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w-ahmad
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eval-test3

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[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 %