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MZ YANG
2026-01-28 00:27:55 +08:00
parent 9e1e7338a2
commit dd65bd7c5b
4 changed files with 772 additions and 770 deletions
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example/results/eval.json
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@@ -2,12 +2,12 @@
"rows": 512, "rows": 512,
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@@ -34,8 +34,8 @@
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@@ -54,8 +54,8 @@
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@@ -70,12 +70,12 @@
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@@ -94,12 +94,12 @@
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@@ -138,60 +138,60 @@
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@@ -216,12 +216,12 @@
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@@ -236,8 +236,8 @@
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@@ -248,8 +248,8 @@
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@@ -268,8 +268,8 @@
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@@ -284,12 +284,12 @@
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@@ -308,12 +308,12 @@
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@@ -352,60 +352,60 @@
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@@ -458,7 +458,7 @@
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@@ -481,7 +481,7 @@
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@@ -513,18 +513,18 @@
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@@ -569,11 +569,11 @@
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@@ -604,8 +604,8 @@
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@@ -632,18 +632,18 @@
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@@ -751,39 +751,39 @@
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"P3_LCP01D": { "P3_LCP01D": {
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@@ -793,10 +793,10 @@
"q95_diff": 216.0 "q95_diff": 216.0
}, },
"P3_LCV01D": { "P3_LCV01D": {
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"P3_LIT01": { "P3_LIT01": {
@@ -807,8 +807,8 @@
"q95_diff": 473.0 "q95_diff": 473.0
}, },
"P3_PIT01": { "P3_PIT01": {
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@@ -818,21 +818,21 @@
"q25_diff": 0.00466, "q25_diff": 0.00466,
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"P4_LD": { "P4_LD": {
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@@ -842,7 +842,7 @@
"q95_diff": 39.27954 "q95_diff": 39.27954
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"P4_ST_FD": { "P4_ST_FD": {
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@@ -885,31 +885,31 @@
} }
}, },
"continuous_lag1_diff": { "continuous_lag1_diff": {
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@@ -919,20 +919,20 @@
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@@ -940,9 +940,9 @@
"P4_ST_TT01": 0.9915844593974024 "P4_ST_TT01": 0.9915844593974024
}, },
"discrete_jsd": { "discrete_jsd": {
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"P1_PP01AR": 0.0, "P1_PP01AR": 0.0,

1024
example/results/generated.csv
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File diff suppressed because it is too large Load Diff

2
example/results/metrics_history.csv
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@@ -5,3 +5,5 @@ timestamp,avg_ks,avg_jsd,avg_lag1_diff
2026-01-26T17:23:20.046864,0.6451295400943398,0.027818187919735473,0.24898834978597875 2026-01-26T17:23:20.046864,0.6451295400943398,0.027818187919735473,0.24898834978597875
2026-01-27T11:19:53.735830,0.9431816627358489,0.11505222210663352,0.39121478044554636 2026-01-27T11:19:53.735830,0.9431816627358489,0.11505222210663352,0.39121478044554636
2026-01-27T11:19:53.788440,0.9431816627358489,0.11505222210663352,0.39121478044554636 2026-01-27T11:19:53.788440,0.9431816627358489,0.11505222210663352,0.39121478044554636
2026-01-27T15:51:49.383840,0.9416695165094339,0.019697736706358257,0.4034492291839661
2026-01-27T15:51:49.436359,0.9416695165094339,0.019697736706358257,0.4034492291839661
1 timestamp avg_ks avg_jsd avg_lag1_diff
5 2026-01-26T17:23:20.046864 0.6451295400943398 0.027818187919735473 0.24898834978597875
6 2026-01-27T11:19:53.735830 0.9431816627358489 0.11505222210663352 0.39121478044554636
7 2026-01-27T11:19:53.788440 0.9431816627358489 0.11505222210663352 0.39121478044554636
8 2026-01-27T15:51:49.383840 0.9416695165094339 0.019697736706358257 0.4034492291839661
9 2026-01-27T15:51:49.436359 0.9416695165094339 0.019697736706358257 0.4034492291839661

120
example/results/train_log.csv
View File

@@ -1,61 +1,61 @@
epoch,step,loss,loss_cont,loss_disc epoch,step,loss,loss_cont,loss_disc
0,0,184976.187500,139257.531250,1.765069 0,0,7752.721680,11074.414062,1.732354
0,10,154583.593750,93562.953125,1.065642 0,10,3424.940186,4892.179199,1.123812
0,20,123729.125000,48789.566406,0.940561 0,20,2942.479248,4203.083984,0.812369
0,30,128532.953125,55698.578125,0.962107 0,30,2680.577637,3829.012207,0.698488
0,40,114552.265625,36245.523438,0.843481 0,40,2255.613770,3221.983398,0.599309
0,50,110819.375000,28501.634766,0.833165 0,50,1705.021118,2435.506592,0.425388
1,0,113179.671875,36839.066406,0.873785 1,0,3060.531250,4371.813965,0.569076
1,10,108036.046875,27230.572266,0.795820 1,10,2203.376953,3147.432373,0.392938
1,20,114723.328125,36305.980469,0.669550 1,20,1678.470825,2397.625244,0.245927
1,30,116334.398438,38525.492188,0.754736 1,30,1558.810913,2226.685303,0.319910
1,40,101621.039062,17570.927734,0.639032 1,40,1595.515869,2279.136963,0.289669
1,50,101044.445312,14520.701172,0.672534 1,50,1477.929199,2111.142090,0.307919
2,0,106989.359375,28113.287109,0.748860 2,0,2648.956787,3783.918457,0.488178
2,10,98382.351562,13329.769531,0.700875 2,10,1856.763428,2652.272217,0.390125
2,20,100775.515625,16308.768555,0.539620 2,20,1626.604980,2323.559814,0.206339
2,30,96904.796875,10761.526367,0.563072 2,30,1571.765259,2245.191650,0.305560
2,40,100871.171875,16531.033203,0.511787 2,40,1563.061646,2232.777100,0.285242
2,50,95249.234375,6386.864746,0.519408 2,50,1502.121826,2145.717285,0.283551
3,0,91759.843750,6220.618652,0.652666 3,0,2321.812256,3316.583984,0.480039
3,10,93521.960938,6607.199707,0.491660 3,10,1886.347290,2694.546387,0.366965
3,20,100551.515625,15872.579102,0.463317 3,20,1579.267334,2255.914062,0.221977
3,30,96029.742188,9569.395508,0.501565 3,30,1476.161987,2108.614746,0.308838
3,40,94091.968750,6877.456055,0.442239 3,40,1514.906616,2163.981201,0.280887
3,50,97826.546875,9955.442383,0.446910 3,50,1453.118042,2075.713379,0.264465
4,0,91900.179688,6396.767578,0.598208 4,0,2325.606934,3322.006836,0.473513
4,10,93740.500000,6541.960449,0.426235 4,10,1747.069580,2495.612549,0.265887
4,20,92498.335938,4718.511719,0.358245 4,20,1531.825562,2188.162109,0.199983
4,30,92927.234375,5127.920898,0.405424 4,30,1452.124878,2074.291016,0.277662
4,40,93010.304688,5518.281250,0.366179 4,40,1492.948853,2132.621582,0.268359
4,50,93015.593750,3258.701904,0.349383 4,50,1456.233887,2080.177490,0.247155
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5,10,97879.421875,12976.933594,0.437371 5,10,2149.558838,3070.580566,0.315511
5,20,95471.609375,8845.887695,0.327026 5,20,1537.748779,2196.603027,0.267448
5,30,92265.351562,4189.309082,0.377223 5,30,1434.969604,2049.770752,0.294894
5,40,93774.914062,6497.603027,0.320435 5,40,1460.370117,2086.088379,0.253593
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6,10,94790.671875,8768.079102,0.352866 6,10,1925.292725,2750.209961,0.282682
6,20,93085.093750,5598.226074,0.278421 6,20,1558.393066,2226.116943,0.199926
6,30,99669.890625,14897.969727,0.349784 6,30,1449.300903,2070.257812,0.269888
6,40,92761.164062,5166.158691,0.309837 6,40,1411.854492,2016.780273,0.251242
6,50,96724.195312,8688.732422,0.300651 6,50,1432.188477,2045.835815,0.231452
7,0,90174.679688,4375.904297,0.572326 7,0,2469.676758,3527.821289,0.493868
7,10,94914.375000,8772.841797,0.366727 7,10,1898.247925,2711.553467,0.351932
7,20,92351.898438,4551.166992,0.278914 7,20,1489.361206,2127.502441,0.205950
7,30,94377.937500,7232.752930,0.314258 7,30,1446.195557,2065.834961,0.248359
7,40,99633.523438,15073.370117,0.303307 7,40,1465.262451,2093.075928,0.244840
7,50,94508.851562,5760.681152,0.341641 7,50,1418.575073,2026.374146,0.260810
8,0,92399.125000,7706.516113,0.612074 8,0,2311.520508,3301.864502,0.539755
8,10,91553.718750,4061.810303,0.326436 8,10,1791.705811,2559.329834,0.394474
8,20,92247.484375,4653.951172,0.248402 8,20,1535.422852,2193.307129,0.207669
8,30,95060.500000,8586.428711,0.324341 8,30,1471.114014,2101.418701,0.275580
8,40,91353.234375,3453.355225,0.312784 8,40,1431.062012,2044.216675,0.262742
8,50,94687.640625,5992.084961,0.281537 8,50,1460.450684,2086.206299,0.236351
9,0,89032.601562,2830.959229,0.524878 9,0,2242.952637,3203.928467,0.452300
9,10,91304.429688,3972.131592,0.338050 9,10,1906.463745,2723.243164,0.458908
9,20,95922.851562,10126.095703,0.249572 9,20,1496.764893,2138.066406,0.227303
9,30,94574.312500,7888.812988,0.325134 9,30,1440.070923,2057.074219,0.267544
9,40,93815.937500,7084.785156,0.303094 9,40,1394.540039,1992.043945,0.257962
9,50,94993.406250,6770.722168,0.312788 9,50,1467.495239,2096.260498,0.259732
1 epoch step loss loss_cont loss_disc
2 0 0 184976.187500 7752.721680 139257.531250 11074.414062 1.765069 1.732354
3 0 10 154583.593750 3424.940186 93562.953125 4892.179199 1.065642 1.123812
4 0 20 123729.125000 2942.479248 48789.566406 4203.083984 0.940561 0.812369
5 0 30 128532.953125 2680.577637 55698.578125 3829.012207 0.962107 0.698488
6 0 40 114552.265625 2255.613770 36245.523438 3221.983398 0.843481 0.599309
7 0 50 110819.375000 1705.021118 28501.634766 2435.506592 0.833165 0.425388
8 1 0 113179.671875 3060.531250 36839.066406 4371.813965 0.873785 0.569076
9 1 10 108036.046875 2203.376953 27230.572266 3147.432373 0.795820 0.392938
10 1 20 114723.328125 1678.470825 36305.980469 2397.625244 0.669550 0.245927
11 1 30 116334.398438 1558.810913 38525.492188 2226.685303 0.754736 0.319910
12 1 40 101621.039062 1595.515869 17570.927734 2279.136963 0.639032 0.289669
13 1 50 101044.445312 1477.929199 14520.701172 2111.142090 0.672534 0.307919
14 2 0 106989.359375 2648.956787 28113.287109 3783.918457 0.748860 0.488178
15 2 10 98382.351562 1856.763428 13329.769531 2652.272217 0.700875 0.390125
16 2 20 100775.515625 1626.604980 16308.768555 2323.559814 0.539620 0.206339
17 2 30 96904.796875 1571.765259 10761.526367 2245.191650 0.563072 0.305560
18 2 40 100871.171875 1563.061646 16531.033203 2232.777100 0.511787 0.285242
19 2 50 95249.234375 1502.121826 6386.864746 2145.717285 0.519408 0.283551
20 3 0 91759.843750 2321.812256 6220.618652 3316.583984 0.652666 0.480039
21 3 10 93521.960938 1886.347290 6607.199707 2694.546387 0.491660 0.366965
22 3 20 100551.515625 1579.267334 15872.579102 2255.914062 0.463317 0.221977
23 3 30 96029.742188 1476.161987 9569.395508 2108.614746 0.501565 0.308838
24 3 40 94091.968750 1514.906616 6877.456055 2163.981201 0.442239 0.280887
25 3 50 97826.546875 1453.118042 9955.442383 2075.713379 0.446910 0.264465
26 4 0 91900.179688 2325.606934 6396.767578 3322.006836 0.598208 0.473513
27 4 10 93740.500000 1747.069580 6541.960449 2495.612549 0.426235 0.265887
28 4 20 92498.335938 1531.825562 4718.511719 2188.162109 0.358245 0.199983
29 4 30 92927.234375 1452.124878 5127.920898 2074.291016 0.405424 0.277662
30 4 40 93010.304688 1492.948853 5518.281250 2132.621582 0.366179 0.268359
31 4 50 93015.593750 1456.233887 3258.701904 2080.177490 0.349383 0.247155
32 5 0 94799.273438 2492.551270 10739.668945 3560.504150 0.554139 0.441837
33 5 10 97879.421875 2149.558838 12976.933594 3070.580566 0.437371 0.315511
34 5 20 95471.609375 1537.748779 8845.887695 2196.603027 0.327026 0.267448
35 5 30 92265.351562 1434.969604 4189.309082 2049.770752 0.377223 0.294894
36 5 40 93774.914062 1460.370117 6497.603027 2086.088379 0.320435 0.253593
37 5 50 96035.773438 1489.417236 7816.457520 2127.575439 0.331506 0.244895
38 6 0 94584.390625 2814.173340 10466.210938 4019.972900 0.542753 0.428783
39 6 10 94790.671875 1925.292725 8768.079102 2750.209961 0.352866 0.282682
40 6 20 93085.093750 1558.393066 5598.226074 2226.116943 0.278421 0.199926
41 6 30 99669.890625 1449.300903 14897.969727 2070.257812 0.349784 0.269888
42 6 40 92761.164062 1411.854492 5166.158691 2016.780273 0.309837 0.251242
43 6 50 96724.195312 1432.188477 8688.732422 2045.835815 0.300651 0.231452
44 7 0 90174.679688 2469.676758 4375.904297 3527.821289 0.572326 0.493868
45 7 10 94914.375000 1898.247925 8772.841797 2711.553467 0.366727 0.351932
46 7 20 92351.898438 1489.361206 4551.166992 2127.502441 0.278914 0.205950
47 7 30 94377.937500 1446.195557 7232.752930 2065.834961 0.314258 0.248359
48 7 40 99633.523438 1465.262451 15073.370117 2093.075928 0.303307 0.244840
49 7 50 94508.851562 1418.575073 5760.681152 2026.374146 0.341641 0.260810
50 8 0 92399.125000 2311.520508 7706.516113 3301.864502 0.612074 0.539755
51 8 10 91553.718750 1791.705811 4061.810303 2559.329834 0.326436 0.394474
52 8 20 92247.484375 1535.422852 4653.951172 2193.307129 0.248402 0.207669
53 8 30 95060.500000 1471.114014 8586.428711 2101.418701 0.324341 0.275580
54 8 40 91353.234375 1431.062012 3453.355225 2044.216675 0.312784 0.262742
55 8 50 94687.640625 1460.450684 5992.084961 2086.206299 0.281537 0.236351
56 9 0 89032.601562 2242.952637 2830.959229 3203.928467 0.524878 0.452300
57 9 10 91304.429688 1906.463745 3972.131592 2723.243164 0.338050 0.458908
58 9 20 95922.851562 1496.764893 10126.095703 2138.066406 0.249572 0.227303
59 9 30 94574.312500 1440.070923 7888.812988 2057.074219 0.325134 0.267544
60 9 40 93815.937500 1394.540039 7084.785156 1992.043945 0.303094 0.257962
61 9 50 94993.406250 1467.495239 6770.722168 2096.260498 0.312788 0.259732