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llama.cpp
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+ 5.13 minutes
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+
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+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
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+ 1 2.1675 ± 0.0744 0.01143 ± 0.02206 0.38128 ± 0.01730 22.625 ± 0.602 % 84.405 ± 0.684 %
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+ 2 2.9484 ± 0.0887 0.00500 ± 0.01366 0.27910 ± 0.01003 18.628 ± 0.422 % 86.590 ± 0.454 %
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+ 3 3.1772 ± 0.0777 -0.00121 ± 0.01001 0.23167 ± 0.00701 16.820 ± 0.334 % 86.750 ± 0.369 %
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+ 4 3.5791 ± 0.0778 -0.00366 ± 0.00791 0.19411 ± 0.00539 15.103 ± 0.284 % 87.700 ± 0.310 %
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+ 5 3.9131 ± 0.0772 -0.00520 ± 0.00678 0.17756 ± 0.00448 14.273 ± 0.251 % 87.730 ± 0.277 %
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+ 6 4.1715 ± 0.0752 -0.00626 ± 0.00591 0.16060 ± 0.00378 13.440 ± 0.226 % 87.957 ± 0.250 %
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+ 7 4.0214 ± 0.0678 -0.00545 ± 0.00553 0.16139 ± 0.00365 13.534 ± 0.215 % 88.323 ± 0.229 %
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+ 8 4.1363 ± 0.0657 -0.00370 ± 0.00527 0.16796 ± 0.00339 13.644 ± 0.196 % 87.704 ± 0.219 %
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+ 9 4.2791 ± 0.0650 -0.00350 ± 0.00508 0.17635 ± 0.00320 13.783 ± 0.182 % 87.140 ± 0.210 %
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+ 10 4.5163 ± 0.0659 -0.00309 ± 0.00471 0.16807 ± 0.00293 13.336 ± 0.172 % 87.190 ± 0.199 %
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+ 11 4.4183 ± 0.0608 -0.00082 ± 0.00444 0.16435 ± 0.00273 13.120 ± 0.162 % 87.324 ± 0.189 %
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+ 12 4.4347 ± 0.0582 -0.00107 ± 0.00418 0.16079 ± 0.00254 12.904 ± 0.154 % 87.306 ± 0.181 %
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+ 13 4.3776 ± 0.0549 -0.00169 ± 0.00394 0.15630 ± 0.00239 12.697 ± 0.146 % 87.474 ± 0.173 %
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+ 14 4.2301 ± 0.0504 -0.00081 ± 0.00372 0.15036 ± 0.00224 12.477 ± 0.140 % 87.785 ± 0.165 %
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+ 15 4.4097 ± 0.0515 -0.00030 ± 0.00359 0.15049 ± 0.00215 12.443 ± 0.135 % 87.687 ± 0.160 %
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+ 16 4.3275 ± 0.0490 -0.00267 ± 0.00367 0.16414 ± 0.00230 13.023 ± 0.135 % 87.473 ± 0.156 %
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+ 17 4.4593 ± 0.0493 -0.00089 ± 0.00350 0.15954 ± 0.00218 12.740 ± 0.130 % 87.516 ± 0.151 %
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+ 18 4.5243 ± 0.0487 -0.00105 ± 0.00335 0.15686 ± 0.00212 12.591 ± 0.127 % 87.553 ± 0.147 %
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+ 19 4.5186 ± 0.0472 -0.00071 ± 0.00322 0.15259 ± 0.00201 12.399 ± 0.123 % 87.555 ± 0.143 %
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+ 20 4.4317 ± 0.0448 -0.00176 ± 0.00309 0.14918 ± 0.00192 12.274 ± 0.119 % 87.687 ± 0.138 %
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+ 21 4.4476 ± 0.0441 -0.00176 ± 0.00302 0.14842 ± 0.00187 12.196 ± 0.116 % 87.770 ± 0.135 %
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+ 22 4.5298 ± 0.0440 -0.00150 ± 0.00291 0.14574 ± 0.00180 12.051 ± 0.113 % 87.733 ± 0.132 %
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+ 23 4.4845 ± 0.0424 -0.00110 ± 0.00282 0.14325 ± 0.00173 11.944 ± 0.110 % 87.845 ± 0.128 %
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+ 24 4.4576 ± 0.0411 -0.00081 ± 0.00275 0.14173 ± 0.00167 11.884 ± 0.107 % 87.852 ± 0.126 %
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+ 25 4.3507 ± 0.0392 -0.00088 ± 0.00273 0.14510 ± 0.00169 12.139 ± 0.106 % 87.896 ± 0.123 %
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+ 26 4.3980 ± 0.0390 -0.00070 ± 0.00266 0.14257 ± 0.00164 12.020 ± 0.104 % 87.981 ± 0.120 %
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+ 27 4.4329 ± 0.0386 -0.00081 ± 0.00260 0.14203 ± 0.00159 11.987 ± 0.101 % 87.931 ± 0.118 %
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+ 28 4.4409 ± 0.0379 -0.00051 ± 0.00254 0.14125 ± 0.00156 11.987 ± 0.100 % 87.976 ± 0.116 %
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+ 29 4.4173 ± 0.0370 -0.00050 ± 0.00248 0.13893 ± 0.00151 11.866 ± 0.098 % 88.059 ± 0.113 %
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+ 30 4.4203 ± 0.0364 -0.00055 ± 0.00243 0.13778 ± 0.00147 11.820 ± 0.096 % 88.076 ± 0.112 %
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+ 31 4.4206 ± 0.0357 -0.00075 ± 0.00237 0.13574 ± 0.00143 11.716 ± 0.094 % 88.119 ± 0.110 %
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+ 32 4.4574 ± 0.0355 -0.00064 ± 0.00233 0.13612 ± 0.00140 11.709 ± 0.092 % 88.022 ± 0.108 %
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+ 33 4.5202 ± 0.0356 -0.00074 ± 0.00229 0.13503 ± 0.00137 11.621 ± 0.090 % 88.008 ± 0.107 %
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+ 34 4.5809 ± 0.0356 -0.00044 ± 0.00224 0.13374 ± 0.00133 11.530 ± 0.089 % 87.983 ± 0.105 %
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+ 35 4.6206 ± 0.0354 -0.00050 ± 0.00219 0.13239 ± 0.00130 11.446 ± 0.087 % 88.004 ± 0.104 %
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+ 36 4.5957 ± 0.0347 0.00015 ± 0.00223 0.13924 ± 0.00134 11.816 ± 0.087 % 87.829 ± 0.103 %
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+ 37 4.5152 ± 0.0336 -0.00013 ± 0.00227 0.14656 ± 0.00142 12.224 ± 0.088 % 87.757 ± 0.102 %
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+ 38 4.5079 ± 0.0332 -0.00050 ± 0.00229 0.15179 ± 0.00143 12.478 ± 0.087 % 87.614 ± 0.101 %
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+ 39 4.5221 ± 0.0330 -0.00023 ± 0.00230 0.15517 ± 0.00142 12.621 ± 0.087 % 87.502 ± 0.100 %
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+ 40 4.5038 ± 0.0324 -0.00030 ± 0.00228 0.15535 ± 0.00141 12.636 ± 0.085 % 87.495 ± 0.099 %
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+ 41 4.5219 ± 0.0321 -0.00013 ± 0.00223 0.15353 ± 0.00138 12.550 ± 0.084 % 87.530 ± 0.097 %
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+ 42 4.5207 ± 0.0317 -0.00059 ± 0.00220 0.15211 ± 0.00135 12.487 ± 0.083 % 87.575 ± 0.096 %
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+ 43 4.5232 ± 0.0314 -0.00046 ± 0.00216 0.15139 ± 0.00133 12.451 ± 0.082 % 87.581 ± 0.095 %
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+ 44 4.5240 ± 0.0311 -0.00029 ± 0.00214 0.15122 ± 0.00131 12.437 ± 0.081 % 87.613 ± 0.094 %
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+ 45 4.5313 ± 0.0308 -0.00088 ± 0.00211 0.15033 ± 0.00129 12.372 ± 0.080 % 87.628 ± 0.093 %
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+ 46 4.5579 ± 0.0308 -0.00136 ± 0.00208 0.14958 ± 0.00127 12.327 ± 0.079 % 87.638 ± 0.091 %
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+ 47 4.5655 ± 0.0305 -0.00113 ± 0.00206 0.15037 ± 0.00126 12.334 ± 0.078 % 87.616 ± 0.091 %
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+ 48 4.5490 ± 0.0301 -0.00091 ± 0.00205 0.15107 ± 0.00125 12.367 ± 0.077 % 87.592 ± 0.090 %
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+ 49 4.5745 ± 0.0301 -0.00056 ± 0.00205 0.15432 ± 0.00126 12.491 ± 0.076 % 87.491 ± 0.089 %
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+ 50 4.5033 ± 0.0292 -0.00047 ± 0.00205 0.15740 ± 0.00127 12.704 ± 0.076 % 87.482 ± 0.088 %
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+ 51 4.5250 ± 0.0291 -0.00086 ± 0.00203 0.15604 ± 0.00125 12.641 ± 0.075 % 87.508 ± 0.087 %
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+
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+ ====== Perplexity statistics ======
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+ Mean PPL(Q) : 4.525035 ± 0.029079
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+ Mean PPL(base) : 4.528918 ± 0.029000
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+ Cor(ln(PPL(Q)), ln(PPL(base))): 95.01%
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+ Mean ln(PPL(Q)/PPL(base)) : -0.000858 ± 0.002026
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+ Mean PPL(Q)/PPL(base) : 0.999143 ± 0.002025
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+ Mean PPL(Q)-PPL(base) : -0.003882 ± 0.009174
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+
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+ ====== KL divergence statistics ======
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+ Mean KLD: 0.156042 ± 0.001246
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+ Maximum KLD: 16.914986
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+ 99.9% KLD: 5.648973
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+ 99.0% KLD: 2.292591
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+ 95.0% KLD: 0.688855
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+ 90.0% KLD: 0.336791
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+ Median KLD: 0.028799
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+ 10.0% KLD: 0.000030
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+ 5.0% KLD: 0.000003
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+ 1.0% KLD: 0.000000
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+ 0.1% KLD: -0.000003
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+ Minimum KLD: -0.000005
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+
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+ ====== Token probability statistics ======
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+ Mean Δp: 0.039 ± 0.033 %
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+ Maximum Δp: 99.996%
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+ 99.9% Δp: 88.906%
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+ 99.0% Δp: 45.986%
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+ 95.0% Δp: 15.029%
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+ 90.0% Δp: 7.307%
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+ 75.0% Δp: 1.061%
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+ Median Δp: 0.000%
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+ 25.0% Δp: -1.016%
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+ 10.0% Δp: -7.288%
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+ 5.0% Δp: -14.632%
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+ 1.0% Δp: -45.706%
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+ 0.1% Δp: -88.637%
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+ Minimum Δp: -99.984%
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+ RMS Δp : 12.641 ± 0.075 %
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+ Same top p: 87.508 ± 0.087 %
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+
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+ 0.18.445.156 I
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+ 0.18.445.293 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
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+ 0.18.798.925 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
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+ 0.24.840.564 I kl_divergence: 6.04 seconds per pass - ETA