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MZ YANG
2026-01-27 01:23:41 +08:00
parent d7a45e0a70
commit 513dce2f4c
5 changed files with 1126 additions and 1633 deletions
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7
example/results/config_used.json
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@@ -55,6 +55,11 @@
"snr_weighted_loss": true,
"snr_gamma": 1.0,
"residual_stat_weight": 0.0,
"sample_batch_size": 8,
"backbone_type": "transformer",
"transformer_num_layers": 2,
"transformer_nhead": 4,
"transformer_ff_dim": 512,
"transformer_dropout": 0.1,
"sample_batch_size": 4,
"sample_seq_len": 128
}

1088
example/results/eval.json
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1536
example/results/generated.csv
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8
example/results/metrics_history.csv
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@@ -1,5 +1,5 @@
timestamp,avg_ks,avg_jsd,avg_lag1_diff
2026-01-26T16:14:55.559908,0.647415595518868,0.05766991188979076,0.19817003061530652
2026-01-26T16:14:55.651043,0.647415595518868,0.05766991188979076,0.19817003061530652
2026-01-26T16:27:29.135363,0.6892453124999998,0.05644081070016779,0.15687761402771164
2026-01-26T16:27:29.182438,0.6892453124999998,0.05644081070016779,0.15687761402771164
2026-01-26T17:15:06.927423,0.5204744693396227,0.013087877218697579,0.6060810896277049
2026-01-26T17:15:06.977813,0.5204744693396227,0.013087877218697579,0.6060810896277049
2026-01-26T17:23:19.986340,0.6451295400943398,0.027818187919735473,0.24898834978597875
2026-01-26T17:23:20.046864,0.6451295400943398,0.027818187919735473,0.24898834978597875
1 timestamp avg_ks avg_jsd avg_lag1_diff
2 2026-01-26T16:14:55.559908 2026-01-26T17:15:06.927423 0.647415595518868 0.5204744693396227 0.05766991188979076 0.013087877218697579 0.19817003061530652 0.6060810896277049
3 2026-01-26T16:14:55.651043 2026-01-26T17:15:06.977813 0.647415595518868 0.5204744693396227 0.05766991188979076 0.013087877218697579 0.19817003061530652 0.6060810896277049
4 2026-01-26T16:27:29.135363 2026-01-26T17:23:19.986340 0.6892453124999998 0.6451295400943398 0.05644081070016779 0.027818187919735473 0.15687761402771164 0.24898834978597875
5 2026-01-26T16:27:29.182438 2026-01-26T17:23:20.046864 0.6892453124999998 0.6451295400943398 0.05644081070016779 0.027818187919735473 0.15687761402771164 0.24898834978597875

120
example/results/train_log.csv
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@@ -1,61 +1,61 @@
epoch,step,loss,loss_cont,loss_disc
0,0,4929.702637,7041.695312,1.720373
0,10,4094.088623,5848.284180,0.965957
0,20,3909.277588,5584.370117,0.728122
0,30,3274.435059,4677.542480,0.517865
0,40,2500.759033,3572.344238,0.393503
0,50,2322.868164,3318.248779,0.313600
1,0,2479.125488,3541.445068,0.379787
1,10,2062.108154,2945.774414,0.220172
1,20,2102.054443,3002.812744,0.285034
1,30,1860.969116,2658.411377,0.270673
1,40,1841.305054,2630.305908,0.303127
1,50,1648.720337,2355.189209,0.293059
2,0,1742.864014,2489.664551,0.329591
2,10,1684.673462,2406.576416,0.233349
2,20,1717.576782,2453.565186,0.270634
2,30,1621.113281,2315.762207,0.265843
2,40,1593.864624,2276.828613,0.282131
2,50,1706.290039,2437.437500,0.279521
3,0,1677.283936,2395.959473,0.374552
3,10,1550.751953,2215.273438,0.201646
3,20,1571.487793,2244.850098,0.309093
3,30,1523.015747,2175.615967,0.282105
3,40,1514.016724,2162.767334,0.265294
3,50,1458.673462,2083.697266,0.284944
4,0,1561.831909,2231.037842,0.351518
4,10,1554.566040,2220.729980,0.183635
4,20,1514.729736,2163.774902,0.291097
4,30,1536.844971,2195.367920,0.291156
4,40,1536.513916,2194.907471,0.262305
4,50,1505.790283,2151.008301,0.281376
5,0,1500.442749,2143.336914,0.356281
5,10,1547.852173,2211.134766,0.192927
5,20,1449.076050,2069.996338,0.262224
5,30,1460.981323,2086.997070,0.278028
5,40,1490.492920,2129.158936,0.272411
5,50,1477.406494,2110.458740,0.284989
6,0,1547.708008,2210.856934,0.360383
6,10,1559.942749,2228.406006,0.195168
6,20,1444.935913,2064.074219,0.279902
6,30,1484.952393,2121.248535,0.261602
6,40,1493.800049,2133.884033,0.270994
6,50,1461.232178,2087.348389,0.294597
7,0,1532.277222,2188.826904,0.327869
7,10,1479.129639,2112.947510,0.221460
7,20,1509.928955,2156.923340,0.275589
7,30,1514.216797,2163.045166,0.284099
7,40,1449.468140,2070.546875,0.284387
7,50,1417.121216,2024.351929,0.249371
8,0,1546.863647,2209.657715,0.344419
8,10,1403.296387,2004.650635,0.136717
8,20,1459.187256,2084.435303,0.274877
8,30,1436.662964,2052.252930,0.286652
8,40,1457.325928,2081.765869,0.299276
8,50,1503.937622,2148.365479,0.272500
9,0,1561.908569,2231.140625,0.367016
9,10,1424.279785,2034.595825,0.209056
9,20,1484.073730,2120.000977,0.243653
9,30,1421.899780,2031.174438,0.258708
9,40,1453.889282,2076.863037,0.283932
9,50,1427.082886,2038.579346,0.257987
0,0,5523.104980,7889.408203,1.731906
0,10,3276.585205,4680.372559,1.081256
0,20,3275.231201,4678.548828,0.823748
0,30,2829.968018,4042.515137,0.691539
0,40,2078.723389,2969.359375,0.573009
0,50,1930.569702,2757.771240,0.432756
1,0,2158.404541,3083.257568,0.414602
1,10,1826.730103,2609.486328,0.299258
1,20,1948.610840,2783.595215,0.314316
1,30,1750.570068,2500.690186,0.289544
1,40,1797.315430,2567.464111,0.302009
1,50,1803.055908,2575.670898,0.287583
2,0,1742.254639,2488.802979,0.308467
2,10,1680.838379,2401.103271,0.220643
2,20,1676.041748,2394.241455,0.242607
2,30,1672.020874,2388.488281,0.263532
2,40,1684.479858,2406.280273,0.279219
2,50,1694.152100,2420.096191,0.282612
3,0,1675.018799,2392.732422,0.353447
3,10,1653.036621,2361.412842,0.158843
3,20,1642.358887,2346.104004,0.286732
3,30,1605.379395,2293.295410,0.241910
3,40,1629.166504,2327.272217,0.253239
3,50,1629.753418,2328.095703,0.288231
4,0,1671.573730,2387.815186,0.343630
4,10,1613.391846,2304.772705,0.170222
4,20,1609.151855,2298.696289,0.214823
4,30,1620.748169,2315.245850,0.253361
4,40,1656.549438,2366.396484,0.239846
4,50,1550.946045,2215.520264,0.273209
5,0,1714.970215,2449.819336,0.322403
5,10,1617.331787,2310.389160,0.197981
5,20,1616.368408,2309.002686,0.221823
5,30,1560.830933,2229.644287,0.266509
5,40,1576.884155,2252.579590,0.261611
5,50,1589.115723,2270.042969,0.285631
6,0,1607.691040,2296.556396,0.338550
6,10,1559.538818,2227.814453,0.229090
6,20,1583.750366,2262.401367,0.231597
6,30,1569.908936,2242.621582,0.246370
6,40,1492.759521,2132.401855,0.260828
6,50,1593.370728,2276.132324,0.260473
7,0,1631.732178,2330.911865,0.312931
7,10,1646.043823,2351.406006,0.199128
7,20,1562.786621,2232.436035,0.271245
7,30,1524.693481,2178.024414,0.254854
7,40,1541.151367,2201.529053,0.270027
7,50,1491.367188,2130.424316,0.233909
8,0,1575.110474,2250.026367,0.307003
8,10,1546.139526,2208.707275,0.148086
8,20,1581.709106,2259.487061,0.227342
8,30,1534.755737,2192.393066,0.268629
8,40,1506.180908,2151.576416,0.257973
8,50,1527.244019,2181.677246,0.233319
9,0,1585.274536,2264.521973,0.363625
9,10,1629.692261,2328.056152,0.176398
9,20,1537.658691,2196.561768,0.218023
9,30,1511.831299,2159.663574,0.222698
9,40,1492.001831,2131.322998,0.252746
9,50,1606.072144,2294.288818,0.233116
1 epoch step loss loss_cont loss_disc
2 0 0 4929.702637 5523.104980 7041.695312 7889.408203 1.720373 1.731906
3 0 10 4094.088623 3276.585205 5848.284180 4680.372559 0.965957 1.081256
4 0 20 3909.277588 3275.231201 5584.370117 4678.548828 0.728122 0.823748
5 0 30 3274.435059 2829.968018 4677.542480 4042.515137 0.517865 0.691539
6 0 40 2500.759033 2078.723389 3572.344238 2969.359375 0.393503 0.573009
7 0 50 2322.868164 1930.569702 3318.248779 2757.771240 0.313600 0.432756
8 1 0 2479.125488 2158.404541 3541.445068 3083.257568 0.379787 0.414602
9 1 10 2062.108154 1826.730103 2945.774414 2609.486328 0.220172 0.299258
10 1 20 2102.054443 1948.610840 3002.812744 2783.595215 0.285034 0.314316
11 1 30 1860.969116 1750.570068 2658.411377 2500.690186 0.270673 0.289544
12 1 40 1841.305054 1797.315430 2630.305908 2567.464111 0.303127 0.302009
13 1 50 1648.720337 1803.055908 2355.189209 2575.670898 0.293059 0.287583
14 2 0 1742.864014 1742.254639 2489.664551 2488.802979 0.329591 0.308467
15 2 10 1684.673462 1680.838379 2406.576416 2401.103271 0.233349 0.220643
16 2 20 1717.576782 1676.041748 2453.565186 2394.241455 0.270634 0.242607
17 2 30 1621.113281 1672.020874 2315.762207 2388.488281 0.265843 0.263532
18 2 40 1593.864624 1684.479858 2276.828613 2406.280273 0.282131 0.279219
19 2 50 1706.290039 1694.152100 2437.437500 2420.096191 0.279521 0.282612
20 3 0 1677.283936 1675.018799 2395.959473 2392.732422 0.374552 0.353447
21 3 10 1550.751953 1653.036621 2215.273438 2361.412842 0.201646 0.158843
22 3 20 1571.487793 1642.358887 2244.850098 2346.104004 0.309093 0.286732
23 3 30 1523.015747 1605.379395 2175.615967 2293.295410 0.282105 0.241910
24 3 40 1514.016724 1629.166504 2162.767334 2327.272217 0.265294 0.253239
25 3 50 1458.673462 1629.753418 2083.697266 2328.095703 0.284944 0.288231
26 4 0 1561.831909 1671.573730 2231.037842 2387.815186 0.351518 0.343630
27 4 10 1554.566040 1613.391846 2220.729980 2304.772705 0.183635 0.170222
28 4 20 1514.729736 1609.151855 2163.774902 2298.696289 0.291097 0.214823
29 4 30 1536.844971 1620.748169 2195.367920 2315.245850 0.291156 0.253361
30 4 40 1536.513916 1656.549438 2194.907471 2366.396484 0.262305 0.239846
31 4 50 1505.790283 1550.946045 2151.008301 2215.520264 0.281376 0.273209
32 5 0 1500.442749 1714.970215 2143.336914 2449.819336 0.356281 0.322403
33 5 10 1547.852173 1617.331787 2211.134766 2310.389160 0.192927 0.197981
34 5 20 1449.076050 1616.368408 2069.996338 2309.002686 0.262224 0.221823
35 5 30 1460.981323 1560.830933 2086.997070 2229.644287 0.278028 0.266509
36 5 40 1490.492920 1576.884155 2129.158936 2252.579590 0.272411 0.261611
37 5 50 1477.406494 1589.115723 2110.458740 2270.042969 0.284989 0.285631
38 6 0 1547.708008 1607.691040 2210.856934 2296.556396 0.360383 0.338550
39 6 10 1559.942749 1559.538818 2228.406006 2227.814453 0.195168 0.229090
40 6 20 1444.935913 1583.750366 2064.074219 2262.401367 0.279902 0.231597
41 6 30 1484.952393 1569.908936 2121.248535 2242.621582 0.261602 0.246370
42 6 40 1493.800049 1492.759521 2133.884033 2132.401855 0.270994 0.260828
43 6 50 1461.232178 1593.370728 2087.348389 2276.132324 0.294597 0.260473
44 7 0 1532.277222 1631.732178 2188.826904 2330.911865 0.327869 0.312931
45 7 10 1479.129639 1646.043823 2112.947510 2351.406006 0.221460 0.199128
46 7 20 1509.928955 1562.786621 2156.923340 2232.436035 0.275589 0.271245
47 7 30 1514.216797 1524.693481 2163.045166 2178.024414 0.284099 0.254854
48 7 40 1449.468140 1541.151367 2070.546875 2201.529053 0.284387 0.270027
49 7 50 1417.121216 1491.367188 2024.351929 2130.424316 0.249371 0.233909
50 8 0 1546.863647 1575.110474 2209.657715 2250.026367 0.344419 0.307003
51 8 10 1403.296387 1546.139526 2004.650635 2208.707275 0.136717 0.148086
52 8 20 1459.187256 1581.709106 2084.435303 2259.487061 0.274877 0.227342
53 8 30 1436.662964 1534.755737 2052.252930 2192.393066 0.286652 0.268629
54 8 40 1457.325928 1506.180908 2081.765869 2151.576416 0.299276 0.257973
55 8 50 1503.937622 1527.244019 2148.365479 2181.677246 0.272500 0.233319
56 9 0 1561.908569 1585.274536 2231.140625 2264.521973 0.367016 0.363625
57 9 10 1424.279785 1629.692261 2034.595825 2328.056152 0.209056 0.176398
58 9 20 1484.073730 1537.658691 2120.000977 2196.561768 0.243653 0.218023
59 9 30 1421.899780 1511.831299 2031.174438 2159.663574 0.258708 0.222698
60 9 40 1453.889282 1492.001831 2076.863037 2131.322998 0.283932 0.252746
61 9 50 1427.082886 1606.072144 2038.579346 2294.288818 0.257987 0.233116