diff --git "a/evaluation_log_2e4aa41d0258.txt" "b/evaluation_log_2e4aa41d0258.txt" --- "a/evaluation_log_2e4aa41d0258.txt" +++ "b/evaluation_log_2e4aa41d0258.txt" @@ -1,3 +1,9277 @@ +[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