File size: 8,466 Bytes
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chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
1 3.0449 ± 0.1267 0.35132 ± 0.03277 0.69395 ± 0.02614 31.816 ± 0.639 % 76.163 ± 0.803 %
2 3.5095 ± 0.1090 0.17920 ± 0.01911 0.48049 ± 0.01459 25.437 ± 0.448 % 80.391 ± 0.529 %
3 3.6799 ± 0.0931 0.14568 ± 0.01386 0.40000 ± 0.01036 22.601 ± 0.359 % 81.729 ± 0.421 %
4 4.0230 ± 0.0888 0.11325 ± 0.01100 0.34071 ± 0.00798 20.422 ± 0.305 % 82.202 ± 0.360 %
5 4.3541 ± 0.0871 0.10161 ± 0.00944 0.31576 ± 0.00658 19.210 ± 0.267 % 82.245 ± 0.322 %
6 4.6019 ± 0.0839 0.09194 ± 0.00821 0.29046 ± 0.00556 18.135 ± 0.240 % 82.351 ± 0.293 %
7 4.4297 ± 0.0755 0.09125 ± 0.00761 0.28668 ± 0.00525 18.043 ± 0.225 % 82.964 ± 0.268 %
8 4.5545 ± 0.0734 0.09261 ± 0.00716 0.29582 ± 0.00487 18.014 ± 0.207 % 82.593 ± 0.253 %
9 4.7265 ± 0.0729 0.09593 ± 0.00681 0.30250 ± 0.00453 17.906 ± 0.192 % 82.238 ± 0.240 %
10 4.9721 ± 0.0736 0.09306 ± 0.00632 0.29239 ± 0.00416 17.453 ± 0.181 % 82.256 ± 0.228 %
11 4.8455 ± 0.0676 0.09146 ± 0.00593 0.28535 ± 0.00385 17.220 ± 0.171 % 82.351 ± 0.217 %
12 4.8467 ± 0.0644 0.08776 ± 0.00559 0.27964 ± 0.00358 16.917 ± 0.162 % 82.297 ± 0.208 %
13 4.7652 ± 0.0605 0.08316 ± 0.00529 0.27131 ± 0.00335 16.639 ± 0.155 % 82.541 ± 0.198 %
14 4.5831 ± 0.0552 0.07935 ± 0.00499 0.26075 ± 0.00314 16.350 ± 0.148 % 83.007 ± 0.189 %
15 4.7763 ± 0.0565 0.07957 ± 0.00484 0.26183 ± 0.00305 16.257 ± 0.143 % 82.754 ± 0.184 %
16 4.7516 ± 0.0548 0.09083 ± 0.00496 0.28389 ± 0.00331 16.987 ± 0.143 % 82.442 ± 0.179 %
17 4.8757 ± 0.0548 0.08838 ± 0.00475 0.27835 ± 0.00313 16.676 ± 0.138 % 82.386 ± 0.174 %
18 4.9368 ± 0.0540 0.08620 ± 0.00455 0.27327 ± 0.00302 16.446 ± 0.134 % 82.453 ± 0.169 %
19 4.9192 ± 0.0522 0.08423 ± 0.00437 0.26715 ± 0.00288 16.227 ± 0.129 % 82.515 ± 0.164 %
20 4.8153 ± 0.0494 0.08126 ± 0.00421 0.26139 ± 0.00276 16.041 ± 0.125 % 82.712 ± 0.159 %
21 4.8273 ± 0.0486 0.08016 ± 0.00411 0.25992 ± 0.00268 15.978 ± 0.122 % 82.832 ± 0.155 %
22 4.9067 ± 0.0482 0.07842 ± 0.00397 0.25611 ± 0.00257 15.805 ± 0.119 % 82.789 ± 0.152 %
23 4.8457 ± 0.0463 0.07637 ± 0.00384 0.25162 ± 0.00248 15.662 ± 0.116 % 82.952 ± 0.148 %
24 4.8100 ± 0.0449 0.07528 ± 0.00374 0.24910 ± 0.00239 15.597 ± 0.113 % 83.020 ± 0.144 %
25 4.7164 ± 0.0431 0.07983 ± 0.00375 0.25425 ± 0.00243 15.937 ± 0.113 % 83.091 ± 0.141 %
26 4.7641 ± 0.0428 0.07927 ± 0.00363 0.25070 ± 0.00235 15.786 ± 0.110 % 83.133 ± 0.138 %
27 4.7940 ± 0.0422 0.07749 ± 0.00356 0.24976 ± 0.00229 15.730 ± 0.108 % 83.064 ± 0.136 %
28 4.8063 ± 0.0416 0.07856 ± 0.00349 0.24925 ± 0.00224 15.766 ± 0.106 % 83.065 ± 0.134 %
29 4.7792 ± 0.0406 0.07824 ± 0.00341 0.24596 ± 0.00218 15.633 ± 0.104 % 83.174 ± 0.131 %
30 4.7794 ± 0.0399 0.07757 ± 0.00334 0.24443 ± 0.00213 15.581 ± 0.102 % 83.177 ± 0.129 %
31 4.7754 ± 0.0391 0.07646 ± 0.00326 0.24117 ± 0.00207 15.458 ± 0.100 % 83.236 ± 0.126 %
32 4.8164 ± 0.0389 0.07681 ± 0.00320 0.24219 ± 0.00202 15.465 ± 0.098 % 83.105 ± 0.125 %
33 4.8877 ± 0.0390 0.07743 ± 0.00314 0.24119 ± 0.00197 15.380 ± 0.096 % 83.032 ± 0.123 %
34 4.9512 ± 0.0390 0.07730 ± 0.00307 0.23945 ± 0.00192 15.267 ± 0.095 % 82.982 ± 0.121 %
35 4.9895 ± 0.0387 0.07630 ± 0.00301 0.23785 ± 0.00188 15.182 ± 0.093 % 82.951 ± 0.120 %
36 4.9679 ± 0.0380 0.07803 ± 0.00304 0.24708 ± 0.00192 15.536 ± 0.092 % 82.784 ± 0.119 %
37 4.9061 ± 0.0370 0.08290 ± 0.00309 0.25803 ± 0.00201 16.040 ± 0.093 % 82.686 ± 0.117 %
38 4.9048 ± 0.0366 0.08389 ± 0.00310 0.26490 ± 0.00202 16.304 ± 0.092 % 82.537 ± 0.116 %
39 4.9163 ± 0.0364 0.08335 ± 0.00309 0.26906 ± 0.00201 16.407 ± 0.091 % 82.453 ± 0.115 %
40 4.8886 ± 0.0356 0.08169 ± 0.00306 0.26881 ± 0.00199 16.416 ± 0.090 % 82.454 ± 0.113 %
41 4.9088 ± 0.0353 0.08196 ± 0.00300 0.26662 ± 0.00195 16.327 ± 0.089 % 82.489 ± 0.112 %
42 4.9060 ± 0.0349 0.08120 ± 0.00296 0.26438 ± 0.00191 16.250 ± 0.087 % 82.567 ± 0.110 %
43 4.9045 ± 0.0345 0.08047 ± 0.00291 0.26276 ± 0.00188 16.185 ± 0.086 % 82.614 ± 0.109 %
44 4.9052 ± 0.0342 0.08062 ± 0.00288 0.26219 ± 0.00185 16.150 ± 0.085 % 82.658 ± 0.108 %
45 4.9100 ± 0.0338 0.07937 ± 0.00283 0.26059 ± 0.00182 16.082 ± 0.084 % 82.677 ± 0.106 %
46 4.9351 ± 0.0337 0.07816 ± 0.00279 0.25936 ± 0.00179 16.026 ± 0.083 % 82.707 ± 0.105 %
47 4.9370 ± 0.0334 0.07709 ± 0.00277 0.26021 ± 0.00177 16.027 ± 0.082 % 82.709 ± 0.104 %
48 4.9142 ± 0.0329 0.07632 ± 0.00274 0.26078 ± 0.00175 16.071 ± 0.081 % 82.711 ± 0.103 %
49 4.9466 ± 0.0329 0.07765 ± 0.00274 0.26449 ± 0.00176 16.166 ± 0.080 % 82.620 ± 0.102 %
50 4.8911 ± 0.0321 0.08214 ± 0.00275 0.27057 ± 0.00179 16.487 ± 0.080 % 82.573 ± 0.101 %
51 4.9137 ± 0.0320 0.08155 ± 0.00271 0.26868 ± 0.00176 16.406 ± 0.079 % 82.572 ± 0.100 %
====== Perplexity statistics ======
Mean PPL(Q) : 4.913715 ± 0.031970
Mean PPL(base) : 4.528918 ± 0.029000
Cor(ln(PPL(Q)), ln(PPL(base))): 91.21%
Mean ln(PPL(Q)/PPL(base)) : 0.081547 ± 0.002708
Mean PPL(Q)/PPL(base) : 1.084964 ± 0.002938
Mean PPL(Q)-PPL(base) : 0.384797 ± 0.013105
====== KL divergence statistics ======
Mean KLD: 0.268676 ± 0.001764
Maximum KLD: 24.289145
99.9% KLD: 7.607027
99.0% KLD: 3.321262
95.0% KLD: 1.154313
90.0% KLD: 0.610062
Median KLD: 0.075041
10.0% KLD: 0.000079
5.0% KLD: 0.000008
1.0% KLD: 0.000000
0.1% KLD: -0.000002
Minimum KLD: -0.000004
====== Token probability statistics ======
Mean Δp: -2.223 ± 0.043 %
Maximum Δp: 99.996%
99.9% Δp: 88.020%
99.0% Δp: 45.733%
95.0% Δp: 16.600%
90.0% Δp: 7.990%
75.0% Δp: 0.649%
Median Δp: -0.007%
25.0% Δp: -3.310%
10.0% Δp: -15.184%
5.0% Δp: -27.981%
1.0% Δp: -71.088%
0.1% Δp: -97.550%
Minimum Δp: -99.997%
RMS Δp : 16.406 ± 0.079 %
Same top p: 82.572 ± 0.100 %
0.16.199.793 I
0.16.199.941 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 |
0.16.554.748 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
0.23.755.865 I kl_divergence: 7.20 seconds per pass - ETA |