File size: 8,465 Bytes
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chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
1 2.1459 ± 0.0792 0.00138 ± 0.02403 0.41924 ± 0.01966 23.058 ± 0.606 % 85.080 ± 0.672 %
2 2.8819 ± 0.0872 -0.01781 ± 0.01407 0.28549 ± 0.01072 18.539 ± 0.419 % 86.927 ± 0.449 %
3 3.1481 ± 0.0776 -0.01039 ± 0.01025 0.23430 ± 0.00747 16.605 ± 0.332 % 87.342 ± 0.362 %
4 3.5646 ± 0.0781 -0.00772 ± 0.00810 0.19611 ± 0.00570 14.937 ± 0.282 % 87.833 ± 0.308 %
5 3.9291 ± 0.0790 -0.00110 ± 0.00693 0.18188 ± 0.00473 14.080 ± 0.247 % 87.716 ± 0.277 %
6 4.2056 ± 0.0774 0.00188 ± 0.00609 0.16623 ± 0.00400 13.276 ± 0.221 % 87.916 ± 0.251 %
7 4.0454 ± 0.0695 0.00052 ± 0.00563 0.16393 ± 0.00379 13.200 ± 0.207 % 88.338 ± 0.229 %
8 4.1740 ± 0.0679 0.00537 ± 0.00536 0.17240 ± 0.00350 13.390 ± 0.191 % 87.806 ± 0.218 %
9 4.3412 ± 0.0677 0.01091 ± 0.00514 0.18047 ± 0.00329 13.537 ± 0.177 % 87.353 ± 0.209 %
10 4.5917 ± 0.0688 0.01347 ± 0.00478 0.17296 ± 0.00302 13.142 ± 0.167 % 87.417 ± 0.198 %
11 4.4829 ± 0.0632 0.01368 ± 0.00453 0.16970 ± 0.00281 12.991 ± 0.157 % 87.473 ± 0.188 %
12 4.4938 ± 0.0603 0.01216 ± 0.00428 0.16617 ± 0.00261 12.825 ± 0.149 % 87.493 ± 0.180 %
13 4.4310 ± 0.0568 0.01044 ± 0.00404 0.16095 ± 0.00245 12.579 ± 0.142 % 87.621 ± 0.172 %
14 4.2773 ± 0.0520 0.01030 ± 0.00381 0.15470 ± 0.00230 12.375 ± 0.136 % 87.927 ± 0.164 %
15 4.4585 ± 0.0532 0.01071 ± 0.00367 0.15435 ± 0.00219 12.332 ± 0.131 % 87.773 ± 0.159 %
16 4.3719 ± 0.0506 0.00756 ± 0.00373 0.16854 ± 0.00235 12.967 ± 0.132 % 87.604 ± 0.155 %
17 4.5115 ± 0.0510 0.01074 ± 0.00357 0.16398 ± 0.00222 12.709 ± 0.127 % 87.579 ± 0.151 %
18 4.5735 ± 0.0503 0.00975 ± 0.00342 0.16020 ± 0.00213 12.540 ± 0.123 % 87.614 ± 0.146 %
19 4.5699 ± 0.0488 0.01056 ± 0.00328 0.15624 ± 0.00202 12.358 ± 0.119 % 87.662 ± 0.142 %
20 4.4839 ± 0.0464 0.00994 ± 0.00316 0.15301 ± 0.00194 12.256 ± 0.115 % 87.739 ± 0.138 %
21 4.4999 ± 0.0456 0.00993 ± 0.00308 0.15183 ± 0.00188 12.178 ± 0.113 % 87.810 ± 0.135 %
22 4.5857 ± 0.0454 0.01078 ± 0.00298 0.14925 ± 0.00181 12.037 ± 0.110 % 87.799 ± 0.132 %
23 4.5360 ± 0.0437 0.01032 ± 0.00288 0.14636 ± 0.00174 11.924 ± 0.107 % 87.906 ± 0.128 %
24 4.5013 ± 0.0423 0.00895 ± 0.00280 0.14435 ± 0.00168 11.843 ± 0.104 % 87.931 ± 0.125 %
25 4.3862 ± 0.0403 0.00726 ± 0.00277 0.14649 ± 0.00167 12.043 ± 0.103 % 87.984 ± 0.123 %
26 4.4350 ± 0.0400 0.00768 ± 0.00269 0.14404 ± 0.00162 11.923 ± 0.101 % 88.053 ± 0.120 %
27 4.4715 ± 0.0396 0.00786 ± 0.00264 0.14354 ± 0.00157 11.898 ± 0.098 % 87.943 ± 0.118 %
28 4.4789 ± 0.0389 0.00800 ± 0.00259 0.14277 ± 0.00154 11.877 ± 0.097 % 87.964 ± 0.116 %
29 4.4557 ± 0.0380 0.00815 ± 0.00253 0.14056 ± 0.00150 11.769 ± 0.095 % 88.038 ± 0.114 %
30 4.4558 ± 0.0373 0.00747 ± 0.00247 0.13925 ± 0.00146 11.718 ± 0.093 % 88.032 ± 0.112 %
31 4.4593 ± 0.0367 0.00798 ± 0.00241 0.13734 ± 0.00142 11.624 ± 0.091 % 88.074 ± 0.110 %
32 4.4927 ± 0.0364 0.00723 ± 0.00238 0.13774 ± 0.00139 11.612 ± 0.089 % 87.984 ± 0.108 %
33 4.5579 ± 0.0364 0.00756 ± 0.00233 0.13686 ± 0.00136 11.531 ± 0.088 % 87.937 ± 0.107 %
34 4.6180 ± 0.0365 0.00763 ± 0.00228 0.13546 ± 0.00132 11.437 ± 0.086 % 87.901 ± 0.105 %
35 4.6576 ± 0.0362 0.00747 ± 0.00223 0.13408 ± 0.00129 11.357 ± 0.084 % 87.892 ± 0.104 %
36 4.6216 ± 0.0355 0.00579 ± 0.00225 0.14064 ± 0.00133 11.688 ± 0.084 % 87.746 ± 0.103 %
37 4.5428 ± 0.0343 0.00597 ± 0.00229 0.14805 ± 0.00141 12.111 ± 0.086 % 87.683 ± 0.102 %
38 4.5313 ± 0.0339 0.00467 ± 0.00229 0.15287 ± 0.00142 12.340 ± 0.085 % 87.547 ± 0.101 %
39 4.5411 ± 0.0337 0.00396 ± 0.00230 0.15590 ± 0.00142 12.466 ± 0.084 % 87.452 ± 0.100 %
40 4.5225 ± 0.0331 0.00384 ± 0.00227 0.15626 ± 0.00141 12.489 ± 0.083 % 87.442 ± 0.099 %
41 4.5404 ± 0.0327 0.00396 ± 0.00223 0.15450 ± 0.00138 12.403 ± 0.082 % 87.470 ± 0.097 %
42 4.5390 ± 0.0323 0.00344 ± 0.00219 0.15301 ± 0.00135 12.338 ± 0.081 % 87.517 ± 0.096 %
43 4.5420 ± 0.0320 0.00368 ± 0.00216 0.15191 ± 0.00132 12.287 ± 0.080 % 87.524 ± 0.095 %
44 4.5445 ± 0.0317 0.00423 ± 0.00214 0.15135 ± 0.00130 12.257 ± 0.079 % 87.567 ± 0.094 %
45 4.5532 ± 0.0314 0.00393 ± 0.00211 0.15030 ± 0.00128 12.202 ± 0.078 % 87.593 ± 0.093 %
46 4.5788 ± 0.0313 0.00323 ± 0.00208 0.14946 ± 0.00126 12.160 ± 0.077 % 87.578 ± 0.092 %
47 4.5879 ± 0.0311 0.00376 ± 0.00206 0.15046 ± 0.00125 12.184 ± 0.076 % 87.565 ± 0.091 %
48 4.5725 ± 0.0307 0.00424 ± 0.00205 0.15099 ± 0.00123 12.221 ± 0.075 % 87.554 ± 0.090 %
49 4.5980 ± 0.0307 0.00455 ± 0.00204 0.15393 ± 0.00124 12.338 ± 0.074 % 87.452 ± 0.089 %
50 4.5243 ± 0.0298 0.00417 ± 0.00205 0.15698 ± 0.00125 12.555 ± 0.074 % 87.439 ± 0.088 %
51 4.5481 ± 0.0296 0.00424 ± 0.00202 0.15560 ± 0.00123 12.490 ± 0.073 % 87.451 ± 0.087 %
====== Perplexity statistics ======
Mean PPL(Q) : 4.548146 ± 0.029646
Mean PPL(base) : 4.528918 ± 0.029000
Cor(ln(PPL(Q)), ln(PPL(base))): 95.14%
Mean ln(PPL(Q)/PPL(base)) : 0.004237 ± 0.002017
Mean PPL(Q)/PPL(base) : 1.004246 ± 0.002025
Mean PPL(Q)-PPL(base) : 0.019228 ± 0.009160
====== KL divergence statistics ======
Mean KLD: 0.155595 ± 0.001229
Maximum KLD: 18.029131
99.9% KLD: 5.668837
99.0% KLD: 2.224843
95.0% KLD: 0.672431
90.0% KLD: 0.333405
Median KLD: 0.032571
10.0% KLD: 0.000032
5.0% KLD: 0.000003
1.0% KLD: 0.000000
0.1% KLD: -0.000003
Minimum KLD: -0.000004
====== Token probability statistics ======
Mean Δp: 0.366 ± 0.033 %
Maximum Δp: 99.996%
99.9% Δp: 89.073%
99.0% Δp: 48.334%
95.0% Δp: 15.886%
90.0% Δp: 7.931%
75.0% Δp: 1.223%
Median Δp: 0.001%
25.0% Δp: -0.900%
10.0% Δp: -7.082%
5.0% Δp: -13.994%
1.0% Δp: -41.282%
0.1% Δp: -83.732%
Minimum Δp: -99.919%
RMS Δp : 12.490 ± 0.073 %
Same top p: 87.451 ± 0.087 %
0.20.452.953 I
0.20.453.094 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 |
0.20.804.905 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
0.27.630.421 I kl_divergence: 6.83 seconds per pass - ETA |