542 ± 0.244 % [2026-06-11 20:29:13] 23 10.0377 ± 0.3679 0.02116 ± 0.00190 0.00643 ± 0.00050 2.738 ± 0.281 % 96.590 ± 0.237 % [2026-06-11 20:29:16] 24 9.5295 ± 0.3385 0.02016 ± 0.00183 0.00642 ± 0.00049 2.746 ± 0.270 % 96.618 ± 0.231 % [2026-06-11 20:29:18] 25 9.3513 ± 0.3242 0.02027 ± 0.00179 0.00645 ± 0.00047 2.739 ± 0.260 % 96.659 ± 0.225 % [2026-06-11 20:29:20] 26 9.0947 ± 0.3067 0.02009 ± 0.00175 0.00639 ± 0.00046 2.706 ± 0.253 % 96.682 ± 0.220 % [2026-06-11 20:29:22] 27 8.9218 ± 0.2940 0.01985 ± 0.00170 0.00629 ± 0.00044 2.674 ± 0.247 % 96.776 ± 0.213 % [2026-06-11 20:29:24] 28 8.8031 ± 0.2843 0.01910 ± 0.00166 0.00623 ± 0.00042 2.650 ± 0.240 % 96.821 ± 0.208 % [2026-06-11 20:29:26] 29 8.7569 ± 0.2775 0.01887 ± 0.00165 0.00617 ± 0.00041 2.628 ± 0.234 % 96.876 ± 0.202 % [2026-06-11 20:29:28] 30 8.7303 ± 0.2717 0.01893 ± 0.00162 0.00625 ± 0.00040 2.624 ± 0.227 % 96.889 ± 0.199 % [2026-06-11 20:29:30] 31 8.6391 ± 0.2635 0.01843 ± 0.00158 0.00617 ± 0.00039 2.596 ± 0.222 % 96.913 ± 0.195 % [2026-06-11 20:29:32] 32 8.6344 ± 0.2593 0.01787 ± 0.00154 0.00615 ± 0.00038 2.588 ± 0.216 % 96.887 ± 0.192 % [2026-06-11 20:29:34] 33 8.5906 ± 0.2539 0.01815 ± 0.00153 0.00613 ± 0.00037 2.570 ± 0.211 % 96.827 ± 0.191 % [2026-06-11 20:29:36] 34 8.6666 ± 0.2529 0.01767 ± 0.00150 0.00607 ± 0.00036 2.544 ± 0.207 % 96.828 ± 0.188 % [2026-06-11 20:29:38] 35 8.7618 ± 0.2519 0.01765 ± 0.00147 0.00605 ± 0.00035 2.525 ± 0.203 % 96.796 ± 0.186 % [2026-06-11 20:29:40] 36 8.9481 ± 0.2541 0.01775 ± 0.00145 0.00608 ± 0.00034 2.519 ± 0.198 % 96.765 ± 0.185 % [2026-06-11 20:29:42] 37 9.0586 ± 0.2535 0.01733 ± 0.00143 0.00610 ± 0.00033 2.498 ± 0.194 % 96.693 ± 0.184 % [2026-06-11 20:29:43] 38 9.0769 ± 0.2506 0.01754 ± 0.00141 0.00620 ± 0.00034 2.502 ± 0.189 % 96.687 ± 0.182 % [2026-06-11 20:29:45] 39 9.0700 ± 0.2473 0.01737 ± 0.00139 0.00614 ± 0.00033 2.485 ± 0.186 % 96.742 ± 0.178 % [2026-06-11 20:29:47] 40 9.1069 ± 0.2459 0.01761 ± 0.00139 0.00614 ± 0.00032 2.470 ± 0.182 % 96.716 ± 0.176 % [2026-06-11 20:29:49] 41 9.1572 ± 0.2447 0.01781 ± 0.00137 0.00612 ± 0.00031 2.458 ± 0.179 % 96.652 ± 0.176 % [2026-06-11 20:29:51] 42 9.2363 ± 0.2441 0.01815 ± 0.00134 0.00608 ± 0.00031 2.441 ± 0.176 % 96.611 ± 0.175 % [2026-06-11 20:29:53] 43 9.2682 ± 0.2428 0.01850 ± 0.00133 0.00608 ± 0.00030 2.438 ± 0.172 % 96.571 ± 0.174 % [2026-06-11 20:29:55] 44 9.2824 ± 0.2405 0.01884 ± 0.00131 0.00606 ± 0.00029 2.428 ± 0.169 % 96.551 ± 0.172 % [2026-06-11 20:29:57] 45 9.3775 ± 0.2409 0.01843 ± 0.00129 0.00602 ± 0.00029 2.414 ± 0.166 % 96.514 ± 0.171 % [2026-06-11 20:29:59] 46 9.3259 ± 0.2365 0.01838 ± 0.00128 0.00609 ± 0.00029 2.446 ± 0.165 % 96.539 ± 0.169 % [2026-06-11 20:30:01] 47 9.5161 ± 0.2400 0.01865 ± 0.00128 0.00625 ± 0.00030 2.529 ± 0.173 % 96.521 ± 0.167 % [2026-06-11 20:30:03] 48 9.6047 ± 0.2401 0.01890 ± 0.00127 0.00622 ± 0.00030 2.513 ± 0.171 % 96.511 ± 0.166 % [2026-06-11 20:30:05] 49 9.5066 ± 0.2346 0.01883 ± 0.00125 0.00618 ± 0.00029 2.498 ± 0.168 % 96.503 ± 0.164 % [2026-06-11 20:30:07] 50 9.5603 ± 0.2338 0.01858 ± 0.00123 0.00615 ± 0.00028 2.483 ± 0.166 % 96.494 ± 0.163 % [2026-06-11 20:30:07] [2026-06-11 20:30:07] ====== Perplexity statistics ====== [2026-06-11 20:30:07] Mean PPL(Q) : 9.560259 ± 0.233752 [2026-06-11 20:30:07] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:30:07] Cor(ln(PPL(Q)), ln(PPL(base))): 99.88% [2026-06-11 20:30:07] Mean ln(PPL(Q)/PPL(base)) : 0.018579 ± 0.001229 [2026-06-11 20:30:07] Mean PPL(Q)/PPL(base) : 1.018753 ± 0.001252 [2026-06-11 20:30:07] Mean PPL(Q)-PPL(base) : 0.175983 ± 0.012970 [2026-06-11 20:30:07] [2026-06-11 20:30:07] ====== KL divergence statistics ====== [2026-06-11 20:30:07] Mean KLD: 0.006147 ± 0.000285 [2026-06-11 20:30:07] Maximum KLD: 1.588277 [2026-06-11 20:30:07] 99.9% KLD: 0.451370 [2026-06-11 20:30:07] 99.0% KLD: 0.046413 [2026-06-11 20:30:07] 95.0% KLD: 0.016089 [2026-06-11 20:30:07] 90.0% KLD: 0.010445 [2026-06-11 20:30:07] Median KLD: 0.002599 [2026-06-11 20:30:07] 10.0% KLD: 0.000128 [2026-06-11 20:30:07] 5.0% KLD: 0.000042 [2026-06-11 20:30:07] 1.0% KLD: 0.000004 [2026-06-11 20:30:07] 0.1% KLD: -0.000008 [2026-06-11 20:30:07] Minimum KLD: -0.000096 [2026-06-11 20:30:07] [2026-06-11 20:30:07] ====== Token probability statistics ====== [2026-06-11 20:30:07] Mean Δp: -0.161 ± 0.022 % [2026-06-11 20:30:07] Maximum Δp: 43.114% [2026-06-11 20:30:07] 99.9% Δp: 13.254% [2026-06-11 20:30:07] 99.0% Δp: 5.460% [2026-06-11 20:30:07] 95.0% Δp: 2.501% [2026-06-11 20:30:07] 90.0% Δp: 1.433% [2026-06-11 20:30:07] 75.0% Δp: 0.222% [2026-06-11 20:30:07] Median Δp: -0.008% [2026-06-11 20:30:07] 25.0% Δp: -0.447% [2026-06-11 20:30:07] 10.0% Δp: -1.831% [2026-06-11 20:30:07] 5.0% Δp: -2.899% [2026-06-11 20:30:07] 1.0% Δp: -6.284% [2026-06-11 20:30:07] 0.1% Δp: -23.263% [2026-06-11 20:30:07] Minimum Δp: -78.962% [2026-06-11 20:30:07] RMS Δp : 2.483 ± 0.166 % [2026-06-11 20:30:07] Same top p: 96.494 ± 0.163 % [2026-06-11 20:30:07] [2026-06-11 20:30:08] ✅ Finished target model 30: 1 files evaluated [2026-06-11 20:30:09] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ4_NL/Qwen3.5_4B-MoQ-layers_8-11-IQ4_NL.gguf to free disk space [2026-06-11 20:30:09] ============================================================ [2026-06-11 20:30:09] TARGET MODEL 31/37: w-ahmad/test3 / MoQ-layers_8-11-IQ4_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ4_XS.gguf [2026-06-11 20:30:09] ============================================================ [2026-06-11 20:30:31] [1/1] MoQ-layers_8-11-IQ4_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ4_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:30:32] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-IQ4_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ4_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:30:32] 0.00.365.719 I common_init_result: fitting params to device memory ... [2026-06-11 20:30:32] 0.00.365.731 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:30:42] 0.10.134.685 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:30:42] 0.10.181.723 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:30:42] 0.10.453.383 I [2026-06-11 20:30:42] 0.10.453.575 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:30:42] 0.10.541.540 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:30:44] 0.12.647.077 I kl_divergence: 2.11 seconds per pass - ETA 1.75 minutes [2026-06-11 20:30:44] [2026-06-11 20:30:44] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:30:45] 1 6.0092 ± 1.0186 0.00228 ± 0.00558 0.00273 ± 0.00033 1.622 ± 0.160 % 98.431 ± 0.780 % [2026-06-11 20:30:47] 2 8.9945 ± 1.1710 0.01480 ± 0.00475 0.00377 ± 0.00037 2.074 ± 0.347 % 97.255 ± 0.724 % [2026-06-11 20:30:49] 3 9.2017 ± 0.9670 0.01850 ± 0.00446 0.00422 ± 0.00030 2.028 ± 0.254 % 97.386 ± 0.577 % [2026-06-11 20:30:50] 4 9.0122 ± 0.7875 0.01694 ± 0.00356 0.00396 ± 0.00026 1.918 ± 0.203 % 97.157 ± 0.521 % [2026-06-11 20:30:52] 5 9.0817 ± 0.6961 0.01671 ± 0.00309 0.00407 ± 0.00027 1.960 ± 0.202 % 97.098 ± 0.470 % [2026-06-11 20:30:54] 6 9.4059 ± 0.6513 0.01734 ± 0.00276 0.00407 ± 0.00023 1.890 ± 0.176 % 96.667 ± 0.459 % [2026-06-11 20:30:56] 7 9.7239 ± 0.6232 0.01617 ± 0.00251 0.00399 ± 0.00020 1.833 ± 0.156 % 96.527 ± 0.434 % [2026-06-11 20:30:58] 8 10.6247 ± 0.6570 0.01863 ± 0.00269 0.00489 ± 0.00049 1.886 ± 0.147 % 96.225 ± 0.422 % [2026-06-11 20:31:00] 9 11.2520 ± 0.6601 0.01828 ± 0.00246 0.00468 ± 0.00044 1.839 ± 0.135 % 96.427 ± 0.388 % [2026-06-11 20:31:02] 10 11.6944 ± 0.6531 0.01843 ± 0.00236 0.00469 ± 0.00040 1.832 ± 0.126 % 96.549 ± 0.362 % [2026-06-11 20:31:04] 11 11.5787 ± 0.6146 0.01761 ± 0.00223 0.00461 ± 0.00036 1.796 ± 0.117 % 96.613 ± 0.342 % [2026-06-11 20:31:06] 12 11.7140 ± 0.5972 0.01722 ± 0.00211 0.00458 ± 0.00034 1.828 ± 0.115 % 96.830 ± 0.317 % [2026-06-11 20:31:09] 13 12.4390 ± 0.6196 0.01967 ± 0.00212 0.00474 ± 0.00033 1.885 ± 0.123 % 96.833 ± 0.304 % [2026-06-11 20:31:11] 14 11.8411 ± 0.5655 0.02007 ± 0.00212 0.00498 ± 0.00037 2.120 ± 0.197 % 96.807 ± 0.294 % [2026-06-11 20:31:13] 15 11.7395 ± 0.5416 0.02105 ± 0.00217 0.00521 ± 0.00036 2.088 ± 0.187 % 96.758 ± 0.286 % [2026-06-11 20:31:15] 16 11.8581 ± 0.5340 0.02083 ± 0.00208 0.00511 ± 0.00034 2.067 ± 0.178 % 96.691 ± 0.280 % [2026-06-11 20:31:17] 17 11.0328 ± 0.4775 0.01990 ± 0.00199 0.00509 ± 0.00032 2.058 ± 0.168 % 96.724 ± 0.270 % [2026-06-11 20:31:19] 18 11.0135 ± 0.4616 0.01888 ± 0.00191 0.00504 ± 0.00031 2.045 ± 0.160 % 96.710 ± 0.263 % [2026-06-11 20:31:21] 19 10.9005 ± 0.4456 0.01788 ± 0.00192 0.00511 ± 0.00030 2.053 ± 0.154 % 96.698 ± 0.257 % [2026-06-11 20:31:23] 20 10.9565 ± 0.4367 0.01991 ± 0.00195 0.00563 ± 0.00038 2.387 ± 0.250 % 96.686 ± 0.251 % [2026-06-11 20:31:25] 21 10.5683 ± 0.4088 0.02046 ± 0.00190 0.00566 ± 0.00036 2.373 ± 0.240 % 96.695 ± 0.244 % [2026-06-11 20:31:27] 22 10.4196 ± 0.3928 0.01914 ± 0.00187 0.00579 ± 0.00036 2.420 ± 0.230 % 96.649 ± 0.240 % [2026-06-11 20:31:29] 23 10.0159 ± 0.3667 0.01898 ± 0.00184 0.00597 ± 0.00042 2.569 ± 0.253 % 96.692 ± 0.234 % [2026-06-11 20:31:31] 24 9.5093 ± 0.3375 0.01803 ± 0.00178 0.00597 ± 0.00042 2.566 ± 0.243 % 96.716 ± 0.228 % [2026-06-11 20:31:34] 25 9.3332 ± 0.3233 0.01833 ± 0.00174 0.00601 ± 0.00040 2.562 ± 0.234 % 96.737 ± 0.223 % [2026-06-11 20:31:36] 26 9.0786 ± 0.3059 0.01832 ± 0.00170 0.00598 ± 0.00039 2.535 ± 0.227 % 96.742 ± 0.218 % [2026-06-11 20:31:38] 27 8.9070 ± 0.2933 0.01819 ± 0.00166 0.00591 ± 0.00037 2.510 ± 0.221 % 96.776 ± 0.213 % [2026-06-11 20:31:40] 28 8.7891 ± 0.2836 0.01750 ± 0.00162 0.00587 ± 0.00036 2.494 ± 0.215 % 96.835 ± 0.207 % [2026-06-11 20:31:42] 29 8.7459 ± 0.2770 0.01761 ± 0.00161 0.00582 ± 0.00035 2.474 ± 0.209 % 96.903 ± 0.201 % [2026-06-11 20:31:44] 30 8.7205 ± 0.2712 0.01781 ± 0.00158 0.00593 ± 0.00034 2.477 ± 0.203 % 96.889 ± 0.199 % [2026-06-11 20:31:46] 31 8.6288 ± 0.2630 0.01723 ± 0.00154 0.00586 ± 0.00033 2.450 ± 0.198 % 96.888 ± 0.195 % [2026-06-11 20:31:48] 32 8.6253 ± 0.2589 0.01682 ± 0.00150 0.00587 ± 0.00032 2.449 ± 0.192 % 96.814 ± 0.194 % [2026-06-11 20:31:50] 33 8.5824 ± 0.2534 0.01719 ± 0.00149 0.00587 ± 0.00031 2.442 ± 0.187 % 96.803 ± 0.192 % [2026-06-11 20:31:52] 34 8.6593 ± 0.2525 0.01684 ± 0.00146 0.00581 ± 0.00030 2.417 ± 0.184 % 96.805 ± 0.189 % [2026-06-11 20:31:53] 35 8.7545 ± 0.2515 0.01682 ± 0.00143 0.00580 ± 0.00029 2.403 ± 0.179 % 96.762 ± 0.187 % [2026-06-11 20:31:55] 36 8.9402 ± 0.2537 0.01687 ± 0.00142 0.00589 ± 0.00029 2.409 ± 0.175 % 96.688 ± 0.187 % [2026-06-11 20:31:57] 37 9.0502 ± 0.2531 0.01639 ± 0.00140 0.00592 ± 0.00029 2.391 ± 0.172 % 96.587 ± 0.187 % [2026-06-11 20:31:59] 38 9.0699 ± 0.2503 0.01678 ± 0.00140 0.00605 ± 0.00030 2.410 ± 0.168 % 96.574 ± 0.185 % [2026-06-11 20:32:01] 39 9.0638 ± 0.2470 0.01668 ± 0.00137 0.00601 ± 0.00029 2.397 ± 0.165 % 96.621 ± 0.181 % [2026-06-11 20:32:03] 40 9.1009 ± 0.2456 0.01696 ± 0.00138 0.00597 ± 0.00028 2.381 ± 0.162 % 96.627 ± 0.179 % [2026-06-11 20:32:05] 41 9.1528 ± 0.2445 0.01732 ± 0.00137 0.00597 ± 0.00028 2.373 ± 0.158 % 96.547 ± 0.179 % [2026-06-11 20:32:07] 42 9.2325 ± 0.2439 0.01774 ± 0.00134 0.00593 ± 0.00027 2.358 ± 0.156 % 96.527 ± 0.177 % [2026-06-11 20:32:09] 43 9.2648 ± 0.2426 0.01813 ± 0.00133 0.00594 ± 0.00027 2.358 ± 0.152 % 96.507 ± 0.175 % [2026-06-11 20:32:11] 44 9.2775 ± 0.2403 0.01831 ± 0.00132 0.00594 ± 0.00026 2.349 ± 0.149 % 96.515 ± 0.173 % [2026-06-11 20:32:13] 45 9.3736 ± 0.2407 0.01801 ± 0.00129 0.00591 ± 0.00025 2.339 ± 0.147 % 96.488 ± 0.172 % [2026-06-11 20:32:15] 46 9.3231 ± 0.2363 0.01807 ± 0.00128 0.00599 ± 0.00026 2.380 ± 0.147 % 96.513 ± 0.169 % [2026-06-11 20:32:17] 47 9.5143 ± 0.2399 0.01847 ± 0.00129 0.00617 ± 0.00027 2.467 ± 0.158 % 96.521 ± 0.167 % [2026-06-11 20:32:19] 48 9.6026 ± 0.2400 0.01868 ± 0.00127 0.00614 ± 0.00027 2.450 ± 0.156 % 96.503 ± 0.166 % [2026-06-11 20:32:21] 49 9.5043 ± 0.2344 0.01859 ± 0.00126 0.00610 ± 0.00026 2.438 ± 0.154 % 96.527 ± 0.164 % [2026-06-11 20:32:23] 50 9.5580 ± 0.2336 0.01834 ± 0.00124 0.00608 ± 0.00026 2.424 ± 0.152 % 96.525 ± 0.162 % [2026-06-11 20:32:23] [2026-06-11 20:32:23] ====== Perplexity statistics ====== [2026-06-11 20:32:23] Mean PPL(Q) : 9.558013 ± 0.233613 [2026-06-11 20:32:23] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:32:23] Cor(ln(PPL(Q)), ln(PPL(base))): 99.87% [2026-06-11 20:32:23] Mean ln(PPL(Q)/PPL(base)) : 0.018344 ± 0.001237 [2026-06-11 20:32:23] Mean PPL(Q)/PPL(base) : 1.018514 ± 0.001260 [2026-06-11 20:32:23] Mean PPL(Q)-PPL(base) : 0.173737 ± 0.012984 [2026-06-11 20:32:23] [2026-06-11 20:32:23] ====== KL divergence statistics ====== [2026-06-11 20:32:23] Mean KLD: 0.006084 ± 0.000260 [2026-06-11 20:32:23] Maximum KLD: 1.449293 [2026-06-11 20:32:23] 99.9% KLD: 0.414724 [2026-06-11 20:32:23] 99.0% KLD: 0.049709 [2026-06-11 20:32:23] 95.0% KLD: 0.016540 [2026-06-11 20:32:23] 90.0% KLD: 0.010550 [2026-06-11 20:32:23] Median KLD: 0.002581 [2026-06-11 20:32:23] 10.0% KLD: 0.000125 [2026-06-11 20:32:23] 5.0% KLD: 0.000037 [2026-06-11 20:32:23] 1.0% KLD: 0.000004 [2026-06-11 20:32:23] 0.1% KLD: -0.000011 [2026-06-11 20:32:23] Minimum KLD: -0.000055 [2026-06-11 20:32:23] [2026-06-11 20:32:23] ====== Token probability statistics ====== [2026-06-11 20:32:23] Mean Δp: -0.165 ± 0.021 % [2026-06-11 20:32:23] Maximum Δp: 38.440% [2026-06-11 20:32:23] 99.9% Δp: 12.308% [2026-06-11 20:32:23] 99.0% Δp: 5.410% [2026-06-11 20:32:23] 95.0% Δp: 2.508% [2026-06-11 20:32:23] 90.0% Δp: 1.401% [2026-06-11 20:32:23] 75.0% Δp: 0.226% [2026-06-11 20:32:23] Median Δp: -0.007% [2026-06-11 20:32:23] 25.0% Δp: -0.447% [2026-06-11 20:32:23] 10.0% Δp: -1.822% [2026-06-11 20:32:23] 5.0% Δp: -2.886% [2026-06-11 20:32:23] 1.0% Δp: -6.430% [2026-06-11 20:32:23] 0.1% Δp: -22.497% [2026-06-11 20:32:23] Minimum Δp: -67.676% [2026-06-11 20:32:23] RMS Δp : 2.424 ± 0.152 % [2026-06-11 20:32:23] Same top p: 96.525 ± 0.162 % [2026-06-11 20:32:23] [2026-06-11 20:32:24] ✅ Finished target model 31: 1 files evaluated [2026-06-11 20:32:25] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-IQ4_XS/Qwen3.5_4B-MoQ-layers_8-11-IQ4_XS.gguf to free disk space [2026-06-11 20:32:25] ============================================================ [2026-06-11 20:32:25] TARGET MODEL 32/37: w-ahmad/test3 / MoQ-layers_8-11-Q2_K/Qwen3.5_4B-MoQ-layers_8-11-Q2_K.gguf [2026-06-11 20:32:25] ============================================================ [2026-06-11 20:33:04] [1/1] MoQ-layers_8-11-Q2_K/Qwen3.5_4B-MoQ-layers_8-11-Q2_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:33:04] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-Q2_K/Qwen3.5_4B-MoQ-layers_8-11-Q2_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:33:05] 0.00.268.612 I common_init_result: fitting params to device memory ... [2026-06-11 20:33:05] 0.00.268.620 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:33:14] 0.09.557.595 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:33:14] 0.09.603.443 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:33:14] 0.09.869.430 I [2026-06-11 20:33:14] 0.09.869.608 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:33:15] 0.09.958.408 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:33:17] 0.11.990.391 I kl_divergence: 2.03 seconds per pass - ETA 1.68 minutes [2026-06-11 20:33:17] [2026-06-11 20:33:17] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:33:17] 1 6.1675 ± 1.0634 0.02829 ± 0.01627 0.01632 ± 0.00144 3.525 ± 0.359 % 94.902 ± 1.380 % [2026-06-11 20:33:19] 2 9.1285 ± 1.2039 0.02958 ± 0.01595 0.03163 ± 0.00459 4.266 ± 0.358 % 93.333 ± 1.106 % [2026-06-11 20:33:21] 3 9.2982 ± 0.9829 0.02893 ± 0.01336 0.03720 ± 0.00355 4.722 ± 0.303 % 91.634 ± 1.002 % [2026-06-11 20:33:23] 4 9.1667 ± 0.8043 0.03394 ± 0.01075 0.03538 ± 0.00275 4.862 ± 0.319 % 91.471 ± 0.875 % [2026-06-11 20:33:25] 5 9.1557 ± 0.7017 0.02483 ± 0.00939 0.03555 ± 0.00228 4.891 ± 0.273 % 90.824 ± 0.809 % [2026-06-11 20:33:27] 6 9.4316 ± 0.6531 0.02007 ± 0.00846 0.03604 ± 0.00200 5.050 ± 0.275 % 90.588 ± 0.747 % [2026-06-11 20:33:28] 7 9.7552 ± 0.6263 0.01939 ± 0.00772 0.03618 ± 0.00179 5.007 ± 0.264 % 90.644 ± 0.689 % [2026-06-11 20:33:30] 8 10.5161 ± 0.6460 0.00836 ± 0.00767 0.03934 ± 0.00309 4.886 ± 0.239 % 90.392 ± 0.653 % [2026-06-11 20:33:32] 9 11.1618 ± 0.6508 0.01022 ± 0.00706 0.03775 ± 0.00276 4.733 ± 0.221 % 90.196 ± 0.621 % [2026-06-11 20:33:34] 10 11.5632 ± 0.6404 0.00715 ± 0.00667 0.03696 ± 0.00250 4.612 ± 0.206 % 90.314 ± 0.586 % [2026-06-11 20:33:37] 11 11.4860 ± 0.6052 0.00957 ± 0.00627 0.03625 ± 0.00228 4.589 ± 0.194 % 90.339 ± 0.558 % [2026-06-11 20:33:39] 12 11.6207 ± 0.5878 0.00922 ± 0.00591 0.03585 ± 0.00211 4.648 ± 0.190 % 90.327 ± 0.534 % [2026-06-11 20:33:41] 13 12.2376 ± 0.6027 0.00334 ± 0.00575 0.03609 ± 0.00197 4.655 ± 0.180 % 90.468 ± 0.510 % [2026-06-11 20:33:43] 14 11.6579 ± 0.5507 0.00447 ± 0.00556 0.03772 ± 0.00203 4.887 ± 0.204 % 90.532 ± 0.490 % [2026-06-11 20:33:45] 15 11.5151 ± 0.5240 0.00175 ± 0.00599 0.03950 ± 0.00236 4.910 ± 0.201 % 90.405 ± 0.476 % [2026-06-11 20:33:47] 16 11.6191 ± 0.5155 0.00047 ± 0.00582 0.03924 ± 0.00242 4.836 ± 0.193 % 90.515 ± 0.459 % [2026-06-11 20:33:49] 17 10.8557 ± 0.4633 0.00371 ± 0.00569 0.03957 ± 0.00230 5.025 ± 0.199 % 90.473 ± 0.446 % [2026-06-11 20:33:51] 18 10.8505 ± 0.4487 0.00398 ± 0.00551 0.03972 ± 0.00219 5.013 ± 0.191 % 90.392 ± 0.435 % [2026-06-11 20:33:53] 19 10.7430 ± 0.4336 0.00333 ± 0.00541 0.04225 ± 0.00278 5.062 ± 0.195 % 90.361 ± 0.424 % [2026-06-11 20:33:55] 20 10.8080 ± 0.4258 0.00626 ± 0.00531 0.04445 ± 0.00279 5.323 ± 0.217 % 90.157 ± 0.417 % [2026-06-11 20:33:57] 21 10.4302 ± 0.3988 0.00731 ± 0.00513 0.04434 ± 0.00267 5.331 ± 0.208 % 90.233 ± 0.406 % [2026-06-11 20:34:00] 22 10.2967 ± 0.3836 0.00727 ± 0.00511 0.04501 ± 0.00257 5.428 ± 0.207 % 90.196 ± 0.397 % [2026-06-11 20:34:02] 23 9.8944 ± 0.3580 0.00678 ± 0.00494 0.04440 ± 0.00246 5.423 ± 0.201 % 90.350 ± 0.386 % [2026-06-11 20:34:04] 24 9.4030 ± 0.3299 0.00679 ± 0.00478 0.04416 ± 0.00237 5.498 ± 0.199 % 90.474 ± 0.375 % [2026-06-11 20:34:06] 25 9.2392 ± 0.3166 0.00821 ± 0.00467 0.04444 ± 0.00228 5.583 ± 0.192 % 90.431 ± 0.368 % [2026-06-11 20:34:08] 26 8.9901 ± 0.2997 0.00852 ± 0.00454 0.04408 ± 0.00220 5.562 ± 0.185 % 90.513 ± 0.360 % [2026-06-11 20:34:10] 27 8.8313 ± 0.2876 0.00966 ± 0.00443 0.04403 ± 0.00213 5.601 ± 0.181 % 90.559 ± 0.352 % [2026-06-11 20:34:12] 28 8.7269 ± 0.2787 0.01040 ± 0.00433 0.04420 ± 0.00206 5.636 ± 0.178 % 90.672 ± 0.344 % [2026-06-11 20:34:14] 29 8.6847 ± 0.2722 0.01058 ± 0.00424 0.04392 ± 0.00200 5.598 ± 0.173 % 90.872 ± 0.335 % [2026-06-11 20:34:16] 30 8.6558 ± 0.2664 0.01035 ± 0.00417 0.04406 ± 0.00193 5.596 ± 0.168 % 90.837 ± 0.330 % [2026-06-11 20:34:18] 31 8.5777 ± 0.2587 0.01129 ± 0.00408 0.04386 ± 0.00188 5.573 ± 0.164 % 90.867 ± 0.324 % [2026-06-11 20:34:20] 32 8.5797 ± 0.2549 0.01152 ± 0.00400 0.04430 ± 0.00184 5.611 ± 0.164 % 90.784 ± 0.320 % [2026-06-11 20:34:22] 33 8.5297 ± 0.2492 0.01104 ± 0.00393 0.04416 ± 0.00179 5.613 ± 0.160 % 90.826 ± 0.315 % [2026-06-11 20:34:24] 34 8.6208 ± 0.2489 0.01238 ± 0.00388 0.04414 ± 0.00174 5.595 ± 0.156 % 90.854 ± 0.310 % [2026-06-11 20:34:26] 35 8.7192 ± 0.2480 0.01277 ± 0.00383 0.04460 ± 0.00170 5.610 ± 0.155 % 90.734 ± 0.307 % [2026-06-11 20:34:28] 36 8.9078 ± 0.2504 0.01324 ± 0.00378 0.04485 ± 0.00165 5.580 ± 0.152 % 90.697 ± 0.303 % [2026-06-11 20:34:30] 37 9.0123 ± 0.2497 0.01219 ± 0.00375 0.04516 ± 0.00161 5.574 ± 0.149 % 90.631 ± 0.300 % [2026-06-11 20:34:32] 38 9.0155 ± 0.2463 0.01076 ± 0.00375 0.04565 ± 0.00163 5.643 ± 0.158 % 90.495 ± 0.298 % [2026-06-11 20:34:34] 39 9.0196 ± 0.2434 0.01180 ± 0.00370 0.04546 ± 0.00159 5.622 ± 0.154 % 90.528 ± 0.294 % [2026-06-11 20:34:36] 40 9.0516 ± 0.2419 0.01153 ± 0.00366 0.04558 ± 0.00161 5.674 ± 0.169 % 90.539 ± 0.290 % [2026-06-11 20:34:38] 41 9.0933 ± 0.2405 0.01081 ± 0.00362 0.04564 ± 0.00158 5.664 ± 0.166 % 90.579 ± 0.286 % [2026-06-11 20:34:40] 42 9.1701 ± 0.2398 0.01095 ± 0.00356 0.04535 ± 0.00155 5.643 ± 0.163 % 90.560 ± 0.283 % [2026-06-11 20:34:42] 43 9.2039 ± 0.2385 0.01154 ± 0.00353 0.04531 ± 0.00152 5.631 ± 0.160 % 90.579 ± 0.279 % [2026-06-11 20:34:44] 44 9.2060 ± 0.2359 0.01057 ± 0.00349 0.04538 ± 0.00149 5.633 ± 0.157 % 90.561 ± 0.276 % [2026-06-11 20:34:46] 45 9.3104 ± 0.2367 0.01124 ± 0.00345 0.04526 ± 0.00146 5.624 ± 0.154 % 90.466 ± 0.274 % [2026-06-11 20:34:48] 46 9.2584 ± 0.2325 0.01111 ± 0.00341 0.04530 ± 0.00145 5.653 ± 0.154 % 90.426 ± 0.272 % [2026-06-11 20:34:50] 47 9.4343 ± 0.2354 0.01002 ± 0.00338 0.04575 ± 0.00147 5.674 ± 0.156 % 90.263 ± 0.271 % [2026-06-11 20:34:52] 48 9.5182 ± 0.2354 0.00985 ± 0.00336 0.04578 ± 0.00147 5.656 ± 0.155 % 90.384 ± 0.266 % [2026-06-11 20:34:54] 49 9.4224 ± 0.2300 0.00993 ± 0.00332 0.04648 ± 0.00180 5.695 ± 0.164 % 90.412 ± 0.263 % [2026-06-11 20:34:56] 50 9.4752 ± 0.2292 0.00964 ± 0.00328 0.04639 ± 0.00176 5.671 ± 0.162 % 90.431 ± 0.261 % [2026-06-11 20:34:56] [2026-06-11 20:34:56] ====== Perplexity statistics ====== [2026-06-11 20:34:56] Mean PPL(Q) : 9.475176 ± 0.229194 [2026-06-11 20:34:56] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:34:56] Cor(ln(PPL(Q)), ln(PPL(base))): 99.09% [2026-06-11 20:34:56] Mean ln(PPL(Q)/PPL(base)) : 0.009640 ± 0.003277 [2026-06-11 20:34:56] Mean PPL(Q)/PPL(base) : 1.009686 ± 0.003309 [2026-06-11 20:34:56] Mean PPL(Q)-PPL(base) : 0.090900 ± 0.030921 [2026-06-11 20:34:56] [2026-06-11 20:34:56] ====== KL divergence statistics ====== [2026-06-11 20:34:56] Mean KLD: 0.046394 ± 0.001764 [2026-06-11 20:34:56] Maximum KLD: 13.547091 [2026-06-11 20:34:56] 99.9% KLD: 1.860689 [2026-06-11 20:34:56] 99.0% KLD: 0.358859 [2026-06-11 20:34:56] 95.0% KLD: 0.141772 [2026-06-11 20:34:56] 90.0% KLD: 0.094263 [2026-06-11 20:34:56] Median KLD: 0.020505 [2026-06-11 20:34:56] 10.0% KLD: 0.001041 [2026-06-11 20:34:56] 5.0% KLD: 0.000305 [2026-06-11 20:34:56] 1.0% KLD: 0.000046 [2026-06-11 20:34:56] 0.1% KLD: 0.000005 [2026-06-11 20:34:56] Minimum KLD: -0.000036 [2026-06-11 20:34:56] [2026-06-11 20:34:56] ====== Token probability statistics ====== [2026-06-11 20:34:56] Mean Δp: -0.435 ± 0.050 % [2026-06-11 20:34:56] Maximum Δp: 96.655% [2026-06-11 20:34:56] 99.9% Δp: 38.945% [2026-06-11 20:34:56] 99.0% Δp: 15.335% [2026-06-11 20:34:56] 95.0% Δp: 6.450% [2026-06-11 20:34:56] 90.0% Δp: 3.545% [2026-06-11 20:34:56] 75.0% Δp: 0.608% [2026-06-11 20:34:56] Median Δp: -0.009% [2026-06-11 20:34:56] 25.0% Δp: -1.381% [2026-06-11 20:34:56] 10.0% Δp: -5.162% [2026-06-11 20:34:56] 5.0% Δp: -8.457% [2026-06-11 20:34:56] 1.0% Δp: -17.779% [2026-06-11 20:34:56] 0.1% Δp: -41.289% [2026-06-11 20:34:56] Minimum Δp: -71.553% [2026-06-11 20:34:56] RMS Δp : 5.671 ± 0.162 % [2026-06-11 20:34:56] Same top p: 90.431 ± 0.261 % [2026-06-11 20:34:56] [2026-06-11 20:34:57] ✅ Finished target model 32: 1 files evaluated [2026-06-11 20:34:58] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-Q2_K/Qwen3.5_4B-MoQ-layers_8-11-Q2_K.gguf to free disk space [2026-06-11 20:34:58] ============================================================ [2026-06-11 20:34:58] TARGET MODEL 33/37: w-ahmad/test3 / MoQ-layers_8-11-Q3_K/Qwen3.5_4B-MoQ-layers_8-11-Q3_K.gguf [2026-06-11 20:34:58] ============================================================ [2026-06-11 20:35:21] [1/1] MoQ-layers_8-11-Q3_K/Qwen3.5_4B-MoQ-layers_8-11-Q3_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:35:21] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-Q3_K/Qwen3.5_4B-MoQ-layers_8-11-Q3_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:35:22] 0.00.377.645 I common_init_result: fitting params to device memory ... [2026-06-11 20:35:22] 0.00.377.655 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:35:32] 0.10.272.321 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:35:32] 0.10.319.261 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:35:32] 0.10.589.185 I [2026-06-11 20:35:32] 0.10.589.362 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:35:32] 0.10.680.725 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:35:34] 0.12.795.935 I kl_divergence: 2.12 seconds per pass - ETA 1.75 minutes [2026-06-11 20:35:34] [2026-06-11 20:35:34] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:35:35] 1 6.0144 ± 1.0164 0.00315 ± 0.00823 0.00581 ± 0.00049 2.192 ± 0.183 % 97.647 ± 0.951 % [2026-06-11 20:35:36] 2 8.9874 ± 1.1697 0.01401 ± 0.00739 0.00984 ± 0.00102 3.079 ± 0.567 % 95.686 ± 0.901 % [2026-06-11 20:35:38] 3 9.1464 ± 0.9549 0.01247 ± 0.00711 0.01266 ± 0.00095 3.483 ± 0.409 % 94.902 ± 0.796 % [2026-06-11 20:35:40] 4 8.9604 ± 0.7770 0.01118 ± 0.00600 0.01191 ± 0.00074 3.327 ± 0.327 % 95.392 ± 0.657 % [2026-06-11 20:35:42] 5 9.0716 ± 0.6919 0.01561 ± 0.00560 0.01250 ± 0.00066 3.363 ± 0.275 % 94.824 ± 0.621 % [2026-06-11 20:35:44] 6 9.3777 ± 0.6465 0.01434 ± 0.00497 0.01238 ± 0.00057 3.239 ± 0.240 % 94.510 ± 0.583 % [2026-06-11 20:35:46] 7 9.6811 ± 0.6170 0.01177 ± 0.00456 0.01248 ± 0.00060 3.120 ± 0.216 % 94.286 ± 0.550 % [2026-06-11 20:35:48] 8 10.5854 ± 0.6508 0.01492 ± 0.00472 0.01373 ± 0.00135 3.069 ± 0.206 % 94.020 ± 0.525 % [2026-06-11 20:35:50] 9 11.2283 ± 0.6560 0.01616 ± 0.00432 0.01329 ± 0.00121 2.933 ± 0.192 % 94.336 ± 0.483 % [2026-06-11 20:35:52] 10 11.6845 ± 0.6507 0.01758 ± 0.00411 0.01333 ± 0.00112 2.855 ± 0.178 % 94.314 ± 0.459 % [2026-06-11 20:35:55] 11 11.5797 ± 0.6131 0.01770 ± 0.00391 0.01309 ± 0.00102 2.794 ± 0.166 % 94.367 ± 0.435 % [2026-06-11 20:35:57] 12 11.7395 ± 0.5976 0.01939 ± 0.00367 0.01293 ± 0.00094 2.764 ± 0.154 % 94.510 ± 0.412 % [2026-06-11 20:35:59] 13 12.4303 ± 0.6174 0.01896 ± 0.00356 0.01315 ± 0.00088 2.809 ± 0.150 % 94.510 ± 0.396 % [2026-06-11 20:36:01] 14 11.8142 ± 0.5627 0.01779 ± 0.00339 0.01347 ± 0.00087 2.937 ± 0.162 % 94.454 ± 0.383 % [2026-06-11 20:36:03] 15 11.6777 ± 0.5364 0.01577 ± 0.00380 0.01445 ± 0.00108 2.920 ± 0.153 % 94.379 ± 0.372 % [2026-06-11 20:36:05] 16 11.8199 ± 0.5303 0.01760 ± 0.00364 0.01433 ± 0.00102 2.939 ± 0.147 % 94.338 ± 0.362 % [2026-06-11 20:36:07] 17 11.0165 ± 0.4751 0.01841 ± 0.00350 0.01452 ± 0.00099 3.063 ± 0.150 % 94.210 ± 0.355 % [2026-06-11 20:36:09] 18 11.0118 ± 0.4601 0.01874 ± 0.00339 0.01461 ± 0.00096 3.152 ± 0.175 % 94.227 ± 0.344 % [2026-06-11 20:36:12] 19 10.8883 ± 0.4436 0.01676 ± 0.00329 0.01595 ± 0.00164 3.232 ± 0.199 % 94.200 ± 0.336 % [2026-06-11 20:36:14] 20 10.9227 ± 0.4341 0.01683 ± 0.00321 0.01630 ± 0.00156 3.302 ± 0.191 % 94.098 ± 0.330 % [2026-06-11 20:36:16] 21 10.5328 ± 0.4062 0.01709 ± 0.00322 0.01653 ± 0.00149 3.331 ± 0.181 % 94.174 ± 0.320 % [2026-06-11 20:36:18] 22 10.3792 ± 0.3899 0.01526 ± 0.00319 0.01719 ± 0.00144 3.477 ± 0.180 % 93.993 ± 0.317 % [2026-06-11 20:36:20] 23 9.9937 ± 0.3649 0.01677 ± 0.00316 0.01752 ± 0.00144 3.673 ± 0.211 % 94.049 ± 0.309 % [2026-06-11 20:36:22] 24 9.4941 ± 0.3360 0.01644 ± 0.00307 0.01741 ± 0.00138 3.705 ± 0.203 % 94.101 ± 0.301 % [2026-06-11 20:36:24] 25 9.3203 ± 0.3220 0.01695 ± 0.00301 0.01752 ± 0.00133 3.739 ± 0.194 % 94.086 ± 0.295 % [2026-06-11 20:36:26] 26 9.0631 ± 0.3045 0.01661 ± 0.00294 0.01735 ± 0.00128 3.710 ± 0.188 % 94.118 ± 0.289 % [2026-06-11 20:36:28] 27 8.8919 ± 0.2919 0.01650 ± 0.00286 0.01716 ± 0.00124 3.688 ± 0.183 % 94.219 ± 0.281 % [2026-06-11 20:36:30] 28 8.7916 ± 0.2830 0.01779 ± 0.00279 0.01718 ± 0.00119 3.691 ± 0.176 % 94.244 ± 0.276 % [2026-06-11 20:36:32] 29 8.7525 ± 0.2766 0.01836 ± 0.00275 0.01715 ± 0.00116 3.673 ± 0.172 % 94.334 ± 0.269 % [2026-06-11 20:36:34] 30 8.7352 ± 0.2712 0.01949 ± 0.00269 0.01728 ± 0.00112 3.705 ± 0.168 % 94.275 ± 0.266 % [2026-06-11 20:36:36] 31 8.6450 ± 0.2631 0.01911 ± 0.00263 0.01723 ± 0.00108 3.679 ± 0.164 % 94.333 ± 0.260 % [2026-06-11 20:36:38] 32 8.6523 ± 0.2593 0.01994 ± 0.00259 0.01737 ± 0.00105 3.724 ± 0.160 % 94.301 ± 0.257 % [2026-06-11 20:36:40] 33 8.6041 ± 0.2535 0.01972 ± 0.00254 0.01728 ± 0.00102 3.707 ± 0.156 % 94.272 ± 0.253 % [2026-06-11 20:36:42] 34 8.6840 ± 0.2527 0.01969 ± 0.00250 0.01723 ± 0.00099 3.692 ± 0.152 % 94.279 ± 0.249 % [2026-06-11 20:36:44] 35 8.7768 ± 0.2518 0.01936 ± 0.00246 0.01728 ± 0.00097 3.681 ± 0.148 % 94.252 ± 0.246 % [2026-06-11 20:36:46] 36 8.9649 ± 0.2540 0.01963 ± 0.00245 0.01762 ± 0.00096 3.671 ± 0.145 % 94.129 ± 0.245 % [2026-06-11 20:36:48] 37 9.0852 ± 0.2539 0.02025 ± 0.00241 0.01783 ± 0.00096 3.651 ± 0.142 % 94.054 ± 0.243 % [2026-06-11 20:36:50] 38 9.1060 ± 0.2511 0.02075 ± 0.00238 0.01795 ± 0.00094 3.650 ± 0.139 % 94.066 ± 0.240 % [2026-06-11 20:36:52] 39 9.1027 ± 0.2479 0.02097 ± 0.00236 0.01806 ± 0.00094 3.744 ± 0.159 % 94.077 ± 0.237 % [2026-06-11 20:36:54] 40 9.1326 ± 0.2463 0.02044 ± 0.00236 0.01802 ± 0.00092 3.780 ± 0.165 % 94.029 ± 0.235 % [2026-06-11 20:36:56] 41 9.1773 ± 0.2449 0.02000 ± 0.00234 0.01805 ± 0.00090 3.802 ± 0.163 % 94.012 ± 0.232 % [2026-06-11 20:36:58] 42 9.2536 ± 0.2442 0.02002 ± 0.00230 0.01788 ± 0.00088 3.774 ± 0.161 % 94.024 ± 0.229 % [2026-06-11 20:37:00] 43 9.2796 ± 0.2427 0.01973 ± 0.00227 0.01781 ± 0.00086 3.757 ± 0.158 % 94.008 ± 0.227 % [2026-06-11 20:37:02] 44 9.2945 ± 0.2405 0.02014 ± 0.00225 0.01786 ± 0.00084 3.760 ± 0.154 % 93.948 ± 0.225 % [2026-06-11 20:37:04] 45 9.4001 ± 0.2412 0.02083 ± 0.00223 0.01785 ± 0.00082 3.744 ± 0.152 % 93.830 ± 0.225 % [2026-06-11 20:37:06] 46 9.3534 ± 0.2370 0.02132 ± 0.00222 0.01805 ± 0.00083 3.794 ± 0.151 % 93.811 ± 0.222 % [2026-06-11 20:37:08] 47 9.5388 ± 0.2403 0.02104 ± 0.00220 0.01846 ± 0.00087 3.868 ± 0.161 % 93.776 ± 0.221 % [2026-06-11 20:37:10] 48 9.6241 ± 0.2403 0.02092 ± 0.00218 0.01838 ± 0.00086 3.849 ± 0.158 % 93.799 ± 0.218 % [2026-06-11 20:37:12] 49 9.5209 ± 0.2346 0.02033 ± 0.00216 0.01872 ± 0.00098 3.909 ± 0.170 % 93.774 ± 0.216 % [2026-06-11 20:37:14] 50 9.5743 ± 0.2338 0.02005 ± 0.00213 0.01872 ± 0.00097 3.891 ± 0.168 % 93.812 ± 0.213 % [2026-06-11 20:37:14] [2026-06-11 20:37:14] ====== Perplexity statistics ====== [2026-06-11 20:37:14] Mean PPL(Q) : 9.574295 ± 0.233808 [2026-06-11 20:37:14] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:37:14] Cor(ln(PPL(Q)), ln(PPL(base))): 99.62% [2026-06-11 20:37:14] Mean ln(PPL(Q)/PPL(base)) : 0.020046 ± 0.002132 [2026-06-11 20:37:14] Mean PPL(Q)/PPL(base) : 1.020249 ± 0.002176 [2026-06-11 20:37:14] Mean PPL(Q)-PPL(base) : 0.190018 ± 0.021041 [2026-06-11 20:37:14] [2026-06-11 20:37:14] ====== KL divergence statistics ====== [2026-06-11 20:37:14] Mean KLD: 0.018722 ± 0.000966 [2026-06-11 20:37:14] Maximum KLD: 6.590550 [2026-06-11 20:37:14] 99.9% KLD: 0.892858 [2026-06-11 20:37:14] 99.0% KLD: 0.148300 [2026-06-11 20:37:14] 95.0% KLD: 0.052574 [2026-06-11 20:37:14] 90.0% KLD: 0.034336 [2026-06-11 20:37:14] Median KLD: 0.007624 [2026-06-11 20:37:14] 10.0% KLD: 0.000379 [2026-06-11 20:37:14] 5.0% KLD: 0.000112 [2026-06-11 20:37:14] 1.0% KLD: 0.000015 [2026-06-11 20:37:14] 0.1% KLD: 0.000001 [2026-06-11 20:37:14] Minimum KLD: -0.000034 [2026-06-11 20:37:14] [2026-06-11 20:37:14] ====== Token probability statistics ====== [2026-06-11 20:37:14] Mean Δp: -0.246 ± 0.034 % [2026-06-11 20:37:14] Maximum Δp: 85.772% [2026-06-11 20:37:14] 99.9% Δp: 27.333% [2026-06-11 20:37:14] 99.0% Δp: 9.133% [2026-06-11 20:37:14] 95.0% Δp: 4.010% [2026-06-11 20:37:14] 90.0% Δp: 2.309% [2026-06-11 20:37:14] 75.0% Δp: 0.387% [2026-06-11 20:37:14] Median Δp: -0.007% [2026-06-11 20:37:14] 25.0% Δp: -0.803% [2026-06-11 20:37:14] 10.0% Δp: -3.044% [2026-06-11 20:37:14] 5.0% Δp: -5.113% [2026-06-11 20:37:14] 1.0% Δp: -11.384% [2026-06-11 20:37:14] 0.1% Δp: -30.693% [2026-06-11 20:37:14] Minimum Δp: -77.453% [2026-06-11 20:37:14] RMS Δp : 3.891 ± 0.168 % [2026-06-11 20:37:14] Same top p: 93.812 ± 0.213 % [2026-06-11 20:37:14] [2026-06-11 20:37:14] ✅ Finished target model 33: 1 files evaluated [2026-06-11 20:37:15] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-Q3_K/Qwen3.5_4B-MoQ-layers_8-11-Q3_K.gguf to free disk space [2026-06-11 20:37:15] ============================================================ [2026-06-11 20:37:15] TARGET MODEL 34/37: w-ahmad/test3 / MoQ-layers_8-11-Q4_K/Qwen3.5_4B-MoQ-layers_8-11-Q4_K.gguf [2026-06-11 20:37:15] ============================================================ [2026-06-11 20:37:38] [1/1] MoQ-layers_8-11-Q4_K/Qwen3.5_4B-MoQ-layers_8-11-Q4_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:37:38] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-Q4_K/Qwen3.5_4B-MoQ-layers_8-11-Q4_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:37:39] 0.00.314.982 I common_init_result: fitting params to device memory ... [2026-06-11 20:37:39] 0.00.314.991 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:37:49] 0.10.500.974 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:37:49] 0.10.559.675 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:37:49] 0.10.835.267 I [2026-06-11 20:37:49] 0.10.835.454 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:37:50] 0.10.923.843 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:37:52] 0.13.036.497 I kl_divergence: 2.11 seconds per pass - ETA 1.75 minutes [2026-06-11 20:37:52] [2026-06-11 20:37:52] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:37:52] 1 5.9775 ± 1.0142 -0.00300 ± 0.00539 0.00199 ± 0.00023 1.200 ± 0.113 % 97.647 ± 0.951 % [2026-06-11 20:37:54] 2 8.8291 ± 1.1471 -0.00377 ± 0.00402 0.00267 ± 0.00019 1.367 ± 0.126 % 97.843 ± 0.644 % [2026-06-11 20:37:56] 3 9.1254 ± 0.9547 0.01017 ± 0.00823 0.00862 ± 0.00519 2.776 ± 0.933 % 97.386 ± 0.577 % [2026-06-11 20:37:58] 4 8.9234 ± 0.7766 0.00703 ± 0.00633 0.00714 ± 0.00389 2.526 ± 0.769 % 97.059 ± 0.529 % [2026-06-11 20:38:00] 5 8.9884 ± 0.6861 0.00638 ± 0.00517 0.00647 ± 0.00312 2.368 ± 0.657 % 96.549 ± 0.511 % [2026-06-11 20:38:02] 6 9.3067 ± 0.6422 0.00674 ± 0.00439 0.00595 ± 0.00260 2.236 ± 0.580 % 96.471 ± 0.472 % [2026-06-11 20:38:04] 7 9.6346 ± 0.6162 0.00695 ± 0.00387 0.00554 ± 0.00223 2.118 ± 0.525 % 96.695 ± 0.423 % [2026-06-11 20:38:06] 8 10.4885 ± 0.6457 0.00573 ± 0.00347 0.00541 ± 0.00195 2.048 ± 0.475 % 96.324 ± 0.417 % [2026-06-11 20:38:08] 9 11.1049 ± 0.6487 0.00511 ± 0.00315 0.00510 ± 0.00173 1.961 ± 0.441 % 96.427 ± 0.388 % [2026-06-11 20:38:10] 10 11.5209 ± 0.6399 0.00348 ± 0.00294 0.00500 ± 0.00156 1.903 ± 0.409 % 96.627 ± 0.358 % [2026-06-11 20:38:12] 11 11.4094 ± 0.6021 0.00288 ± 0.00272 0.00485 ± 0.00142 1.883 ± 0.376 % 96.649 ± 0.340 % [2026-06-11 20:38:14] 12 11.5429 ± 0.5853 0.00251 ± 0.00252 0.00468 ± 0.00130 1.845 ± 0.352 % 96.732 ± 0.321 % [2026-06-11 20:38:16] 13 12.2228 ± 0.6053 0.00213 ± 0.00246 0.00465 ± 0.00120 1.821 ± 0.329 % 96.652 ± 0.312 % [2026-06-11 20:38:18] 14 11.6340 ± 0.5525 0.00242 ± 0.00235 0.00466 ± 0.00112 1.868 ± 0.299 % 96.639 ± 0.302 % [2026-06-11 20:38:20] 15 11.5346 ± 0.5296 0.00345 ± 0.00235 0.00467 ± 0.00104 1.848 ± 0.283 % 96.627 ± 0.292 % [2026-06-11 20:38:22] 16 11.6523 ± 0.5221 0.00332 ± 0.00223 0.00454 ± 0.00098 1.835 ± 0.267 % 96.544 ± 0.286 % [2026-06-11 20:38:24] 17 10.8532 ± 0.4674 0.00348 ± 0.00212 0.00445 ± 0.00092 1.826 ± 0.253 % 96.609 ± 0.275 % [2026-06-11 20:38:27] 18 10.8398 ± 0.4521 0.00299 ± 0.00203 0.00441 ± 0.00087 1.814 ± 0.241 % 96.623 ± 0.267 % [2026-06-11 20:38:29] 19 10.7282 ± 0.4367 0.00195 ± 0.00213 0.00537 ± 0.00120 2.019 ± 0.255 % 96.512 ± 0.264 % [2026-06-11 20:38:31] 20 10.7588 ± 0.4269 0.00171 ± 0.00206 0.00574 ± 0.00118 2.166 ± 0.260 % 96.549 ± 0.256 % [2026-06-11 20:38:33] 21 10.3683 ± 0.3990 0.00135 ± 0.00200 0.00567 ± 0.00113 2.152 ± 0.249 % 96.601 ± 0.248 % [2026-06-11 20:38:35] 22 10.2456 ± 0.3844 0.00229 ± 0.00194 0.00563 ± 0.00108 2.154 ± 0.238 % 96.684 ± 0.239 % [2026-06-11 20:38:37] 23 9.8508 ± 0.3590 0.00237 ± 0.00187 0.00553 ± 0.00103 2.141 ± 0.229 % 96.743 ± 0.232 % [2026-06-11 20:38:39] 24 9.3612 ± 0.3307 0.00234 ± 0.00181 0.00546 ± 0.00099 2.125 ± 0.222 % 96.699 ± 0.228 % [2026-06-11 20:38:41] 25 9.1909 ± 0.3170 0.00297 ± 0.00176 0.00542 ± 0.00095 2.129 ± 0.213 % 96.769 ± 0.221 % [2026-06-11 20:38:43] 26 8.9380 ± 0.2997 0.00271 ± 0.00171 0.00537 ± 0.00091 2.120 ± 0.205 % 96.742 ± 0.218 % [2026-06-11 20:38:45] 27 8.7699 ± 0.2874 0.00267 ± 0.00166 0.00533 ± 0.00088 2.128 ± 0.199 % 96.790 ± 0.212 % [2026-06-11 20:38:47] 28 8.6598 ± 0.2781 0.00269 ± 0.00162 0.00529 ± 0.00085 2.115 ± 0.193 % 96.835 ± 0.207 % [2026-06-11 20:38:49] 29 8.6205 ± 0.2717 0.00317 ± 0.00161 0.00525 ± 0.00082 2.108 ± 0.187 % 96.890 ± 0.202 % [2026-06-11 20:38:51] 30 8.5927 ± 0.2660 0.00304 ± 0.00157 0.00525 ± 0.00079 2.109 ± 0.181 % 96.889 ± 0.199 % [2026-06-11 20:38:53] 31 8.5079 ± 0.2581 0.00313 ± 0.00153 0.00518 ± 0.00077 2.091 ± 0.177 % 96.913 ± 0.195 % [2026-06-11 20:38:55] 32 8.5090 ± 0.2542 0.00325 ± 0.00150 0.00519 ± 0.00074 2.098 ± 0.171 % 96.850 ± 0.193 % [2026-06-11 20:38:57] 33 8.4587 ± 0.2485 0.00268 ± 0.00147 0.00513 ± 0.00072 2.083 ± 0.167 % 96.875 ± 0.190 % [2026-06-11 20:38:59] 34 8.5402 ± 0.2478 0.00298 ± 0.00144 0.00509 ± 0.00070 2.069 ± 0.163 % 96.909 ± 0.186 % [2026-06-11 20:39:01] 35 8.6345 ± 0.2469 0.00301 ± 0.00141 0.00508 ± 0.00068 2.057 ± 0.160 % 96.874 ± 0.184 % [2026-06-11 20:39:03] 36 8.8149 ± 0.2489 0.00275 ± 0.00139 0.00510 ± 0.00066 2.043 ± 0.156 % 96.808 ± 0.183 % [2026-06-11 20:39:05] 37 8.9264 ± 0.2485 0.00262 ± 0.00136 0.00509 ± 0.00064 2.030 ± 0.153 % 96.799 ± 0.181 % [2026-06-11 20:39:07] 38 8.9421 ± 0.2456 0.00259 ± 0.00134 0.00515 ± 0.00063 2.034 ± 0.149 % 96.760 ± 0.180 % [2026-06-11 20:39:09] 39 8.9379 ± 0.2425 0.00270 ± 0.00132 0.00511 ± 0.00061 2.025 ± 0.146 % 96.792 ± 0.177 % [2026-06-11 20:39:11] 40 8.9736 ± 0.2411 0.00287 ± 0.00132 0.00507 ± 0.00060 2.021 ± 0.143 % 96.765 ± 0.175 % [2026-06-11 20:39:13] 41 9.0194 ± 0.2398 0.00264 ± 0.00130 0.00506 ± 0.00058 2.028 ± 0.140 % 96.738 ± 0.174 % [2026-06-11 20:39:15] 42 9.0921 ± 0.2390 0.00241 ± 0.00128 0.00501 ± 0.00057 2.016 ± 0.138 % 96.695 ± 0.173 % [2026-06-11 20:39:17] 43 9.1221 ± 0.2376 0.00261 ± 0.00126 0.00501 ± 0.00056 2.010 ± 0.135 % 96.662 ± 0.172 % [2026-06-11 20:39:19] 44 9.1325 ± 0.2353 0.00255 ± 0.00125 0.00501 ± 0.00055 2.008 ± 0.132 % 96.613 ± 0.171 % [2026-06-11 20:39:21] 45 9.2276 ± 0.2357 0.00231 ± 0.00123 0.00498 ± 0.00053 2.003 ± 0.130 % 96.532 ± 0.171 % [2026-06-11 20:39:22] 46 9.1774 ± 0.2314 0.00232 ± 0.00121 0.00502 ± 0.00052 2.054 ± 0.136 % 96.581 ± 0.168 % [2026-06-11 20:39:24] 47 9.3597 ± 0.2347 0.00208 ± 0.00120 0.00504 ± 0.00051 2.047 ± 0.134 % 96.562 ± 0.166 % [2026-06-11 20:39:27] 48 9.4444 ± 0.2347 0.00207 ± 0.00119 0.00500 ± 0.00050 2.032 ± 0.132 % 96.593 ± 0.164 % [2026-06-11 20:39:29] 49 9.3484 ± 0.2293 0.00205 ± 0.00117 0.00496 ± 0.00049 2.023 ± 0.130 % 96.575 ± 0.163 % [2026-06-11 20:39:31] 50 9.4024 ± 0.2285 0.00193 ± 0.00115 0.00493 ± 0.00048 2.013 ± 0.128 % 96.588 ± 0.161 % [2026-06-11 20:39:31] [2026-06-11 20:39:31] ====== Perplexity statistics ====== [2026-06-11 20:39:31] Mean PPL(Q) : 9.402365 ± 0.228507 [2026-06-11 20:39:31] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:39:31] Cor(ln(PPL(Q)), ln(PPL(base))): 99.89% [2026-06-11 20:39:31] Mean ln(PPL(Q)/PPL(base)) : 0.001926 ± 0.001155 [2026-06-11 20:39:31] Mean PPL(Q)/PPL(base) : 1.001928 ± 0.001157 [2026-06-11 20:39:31] Mean PPL(Q)-PPL(base) : 0.018088 ± 0.010864 [2026-06-11 20:39:31] [2026-06-11 20:39:31] ====== KL divergence statistics ====== [2026-06-11 20:39:31] Mean KLD: 0.004933 ± 0.000484 [2026-06-11 20:39:31] Maximum KLD: 4.145752 [2026-06-11 20:39:31] 99.9% KLD: 0.173769 [2026-06-11 20:39:31] 99.0% KLD: 0.029511 [2026-06-11 20:39:31] 95.0% KLD: 0.012605 [2026-06-11 20:39:31] 90.0% KLD: 0.008459 [2026-06-11 20:39:31] Median KLD: 0.002211 [2026-06-11 20:39:31] 10.0% KLD: 0.000094 [2026-06-11 20:39:31] 5.0% KLD: 0.000029 [2026-06-11 20:39:31] 1.0% KLD: 0.000002 [2026-06-11 20:39:31] 0.1% KLD: -0.000019 [2026-06-11 20:39:31] Minimum KLD: -0.000157 [2026-06-11 20:39:31] [2026-06-11 20:39:31] ====== Token probability statistics ====== [2026-06-11 20:39:31] Mean Δp: -0.037 ± 0.018 % [2026-06-11 20:39:31] Maximum Δp: 52.415% [2026-06-11 20:39:31] 99.9% Δp: 10.358% [2026-06-11 20:39:31] 99.0% Δp: 5.212% [2026-06-11 20:39:31] 95.0% Δp: 2.472% [2026-06-11 20:39:31] 90.0% Δp: 1.446% [2026-06-11 20:39:31] 75.0% Δp: 0.254% [2026-06-11 20:39:31] Median Δp: -0.000% [2026-06-11 20:39:31] 25.0% Δp: -0.306% [2026-06-11 20:39:31] 10.0% Δp: -1.582% [2026-06-11 20:39:31] 5.0% Δp: -2.623% [2026-06-11 20:39:31] 1.0% Δp: -5.418% [2026-06-11 20:39:31] 0.1% Δp: -11.007% [2026-06-11 20:39:31] Minimum Δp: -62.897% [2026-06-11 20:39:31] RMS Δp : 2.013 ± 0.128 % [2026-06-11 20:39:31] Same top p: 96.588 ± 0.161 % [2026-06-11 20:39:31] [2026-06-11 20:39:31] ✅ Finished target model 34: 1 files evaluated [2026-06-11 20:39:32] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-Q4_K/Qwen3.5_4B-MoQ-layers_8-11-Q4_K.gguf to free disk space [2026-06-11 20:39:32] ============================================================ [2026-06-11 20:39:32] TARGET MODEL 35/37: w-ahmad/test3 / MoQ-layers_8-11-Q5_K/Qwen3.5_4B-MoQ-layers_8-11-Q5_K.gguf [2026-06-11 20:39:32] ============================================================ [2026-06-11 20:39:55] [1/1] MoQ-layers_8-11-Q5_K/Qwen3.5_4B-MoQ-layers_8-11-Q5_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:39:56] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-Q5_K/Qwen3.5_4B-MoQ-layers_8-11-Q5_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:39:56] 0.00.366.479 I common_init_result: fitting params to device memory ... [2026-06-11 20:39:56] 0.00.366.489 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:40:06] 0.10.118.092 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:40:06] 0.10.166.889 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:40:06] 0.10.455.499 I [2026-06-11 20:40:06] 0.10.455.689 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:40:06] 0.10.550.774 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:40:08] 0.12.658.291 I kl_divergence: 2.11 seconds per pass - ETA 1.75 minutes [2026-06-11 20:40:08] [2026-06-11 20:40:08] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:40:09] 1 5.9938 ± 1.0164 -0.00028 ± 0.00324 0.00084 ± 0.00008 0.886 ± 0.117 % 99.608 ± 0.392 % [2026-06-11 20:40:11] 2 8.8970 ± 1.1554 0.00390 ± 0.00255 0.00120 ± 0.00013 1.180 ± 0.223 % 99.020 ± 0.437 % [2026-06-11 20:40:13] 3 9.0802 ± 0.9482 0.00521 ± 0.00230 0.00145 ± 0.00013 1.226 ± 0.156 % 99.085 ± 0.344 % [2026-06-11 20:40:15] 4 8.8806 ± 0.7712 0.00223 ± 0.00199 0.00138 ± 0.00010 1.191 ± 0.122 % 98.922 ± 0.324 % [2026-06-11 20:40:17] 5 8.9657 ± 0.6835 0.00386 ± 0.00176 0.00144 ± 0.00008 1.188 ± 0.100 % 98.510 ± 0.339 % [2026-06-11 20:40:19] 6 9.2722 ± 0.6387 0.00303 ± 0.00157 0.00146 ± 0.00007 1.154 ± 0.087 % 97.974 ± 0.360 % [2026-06-11 20:40:21] 7 9.6008 ± 0.6129 0.00343 ± 0.00144 0.00143 ± 0.00006 1.115 ± 0.077 % 98.039 ± 0.328 % [2026-06-11 20:40:23] 8 10.4644 ± 0.6435 0.00343 ± 0.00135 0.00147 ± 0.00006 1.101 ± 0.069 % 97.794 ± 0.325 % [2026-06-11 20:40:25] 9 11.0922 ± 0.6476 0.00397 ± 0.00125 0.00143 ± 0.00006 1.076 ± 0.064 % 97.865 ± 0.302 % [2026-06-11 20:40:27] 10 11.5339 ± 0.6412 0.00461 ± 0.00118 0.00143 ± 0.00005 1.065 ± 0.059 % 97.922 ± 0.283 % [2026-06-11 20:40:29] 11 11.4235 ± 0.6035 0.00411 ± 0.00113 0.00143 ± 0.00005 1.063 ± 0.054 % 97.968 ± 0.266 % [2026-06-11 20:40:31] 12 11.5627 ± 0.5870 0.00422 ± 0.00108 0.00141 ± 0.00005 1.057 ± 0.050 % 98.105 ± 0.247 % [2026-06-11 20:40:33] 13 12.2538 ± 0.6075 0.00467 ± 0.00110 0.00146 ± 0.00005 1.060 ± 0.047 % 97.979 ± 0.244 % [2026-06-11 20:40:35] 14 11.6636 ± 0.5546 0.00496 ± 0.00118 0.00149 ± 0.00005 1.109 ± 0.055 % 97.871 ± 0.242 % [2026-06-11 20:40:37] 15 11.5540 ± 0.5304 0.00512 ± 0.00120 0.00153 ± 0.00005 1.110 ± 0.052 % 97.882 ± 0.233 % [2026-06-11 20:40:39] 16 11.6799 ± 0.5234 0.00569 ± 0.00116 0.00152 ± 0.00005 1.104 ± 0.049 % 97.868 ± 0.226 % [2026-06-11 20:40:41] 17 10.8742 ± 0.4684 0.00541 ± 0.00111 0.00152 ± 0.00006 1.099 ± 0.047 % 97.924 ± 0.217 % [2026-06-11 20:40:44] 18 10.8677 ± 0.4534 0.00556 ± 0.00108 0.00155 ± 0.00006 1.106 ± 0.045 % 97.952 ± 0.209 % [2026-06-11 20:40:46] 19 10.7638 ± 0.4383 0.00526 ± 0.00112 0.00172 ± 0.00013 1.204 ± 0.099 % 97.895 ± 0.206 % [2026-06-11 20:40:48] 20 10.7960 ± 0.4286 0.00515 ± 0.00109 0.00177 ± 0.00013 1.272 ± 0.108 % 97.863 ± 0.203 % [2026-06-11 20:40:50] 21 10.4062 ± 0.4008 0.00500 ± 0.00107 0.00178 ± 0.00012 1.272 ± 0.103 % 97.815 ± 0.200 % [2026-06-11 20:40:52] 22 10.2774 ± 0.3859 0.00539 ± 0.00104 0.00179 ± 0.00012 1.276 ± 0.098 % 97.772 ± 0.197 % [2026-06-11 20:40:54] 23 9.8824 ± 0.3605 0.00557 ± 0.00101 0.00177 ± 0.00011 1.276 ± 0.094 % 97.801 ± 0.192 % [2026-06-11 20:40:56] 24 9.3915 ± 0.3321 0.00557 ± 0.00098 0.00175 ± 0.00011 1.282 ± 0.091 % 97.827 ± 0.186 % [2026-06-11 20:40:58] 25 9.2157 ± 0.3181 0.00567 ± 0.00095 0.00174 ± 0.00010 1.281 ± 0.087 % 97.898 ± 0.180 % [2026-06-11 20:41:00] 26 8.9625 ± 0.3008 0.00545 ± 0.00092 0.00172 ± 0.00010 1.273 ± 0.084 % 97.934 ± 0.175 % [2026-06-11 20:41:02] 27 8.7928 ± 0.2883 0.00529 ± 0.00090 0.00170 ± 0.00010 1.271 ± 0.081 % 97.952 ± 0.171 % [2026-06-11 20:41:04] 28 8.6826 ± 0.2791 0.00532 ± 0.00088 0.00169 ± 0.00009 1.262 ± 0.079 % 97.983 ± 0.166 % [2026-06-11 20:41:06] 29 8.6414 ± 0.2726 0.00559 ± 0.00092 0.00168 ± 0.00009 1.258 ± 0.077 % 98.039 ± 0.161 % [2026-06-11 20:41:08] 30 8.6154 ± 0.2669 0.00568 ± 0.00090 0.00169 ± 0.00009 1.259 ± 0.074 % 98.039 ± 0.159 % [2026-06-11 20:41:10] 31 8.5292 ± 0.2590 0.00563 ± 0.00088 0.00168 ± 0.00008 1.254 ± 0.072 % 98.052 ± 0.155 % [2026-06-11 20:41:12] 32 8.5285 ± 0.2550 0.00553 ± 0.00087 0.00170 ± 0.00008 1.277 ± 0.070 % 98.051 ± 0.153 % [2026-06-11 20:41:14] 33 8.4815 ± 0.2495 0.00537 ± 0.00085 0.00170 ± 0.00008 1.276 ± 0.068 % 98.051 ± 0.151 % [2026-06-11 20:41:16] 34 8.5615 ± 0.2487 0.00547 ± 0.00084 0.00170 ± 0.00008 1.269 ± 0.067 % 98.051 ± 0.148 % [2026-06-11 20:41:18] 35 8.6573 ± 0.2479 0.00565 ± 0.00082 0.00170 ± 0.00007 1.265 ± 0.065 % 98.006 ± 0.148 % [2026-06-11 20:41:20] 36 8.8409 ± 0.2500 0.00569 ± 0.00081 0.00172 ± 0.00007 1.261 ± 0.064 % 97.996 ± 0.146 % [2026-06-11 20:41:22] 37 8.9523 ± 0.2496 0.00552 ± 0.00080 0.00173 ± 0.00007 1.255 ± 0.062 % 97.933 ± 0.146 % [2026-06-11 20:41:24] 38 8.9686 ± 0.2468 0.00555 ± 0.00078 0.00174 ± 0.00007 1.254 ± 0.061 % 97.926 ± 0.145 % [2026-06-11 20:41:26] 39 8.9633 ± 0.2436 0.00554 ± 0.00077 0.00173 ± 0.00007 1.249 ± 0.060 % 97.939 ± 0.142 % [2026-06-11 20:41:28] 40 8.9983 ± 0.2421 0.00563 ± 0.00081 0.00173 ± 0.00007 1.264 ± 0.061 % 97.892 ± 0.142 % [2026-06-11 20:41:30] 41 9.0470 ± 0.2409 0.00570 ± 0.00080 0.00174 ± 0.00007 1.260 ± 0.060 % 97.896 ± 0.140 % [2026-06-11 20:41:32] 42 9.1217 ± 0.2402 0.00566 ± 0.00078 0.00173 ± 0.00007 1.256 ± 0.059 % 97.880 ± 0.139 % [2026-06-11 20:41:34] 43 9.1495 ± 0.2387 0.00561 ± 0.00077 0.00173 ± 0.00006 1.256 ± 0.058 % 97.884 ± 0.137 % [2026-06-11 20:41:36] 44 9.1604 ± 0.2364 0.00561 ± 0.00076 0.00174 ± 0.00006 1.255 ± 0.056 % 97.843 ± 0.137 % [2026-06-11 20:41:38] 45 9.2594 ± 0.2370 0.00575 ± 0.00075 0.00174 ± 0.00006 1.253 ± 0.055 % 97.786 ± 0.137 % [2026-06-11 20:41:40] 46 9.2084 ± 0.2326 0.00569 ± 0.00074 0.00179 ± 0.00008 1.348 ± 0.096 % 97.809 ± 0.135 % [2026-06-11 20:41:42] 47 9.3938 ± 0.2360 0.00571 ± 0.00074 0.00189 ± 0.00010 1.429 ± 0.121 % 97.814 ± 0.134 % [2026-06-11 20:41:44] 48 9.4806 ± 0.2361 0.00589 ± 0.00074 0.00188 ± 0.00010 1.420 ± 0.119 % 97.810 ± 0.132 % [2026-06-11 20:41:46] 49 9.3849 ± 0.2306 0.00594 ± 0.00073 0.00187 ± 0.00010 1.414 ± 0.117 % 97.791 ± 0.131 % [2026-06-11 20:41:48] 50 9.4392 ± 0.2299 0.00584 ± 0.00072 0.00187 ± 0.00010 1.406 ± 0.115 % 97.804 ± 0.130 % [2026-06-11 20:41:48] [2026-06-11 20:41:48] ====== Perplexity statistics ====== [2026-06-11 20:41:48] Mean PPL(Q) : 9.439222 ± 0.229884 [2026-06-11 20:41:48] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:41:48] Cor(ln(PPL(Q)), ln(PPL(base))): 99.96% [2026-06-11 20:41:48] Mean ln(PPL(Q)/PPL(base)) : 0.005838 ± 0.000722 [2026-06-11 20:41:48] Mean PPL(Q)/PPL(base) : 1.005855 ± 0.000726 [2026-06-11 20:41:48] Mean PPL(Q)-PPL(base) : 0.054945 ± 0.007069 [2026-06-11 20:41:48] [2026-06-11 20:41:48] ====== KL divergence statistics ====== [2026-06-11 20:41:48] Mean KLD: 0.001868 ± 0.000096 [2026-06-11 20:41:48] Maximum KLD: 0.771028 [2026-06-11 20:41:48] 99.9% KLD: 0.075975 [2026-06-11 20:41:48] 99.0% KLD: 0.011109 [2026-06-11 20:41:48] 95.0% KLD: 0.005016 [2026-06-11 20:41:48] 90.0% KLD: 0.003365 [2026-06-11 20:41:48] Median KLD: 0.001042 [2026-06-11 20:41:48] 10.0% KLD: 0.000031 [2026-06-11 20:41:48] 5.0% KLD: 0.000007 [2026-06-11 20:41:48] 1.0% KLD: -0.000001 [2026-06-11 20:41:48] 0.1% KLD: -0.000018 [2026-06-11 20:41:48] Minimum KLD: -0.000095 [2026-06-11 20:41:48] [2026-06-11 20:41:48] ====== Token probability statistics ====== [2026-06-11 20:41:48] Mean Δp: -0.041 ± 0.012 % [2026-06-11 20:41:48] Maximum Δp: 32.480% [2026-06-11 20:41:48] 99.9% Δp: 7.153% [2026-06-11 20:41:48] 99.0% Δp: 3.300% [2026-06-11 20:41:48] 95.0% Δp: 1.766% [2026-06-11 20:41:48] 90.0% Δp: 0.879% [2026-06-11 20:41:48] 75.0% Δp: 0.135% [2026-06-11 20:41:48] Median Δp: -0.000% [2026-06-11 20:41:48] 25.0% Δp: -0.169% [2026-06-11 20:41:48] 10.0% Δp: -1.050% [2026-06-11 20:41:48] 5.0% Δp: -1.992% [2026-06-11 20:41:48] 1.0% Δp: -3.482% [2026-06-11 20:41:48] 0.1% Δp: -7.118% [2026-06-11 20:41:48] Minimum Δp: -52.935% [2026-06-11 20:41:48] RMS Δp : 1.406 ± 0.115 % [2026-06-11 20:41:48] Same top p: 97.804 ± 0.130 % [2026-06-11 20:41:48] [2026-06-11 20:41:48] ✅ Finished target model 35: 1 files evaluated [2026-06-11 20:41:50] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-Q5_K/Qwen3.5_4B-MoQ-layers_8-11-Q5_K.gguf to free disk space [2026-06-11 20:41:50] ============================================================ [2026-06-11 20:41:50] TARGET MODEL 36/37: w-ahmad/test3 / MoQ-layers_8-11-Q6_K/Qwen3.5_4B-MoQ-layers_8-11-Q6_K.gguf [2026-06-11 20:41:50] ============================================================ [2026-06-11 20:42:13] [1/1] MoQ-layers_8-11-Q6_K/Qwen3.5_4B-MoQ-layers_8-11-Q6_K.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:42:13] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-Q6_K/Qwen3.5_4B-MoQ-layers_8-11-Q6_K.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:42:14] 0.00.309.634 I common_init_result: fitting params to device memory ... [2026-06-11 20:42:14] 0.00.309.643 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:42:23] 0.09.969.511 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:42:23] 0.10.021.648 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:42:24] 0.10.299.611 I [2026-06-11 20:42:24] 0.10.299.741 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:42:24] 0.10.390.536 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:42:26] 0.12.520.601 I kl_divergence: 2.13 seconds per pass - ETA 1.77 minutes [2026-06-11 20:42:26] [2026-06-11 20:42:26] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:42:26] 1 6.0089 ± 1.0200 0.00223 ± 0.00218 0.00044 ± 0.00005 0.659 ± 0.074 % 99.216 ± 0.554 % [2026-06-11 20:42:28] 2 8.8797 ± 1.1541 0.00196 ± 0.00182 0.00063 ± 0.00009 0.988 ± 0.186 % 98.627 ± 0.516 % [2026-06-11 20:42:30] 3 9.0456 ± 0.9449 0.00139 ± 0.00160 0.00066 ± 0.00006 0.978 ± 0.129 % 98.824 ± 0.390 % [2026-06-11 20:42:32] 4 8.8662 ± 0.7706 0.00061 ± 0.00135 0.00066 ± 0.00005 0.937 ± 0.102 % 98.922 ± 0.324 % [2026-06-11 20:42:34] 5 8.9388 ± 0.6816 0.00086 ± 0.00119 0.00067 ± 0.00004 0.907 ± 0.086 % 98.745 ± 0.312 % [2026-06-11 20:42:36] 6 9.2572 ± 0.6380 0.00140 ± 0.00105 0.00068 ± 0.00003 0.880 ± 0.074 % 98.431 ± 0.318 % [2026-06-11 20:42:38] 7 9.5822 ± 0.6116 0.00150 ± 0.00097 0.00067 ± 0.00003 0.855 ± 0.066 % 98.543 ± 0.284 % [2026-06-11 20:42:40] 8 10.4475 ± 0.6426 0.00182 ± 0.00092 0.00068 ± 0.00003 0.845 ± 0.059 % 98.431 ± 0.275 % [2026-06-11 20:42:42] 9 11.0649 ± 0.6461 0.00151 ± 0.00087 0.00068 ± 0.00003 0.844 ± 0.053 % 98.519 ± 0.252 % [2026-06-11 20:42:44] 10 11.5001 ± 0.6391 0.00167 ± 0.00083 0.00070 ± 0.00003 0.834 ± 0.049 % 98.549 ± 0.237 % [2026-06-11 20:42:46] 11 11.3847 ± 0.6012 0.00071 ± 0.00079 0.00068 ± 0.00002 0.817 ± 0.046 % 98.610 ± 0.221 % [2026-06-11 20:42:48] 12 11.5227 ± 0.5846 0.00076 ± 0.00075 0.00069 ± 0.00002 0.818 ± 0.042 % 98.595 ± 0.213 % [2026-06-11 20:42:51] 13 12.2048 ± 0.6047 0.00066 ± 0.00073 0.00069 ± 0.00002 0.812 ± 0.040 % 98.612 ± 0.203 % [2026-06-11 20:42:53] 14 11.6159 ± 0.5519 0.00087 ± 0.00084 0.00071 ± 0.00002 0.841 ± 0.039 % 98.655 ± 0.193 % [2026-06-11 20:42:55] 15 11.4989 ± 0.5273 0.00034 ± 0.00082 0.00071 ± 0.00002 0.842 ± 0.036 % 98.667 ± 0.185 % [2026-06-11 20:42:57] 16 11.6195 ± 0.5201 0.00050 ± 0.00078 0.00070 ± 0.00002 0.834 ± 0.035 % 98.627 ± 0.182 % [2026-06-11 20:42:59] 17 10.8234 ± 0.4657 0.00074 ± 0.00075 0.00070 ± 0.00002 0.836 ± 0.033 % 98.639 ± 0.176 % [2026-06-11 20:43:01] 18 10.8156 ± 0.4507 0.00076 ± 0.00072 0.00070 ± 0.00002 0.837 ± 0.031 % 98.649 ± 0.170 % [2026-06-11 20:43:03] 19 10.7169 ± 0.4359 0.00090 ± 0.00070 0.00072 ± 0.00002 0.859 ± 0.039 % 98.679 ± 0.164 % [2026-06-11 20:43:05] 20 10.7486 ± 0.4262 0.00076 ± 0.00069 0.00074 ± 0.00002 0.877 ± 0.039 % 98.725 ± 0.157 % [2026-06-11 20:43:08] 21 10.3637 ± 0.3986 0.00091 ± 0.00067 0.00074 ± 0.00002 0.872 ± 0.037 % 98.711 ± 0.154 % [2026-06-11 20:43:10] 22 10.2307 ± 0.3836 0.00085 ± 0.00065 0.00075 ± 0.00002 0.884 ± 0.036 % 98.699 ± 0.151 % [2026-06-11 20:43:12] 23 9.8363 ± 0.3583 0.00089 ± 0.00063 0.00075 ± 0.00002 0.888 ± 0.034 % 98.721 ± 0.147 % [2026-06-11 20:43:14] 24 9.3482 ± 0.3300 0.00095 ± 0.00062 0.00075 ± 0.00002 0.884 ± 0.033 % 98.725 ± 0.143 % [2026-06-11 20:43:16] 25 9.1714 ± 0.3160 0.00084 ± 0.00060 0.00075 ± 0.00002 0.888 ± 0.032 % 98.761 ± 0.139 % [2026-06-11 20:43:18] 26 8.9206 ± 0.2989 0.00076 ± 0.00059 0.00075 ± 0.00002 0.884 ± 0.031 % 98.748 ± 0.137 % [2026-06-11 20:43:20] 27 8.7534 ± 0.2866 0.00080 ± 0.00057 0.00074 ± 0.00002 0.881 ± 0.030 % 98.736 ± 0.135 % [2026-06-11 20:43:22] 28 8.6445 ± 0.2774 0.00092 ± 0.00056 0.00074 ± 0.00002 0.883 ± 0.029 % 98.768 ± 0.131 % [2026-06-11 20:43:24] 29 8.6044 ± 0.2710 0.00130 ± 0.00064 0.00074 ± 0.00002 0.887 ± 0.028 % 98.769 ± 0.128 % [2026-06-11 20:43:26] 30 8.5781 ± 0.2653 0.00134 ± 0.00063 0.00074 ± 0.00002 0.887 ± 0.028 % 98.758 ± 0.127 % [2026-06-11 20:43:28] 31 8.4927 ± 0.2575 0.00133 ± 0.00061 0.00074 ± 0.00002 0.885 ± 0.027 % 98.786 ± 0.123 % [2026-06-11 20:43:30] 32 8.4925 ± 0.2536 0.00130 ± 0.00060 0.00075 ± 0.00002 0.890 ± 0.026 % 98.775 ± 0.122 % [2026-06-11 20:43:32] 33 8.4464 ± 0.2480 0.00122 ± 0.00059 0.00075 ± 0.00002 0.887 ± 0.026 % 98.764 ± 0.120 % [2026-06-11 20:43:34] 34 8.5257 ± 0.2472 0.00128 ± 0.00058 0.00075 ± 0.00002 0.881 ± 0.025 % 98.766 ± 0.119 % [2026-06-11 20:43:35] 35 8.6184 ± 0.2463 0.00115 ± 0.00057 0.00075 ± 0.00002 0.877 ± 0.024 % 98.745 ± 0.118 % [2026-06-11 20:43:37] 36 8.8003 ± 0.2484 0.00110 ± 0.00056 0.00076 ± 0.00002 0.876 ± 0.024 % 98.725 ± 0.117 % [2026-06-11 20:43:39] 37 8.9129 ± 0.2481 0.00111 ± 0.00055 0.00076 ± 0.00002 0.872 ± 0.023 % 98.707 ± 0.116 % [2026-06-11 20:43:41] 38 8.9297 ± 0.2452 0.00120 ± 0.00054 0.00075 ± 0.00002 0.870 ± 0.023 % 98.689 ± 0.116 % [2026-06-11 20:43:43] 39 8.9246 ± 0.2420 0.00121 ± 0.00053 0.00075 ± 0.00001 0.872 ± 0.022 % 98.693 ± 0.114 % [2026-06-11 20:43:45] 40 8.9612 ± 0.2407 0.00149 ± 0.00059 0.00076 ± 0.00001 0.871 ± 0.022 % 98.676 ± 0.113 % [2026-06-11 20:43:47] 41 9.0079 ± 0.2394 0.00137 ± 0.00058 0.00076 ± 0.00001 0.872 ± 0.022 % 98.680 ± 0.112 % [2026-06-11 20:43:49] 42 9.0811 ± 0.2386 0.00120 ± 0.00057 0.00076 ± 0.00001 0.870 ± 0.021 % 98.702 ± 0.109 % [2026-06-11 20:43:51] 43 9.1076 ± 0.2372 0.00102 ± 0.00056 0.00075 ± 0.00001 0.868 ± 0.021 % 98.714 ± 0.108 % [2026-06-11 20:43:53] 44 9.1195 ± 0.2349 0.00113 ± 0.00055 0.00075 ± 0.00001 0.864 ± 0.020 % 98.681 ± 0.108 % [2026-06-11 20:43:55] 45 9.2164 ± 0.2354 0.00109 ± 0.00054 0.00075 ± 0.00001 0.864 ± 0.020 % 98.658 ± 0.107 % [2026-06-11 20:43:57] 46 9.1660 ± 0.2311 0.00108 ± 0.00053 0.00075 ± 0.00001 0.865 ± 0.020 % 98.653 ± 0.106 % [2026-06-11 20:43:59] 47 9.3477 ± 0.2343 0.00080 ± 0.00053 0.00078 ± 0.00002 0.880 ± 0.025 % 98.648 ± 0.105 % [2026-06-11 20:44:01] 48 9.4339 ± 0.2344 0.00095 ± 0.00054 0.00078 ± 0.00002 0.877 ± 0.025 % 98.660 ± 0.104 % [2026-06-11 20:44:03] 49 9.3375 ± 0.2290 0.00088 ± 0.00054 0.00079 ± 0.00002 0.877 ± 0.024 % 98.663 ± 0.103 % [2026-06-11 20:44:05] 50 9.3921 ± 0.2282 0.00084 ± 0.00053 0.00079 ± 0.00002 0.875 ± 0.024 % 98.659 ± 0.102 % [2026-06-11 20:44:05] [2026-06-11 20:44:05] ====== Perplexity statistics ====== [2026-06-11 20:44:05] Mean PPL(Q) : 9.392133 ± 0.228244 [2026-06-11 20:44:05] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:44:05] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 20:44:05] Mean ln(PPL(Q)/PPL(base)) : 0.000837 ± 0.000531 [2026-06-11 20:44:05] Mean PPL(Q)/PPL(base) : 1.000837 ± 0.000531 [2026-06-11 20:44:05] Mean PPL(Q)-PPL(base) : 0.007856 ± 0.004997 [2026-06-11 20:44:05] [2026-06-11 20:44:05] ====== KL divergence statistics ====== [2026-06-11 20:44:05] Mean KLD: 0.000790 ± 0.000024 [2026-06-11 20:44:05] Maximum KLD: 0.217542 [2026-06-11 20:44:05] 99.9% KLD: 0.021804 [2026-06-11 20:44:05] 99.0% KLD: 0.004743 [2026-06-11 20:44:05] 95.0% KLD: 0.002209 [2026-06-11 20:44:05] 90.0% KLD: 0.001839 [2026-06-11 20:44:05] Median KLD: 0.000389 [2026-06-11 20:44:05] 10.0% KLD: 0.000007 [2026-06-11 20:44:05] 5.0% KLD: 0.000001 [2026-06-11 20:44:05] 1.0% KLD: -0.000004 [2026-06-11 20:44:05] 0.1% KLD: -0.000019 [2026-06-11 20:44:05] Minimum KLD: -0.000077 [2026-06-11 20:44:05] [2026-06-11 20:44:05] ====== Token probability statistics ====== [2026-06-11 20:44:05] Mean Δp: -0.008 ± 0.008 % [2026-06-11 20:44:05] Maximum Δp: 14.536% [2026-06-11 20:44:05] 99.9% Δp: 4.400% [2026-06-11 20:44:05] 99.0% Δp: 2.891% [2026-06-11 20:44:05] 95.0% Δp: 1.287% [2026-06-11 20:44:05] 90.0% Δp: 0.505% [2026-06-11 20:44:05] 75.0% Δp: 0.057% [2026-06-11 20:44:05] Median Δp: -0.000% [2026-06-11 20:44:05] 25.0% Δp: -0.072% [2026-06-11 20:44:05] 10.0% Δp: -0.549% [2026-06-11 20:44:05] 5.0% Δp: -1.331% [2026-06-11 20:44:05] 1.0% Δp: -2.941% [2026-06-11 20:44:05] 0.1% Δp: -4.754% [2026-06-11 20:44:05] Minimum Δp: -18.644% [2026-06-11 20:44:05] RMS Δp : 0.875 ± 0.024 % [2026-06-11 20:44:05] Same top p: 98.659 ± 0.102 % [2026-06-11 20:44:05] [2026-06-11 20:44:06] ✅ Finished target model 36: 1 files evaluated [2026-06-11 20:44:07] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-Q6_K/Qwen3.5_4B-MoQ-layers_8-11-Q6_K.gguf to free disk space [2026-06-11 20:44:07] ============================================================ [2026-06-11 20:44:07] TARGET MODEL 37/37: w-ahmad/test3 / MoQ-layers_8-11-Q8_0/Qwen3.5_4B-MoQ-layers_8-11-Q8_0.gguf [2026-06-11 20:44:07] ============================================================ [2026-06-11 20:44:30] [1/1] MoQ-layers_8-11-Q8_0/Qwen3.5_4B-MoQ-layers_8-11-Q8_0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat) [2026-06-11 20:44:31] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_8-11-Q8_0/Qwen3.5_4B-MoQ-layers_8-11-Q8_0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50 [2026-06-11 20:44:31] 0.00.297.967 I common_init_result: fitting params to device memory ... [2026-06-11 20:44:31] 0.00.297.998 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) [2026-06-11 20:44:41] 0.10.330.621 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized [2026-06-11 20:44:41] 0.10.384.847 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) [2026-06-11 20:44:42] 0.10.672.637 I [2026-06-11 20:44:42] 0.10.672.832 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | [2026-06-11 20:44:42] 0.10.765.809 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1 [2026-06-11 20:44:44] 0.12.869.826 I kl_divergence: 2.10 seconds per pass - ETA 1.75 minutes [2026-06-11 20:44:44] [2026-06-11 20:44:44] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p [2026-06-11 20:44:44] 1 5.9954 ± 1.0171 -0.00002 ± 0.00175 0.00035 ± 0.00004 0.644 ± 0.075 % 100.000 ± 0.000 % [2026-06-11 20:44:46] 2 8.8619 ± 1.1514 -0.00005 ± 0.00147 0.00040 ± 0.00003 0.707 ± 0.064 % 99.412 ± 0.339 % [2026-06-11 20:44:48] 3 9.0376 ± 0.9436 0.00051 ± 0.00116 0.00042 ± 0.00002 0.708 ± 0.049 % 99.477 ± 0.261 % [2026-06-11 20:44:50] 4 8.8673 ± 0.7703 0.00073 ± 0.00100 0.00043 ± 0.00002 0.704 ± 0.042 % 99.314 ± 0.259 % [2026-06-11 20:44:52] 5 8.9403 ± 0.6817 0.00102 ± 0.00088 0.00043 ± 0.00002 0.684 ± 0.036 % 99.137 ± 0.259 % [2026-06-11 20:44:54] 6 9.2530 ± 0.6377 0.00095 ± 0.00078 0.00042 ± 0.00002 0.678 ± 0.033 % 99.020 ± 0.252 % [2026-06-11 20:44:56] 7 9.5788 ± 0.6116 0.00115 ± 0.00072 0.00042 ± 0.00001 0.669 ± 0.030 % 99.104 ± 0.223 % [2026-06-11 20:44:58] 8 10.4444 ± 0.6425 0.00151 ± 0.00067 0.00042 ± 0.00001 0.660 ± 0.028 % 99.069 ± 0.213 % [2026-06-11 20:45:00] 9 11.0677 ± 0.6464 0.00176 ± 0.00063 0.00042 ± 0.00001 0.651 ± 0.027 % 99.041 ± 0.203 % [2026-06-11 20:45:02] 10 11.5056 ± 0.6397 0.00215 ± 0.00060 0.00041 ± 0.00001 0.639 ± 0.025 % 99.059 ± 0.191 % [2026-06-11 20:45:04] 11 11.3947 ± 0.6020 0.00159 ± 0.00058 0.00042 ± 0.00001 0.636 ± 0.024 % 99.073 ± 0.181 % [2026-06-11 20:45:06] 12 11.5302 ± 0.5854 0.00141 ± 0.00056 0.00042 ± 0.00001 0.647 ± 0.022 % 99.150 ± 0.166 % [2026-06-11 20:45:08] 13 12.2131 ± 0.6054 0.00134 ± 0.00055 0.00043 ± 0.00001 0.643 ± 0.021 % 99.095 ± 0.165 % [2026-06-11 20:45:10] 14 11.6220 ± 0.5524 0.00139 ± 0.00069 0.00044 ± 0.00001 0.682 ± 0.034 % 99.160 ± 0.153 % [2026-06-11 20:45:13] 15 11.5077 ± 0.5280 0.00111 ± 0.00067 0.00045 ± 0.00001 0.681 ± 0.032 % 99.163 ± 0.147 % [2026-06-11 20:45:15] 16 11.6281 ± 0.5207 0.00124 ± 0.00064 0.00045 ± 0.00001 0.678 ± 0.031 % 99.118 ± 0.146 % [2026-06-11 20:45:17] 17 10.8291 ± 0.4662 0.00126 ± 0.00061 0.00045 ± 0.00001 0.676 ± 0.029 % 99.123 ± 0.142 % [2026-06-11 20:45:19] 18 10.8220 ± 0.4512 0.00135 ± 0.00059 0.00045 ± 0.00001 0.675 ± 0.028 % 99.150 ± 0.135 % [2026-06-11 20:45:21] 19 10.7242 ± 0.4364 0.00157 ± 0.00057 0.00046 ± 0.00001 0.687 ± 0.027 % 99.133 ± 0.133 % [2026-06-11 20:45:23] 20 10.7572 ± 0.4268 0.00156 ± 0.00056 0.00046 ± 0.00001 0.688 ± 0.026 % 99.157 ± 0.128 % [2026-06-11 20:45:25] 21 10.3689 ± 0.3990 0.00141 ± 0.00054 0.00046 ± 0.00001 0.688 ± 0.025 % 99.160 ± 0.125 % [2026-06-11 20:45:27] 22 10.2357 ± 0.3840 0.00133 ± 0.00053 0.00047 ± 0.00001 0.703 ± 0.025 % 99.162 ± 0.122 % [2026-06-11 20:45:29] 23 9.8415 ± 0.3586 0.00142 ± 0.00051 0.00047 ± 0.00001 0.703 ± 0.024 % 99.165 ± 0.119 % [2026-06-11 20:45:32] 24 9.3527 ± 0.3304 0.00143 ± 0.00050 0.00047 ± 0.00001 0.705 ± 0.024 % 99.167 ± 0.116 % [2026-06-11 20:45:34] 25 9.1767 ± 0.3164 0.00142 ± 0.00049 0.00047 ± 0.00001 0.704 ± 0.023 % 99.169 ± 0.114 % [2026-06-11 20:45:36] 26 8.9260 ± 0.2992 0.00137 ± 0.00048 0.00047 ± 0.00001 0.707 ± 0.022 % 99.170 ± 0.111 % [2026-06-11 20:45:38] 27 8.7590 ± 0.2869 0.00144 ± 0.00046 0.00046 ± 0.00001 0.707 ± 0.021 % 99.187 ± 0.108 % [2026-06-11 20:45:40] 28 8.6492 ± 0.2777 0.00146 ± 0.00045 0.00046 ± 0.00001 0.706 ± 0.021 % 99.202 ± 0.105 % [2026-06-11 20:45:42] 29 8.6092 ± 0.2713 0.00185 ± 0.00056 0.00046 ± 0.00001 0.708 ± 0.020 % 99.202 ± 0.103 % [2026-06-11 20:45:44] 30 8.5819 ± 0.2656 0.00178 ± 0.00055 0.00046 ± 0.00001 0.706 ± 0.020 % 99.190 ± 0.103 % [2026-06-11 20:45:46] 31 8.4957 ± 0.2577 0.00169 ± 0.00053 0.00046 ± 0.00001 0.707 ± 0.019 % 99.203 ± 0.100 % [2026-06-11 20:45:47] 32 8.4956 ± 0.2538 0.00167 ± 0.00052 0.00047 ± 0.00001 0.710 ± 0.019 % 99.154 ± 0.101 % [2026-06-11 20:45:49] 33 8.4492 ± 0.2482 0.00155 ± 0.00051 0.00047 ± 0.00001 0.709 ± 0.018 % 99.168 ± 0.099 % [2026-06-11 20:45:51] 34 8.5281 ± 0.2475 0.00156 ± 0.00050 0.00047 ± 0.00001 0.708 ± 0.018 % 99.193 ± 0.096 % [2026-06-11 20:45:53] 35 8.6217 ± 0.2466 0.00153 ± 0.00049 0.00047 ± 0.00001 0.704 ± 0.018 % 99.182 ± 0.095 % [2026-06-11 20:45:55] 36 8.8043 ± 0.2487 0.00155 ± 0.00048 0.00047 ± 0.00001 0.703 ± 0.017 % 99.129 ± 0.097 % [2026-06-11 20:45:57] 37 8.9170 ± 0.2483 0.00156 ± 0.00047 0.00047 ± 0.00001 0.699 ± 0.017 % 99.120 ± 0.096 % [2026-06-11 20:45:59] 38 8.9338 ± 0.2455 0.00165 ± 0.00046 0.00047 ± 0.00001 0.705 ± 0.017 % 99.112 ± 0.095 % [2026-06-11 20:46:01] 39 8.9284 ± 0.2423 0.00164 ± 0.00045 0.00047 ± 0.00001 0.702 ± 0.017 % 99.115 ± 0.094 % [2026-06-11 20:46:03] 40 8.9653 ± 0.2409 0.00195 ± 0.00052 0.00047 ± 0.00001 0.700 ± 0.016 % 99.098 ± 0.094 % [2026-06-11 20:46:05] 41 9.0125 ± 0.2397 0.00187 ± 0.00051 0.00047 ± 0.00001 0.700 ± 0.016 % 99.101 ± 0.092 % [2026-06-11 20:46:07] 42 9.0871 ± 0.2389 0.00186 ± 0.00050 0.00047 ± 0.00001 0.698 ± 0.016 % 99.104 ± 0.091 % [2026-06-11 20:46:09] 43 9.1148 ± 0.2375 0.00181 ± 0.00049 0.00047 ± 0.00001 0.702 ± 0.016 % 99.106 ± 0.090 % [2026-06-11 20:46:11] 44 9.1247 ± 0.2351 0.00171 ± 0.00048 0.00047 ± 0.00001 0.700 ± 0.015 % 99.082 ± 0.090 % [2026-06-11 20:46:13] 45 9.2213 ± 0.2356 0.00163 ± 0.00047 0.00047 ± 0.00001 0.700 ± 0.015 % 99.050 ± 0.091 % [2026-06-11 20:46:15] 46 9.1704 ± 0.2313 0.00156 ± 0.00047 0.00047 ± 0.00001 0.706 ± 0.015 % 99.071 ± 0.089 % [2026-06-11 20:46:17] 47 9.3534 ± 0.2346 0.00141 ± 0.00046 0.00049 ± 0.00001 0.710 ± 0.015 % 99.057 ± 0.088 % [2026-06-11 20:46:19] 48 9.4395 ± 0.2347 0.00155 ± 0.00047 0.00048 ± 0.00001 0.709 ± 0.015 % 99.069 ± 0.087 % [2026-06-11 20:46:21] 49 9.3442 ± 0.2293 0.00160 ± 0.00047 0.00049 ± 0.00001 0.709 ± 0.014 % 99.064 ± 0.086 % [2026-06-11 20:46:23] 50 9.3991 ± 0.2285 0.00158 ± 0.00046 0.00048 ± 0.00001 0.708 ± 0.014 % 99.067 ± 0.085 % [2026-06-11 20:46:23] [2026-06-11 20:46:23] ====== Perplexity statistics ====== [2026-06-11 20:46:23] Mean PPL(Q) : 9.399139 ± 0.228547 [2026-06-11 20:46:23] Mean PPL(base) : 9.384276 ± 0.227802 [2026-06-11 20:46:23] Cor(ln(PPL(Q)), ln(PPL(base))): 99.98% [2026-06-11 20:46:23] Mean ln(PPL(Q)/PPL(base)) : 0.001583 ± 0.000459 [2026-06-11 20:46:23] Mean PPL(Q)/PPL(base) : 1.001584 ± 0.000459 [2026-06-11 20:46:23] Mean PPL(Q)-PPL(base) : 0.014863 ± 0.004355 [2026-06-11 20:46:23] [2026-06-11 20:46:23] ====== KL divergence statistics ====== [2026-06-11 20:46:23] Mean KLD: 0.000484 ± 0.000010 [2026-06-11 20:46:23] Maximum KLD: 0.058491 [2026-06-11 20:46:23] 99.9% KLD: 0.006717 [2026-06-11 20:46:23] 99.0% KLD: 0.002728 [2026-06-11 20:46:23] 95.0% KLD: 0.001864 [2026-06-11 20:46:23] 90.0% KLD: 0.001505 [2026-06-11 20:46:23] Median KLD: 0.000186 [2026-06-11 20:46:23] 10.0% KLD: 0.000002 [2026-06-11 20:46:23] 5.0% KLD: -0.000000 [2026-06-11 20:46:23] 1.0% KLD: -0.000007 [2026-06-11 20:46:23] 0.1% KLD: -0.000018 [2026-06-11 20:46:23] Minimum KLD: -0.000074 [2026-06-11 20:46:23] [2026-06-11 20:46:23] ====== Token probability statistics ====== [2026-06-11 20:46:23] Mean Δp: -0.004 ± 0.006 % [2026-06-11 20:46:23] Maximum Δp: 11.577% [2026-06-11 20:46:23] 99.9% Δp: 3.539% [2026-06-11 20:46:23] 99.0% Δp: 2.717% [2026-06-11 20:46:23] 95.0% Δp: 0.884% [2026-06-11 20:46:23] 90.0% Δp: 0.306% [2026-06-11 20:46:23] 75.0% Δp: 0.033% [2026-06-11 20:46:23] Median Δp: 0.000% [2026-06-11 20:46:23] 25.0% Δp: -0.032% [2026-06-11 20:46:23] 10.0% Δp: -0.330% [2026-06-11 20:46:23] 5.0% Δp: -0.983% [2026-06-11 20:46:23] 1.0% Δp: -2.747% [2026-06-11 20:46:23] 0.1% Δp: -3.471% [2026-06-11 20:46:23] Minimum Δp: -6.529% [2026-06-11 20:46:23] RMS Δp : 0.708 ± 0.014 % [2026-06-11 20:46:23] Same top p: 99.067 ± 0.085 % [2026-06-11 20:46:23] [2026-06-11 20:46:23] ✅ Finished target model 37: 1 files evaluated [2026-06-11 20:46:25] 🗑️ Deleted /kaggle/working/MoQ-layers_8-11-Q8_0/Qwen3.5_4B-MoQ-layers_8-11-Q8_0.gguf to free disk space [2026-06-11 20:46:25] ============================================================ [2026-06-11 20:46:25] ALL DONE [2026-06-11 20:46:25] ============================================================ [2026-06-11 20:46:25] 📁 Final log saved to: models/evaluation/evaluation_log_2e4aa41d0258.txt