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MZ YANG
2026-01-26 22:51:24 +08:00
parent f82bce716f
commit 311164c22d
5 changed files with 1654 additions and 1654 deletions
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10
example/results/config_used.json
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@@ -33,17 +33,17 @@
"model_pos_dim": 64,
"model_use_pos_embed": true,
"disc_mask_scale": 0.9,
"shuffle_buffer": 256,
"shuffle_buffer": 1024,
"cont_loss_weighting": "inv_std",
"cont_loss_eps": 1e-06,
"cont_target": "x0",
"cont_clamp_x0": 5.0,
"use_temporal_stage1": true,
"temporal_hidden_dim": 256,
"temporal_num_layers": 1,
"temporal_hidden_dim": 512,
"temporal_num_layers": 2,
"temporal_dropout": 0.0,
"temporal_epochs": 2,
"temporal_lr": 0.001,
"temporal_epochs": 5,
"temporal_lr": 0.0005,
"sample_batch_size": 8,
"sample_seq_len": 128
}

1122
example/results/eval.json
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2048
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
2026-01-26T14:24:11.947556,0.7131992629716979,0.0327603185748291,0.23276327008767583
2026-01-26T14:24:11.996556,0.7131992629716979,0.0327603185748291,0.23276327008767583
2026-01-26T14:35:31.593912,0.7096229658018868,0.033180977796295155,0.18984164687959248
2026-01-26T14:35:31.643043,0.7096229658018868,0.033180977796295155,0.18984164687959248
2026-01-26T14:43:10.279274,0.6478948702830187,0.056987633987296796,0.19387311367260493
2026-01-26T14:43:10.326097,0.6478948702830187,0.056987633987296796,0.19387311367260493
2026-01-26T14:50:51.967711,0.6933885613207548,0.055911939984204774,0.15659754453157473
2026-01-26T14:50:52.014597,0.6933885613207548,0.055911939984204774,0.15659754453157473
1 timestamp avg_ks avg_jsd avg_lag1_diff
2 2026-01-26T14:24:11.947556 2026-01-26T14:43:10.279274 0.7131992629716979 0.6478948702830187 0.0327603185748291 0.056987633987296796 0.23276327008767583 0.19387311367260493
3 2026-01-26T14:24:11.996556 2026-01-26T14:43:10.326097 0.7131992629716979 0.6478948702830187 0.0327603185748291 0.056987633987296796 0.23276327008767583 0.19387311367260493
4 2026-01-26T14:35:31.593912 2026-01-26T14:50:51.967711 0.7096229658018868 0.6933885613207548 0.033180977796295155 0.055911939984204774 0.18984164687959248 0.15659754453157473
5 2026-01-26T14:35:31.643043 2026-01-26T14:50:52.014597 0.7096229658018868 0.6933885613207548 0.033180977796295155 0.055911939984204774 0.18984164687959248 0.15659754453157473

120
example/results/train_log.csv
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@@ -1,61 +1,61 @@
epoch,step,loss,loss_cont,loss_disc
0,0,10076.751953,14394.618164,1.730766
0,10,8327.669922,11896.221680,1.047697
0,20,6480.192383,9257.069336,0.813652
0,30,6247.419434,8924.612305,0.635893
0,40,5726.993652,8181.236328,0.427442
0,50,5137.051270,7338.496582,0.345255
1,0,17764.189453,25377.191406,0.519132
1,10,7646.325195,10923.160156,0.377619
1,20,5722.854004,8175.404785,0.235613
1,30,4850.348145,6928.932129,0.318460
1,40,3980.531982,5686.357910,0.271540
1,50,3617.966797,5168.394043,0.303173
2,0,14719.765625,21028.019531,0.507699
2,10,4538.907715,6484.002441,0.352795
2,20,4042.695801,5775.192383,0.203912
2,30,3406.538330,4866.341309,0.331246
2,40,3423.300781,4890.292969,0.319031
2,50,3576.180176,5108.698242,0.305018
3,0,9969.816406,14242.361328,0.546363
3,10,4930.293945,7043.129883,0.343653
3,20,4363.328125,6233.225098,0.236356
3,30,3856.120605,5508.612793,0.305913
3,40,3440.814453,4915.323730,0.293026
3,50,3633.039551,5189.932617,0.289079
4,0,11934.705078,17049.355469,0.521082
4,10,4701.100586,6715.739258,0.277104
4,20,3558.578125,5083.573242,0.255970
4,30,3005.302734,4293.161133,0.299914
4,40,3156.410645,4509.035645,0.285384
4,50,2880.248047,4114.524902,0.268697
5,0,5173.457520,7390.440918,0.496033
5,10,3827.181152,5467.258789,0.333715
5,20,3353.919922,4791.204590,0.255503
5,30,3278.056396,4682.817383,0.280490
5,40,3599.985596,5142.721680,0.268798
5,50,2784.245605,3977.385742,0.252457
6,0,5414.885254,7735.326660,0.523181
6,10,4215.503418,6022.016602,0.306116
6,20,3488.155273,4982.981445,0.227785
6,30,2953.763916,4219.535645,0.297097
6,40,2894.835693,4135.359375,0.280651
6,50,2884.175293,4120.137207,0.264586
7,0,6498.497070,9283.343750,0.522994
7,10,4186.162598,5980.098145,0.312845
7,20,2971.318848,4244.639160,0.238725
7,30,2816.141113,4022.941406,0.273892
7,40,2713.621826,3876.488281,0.267141
7,50,2975.131592,4250.065430,0.286403
8,0,6809.148438,9727.107422,0.577808
8,10,3750.679443,5357.983398,0.303163
8,20,3877.942383,5539.823242,0.220803
8,30,2785.791992,3979.580322,0.285388
8,40,2866.808105,4095.317871,0.285348
8,50,2852.916016,4075.487793,0.249002
9,0,4856.940430,6938.258301,0.531997
9,10,3285.523438,4693.470215,0.313796
9,20,3039.602539,4342.197754,0.213819
9,30,2918.992432,4169.859375,0.303131
9,40,2778.509521,3969.181641,0.275007
9,50,2612.647949,3732.237061,0.273503
0,0,9713.261719,13875.351562,1.720373
0,10,8023.076660,11461.106445,1.007133
0,20,6807.641602,9724.873047,0.767569
0,30,6312.060547,9016.987305,0.564668
0,40,5386.216797,7694.411133,0.430318
0,50,4963.577148,7090.684082,0.326930
1,0,4725.219727,6750.145020,0.394325
1,10,4279.921875,6114.078613,0.222957
1,20,4431.732422,6330.923340,0.287131
1,30,4276.957031,6109.820801,0.275023
1,40,3644.046875,5205.647461,0.312640
1,50,3690.688965,5272.285645,0.296904
2,0,3732.816650,5332.450684,0.337953
2,10,3107.308105,4438.910645,0.235990
2,20,3536.543945,5052.089844,0.270174
2,30,3026.891113,4324.014160,0.271219
2,40,3201.482422,4573.422363,0.289679
2,50,3280.612061,4686.467285,0.282908
3,0,3455.144531,4935.755371,0.385460
3,10,3607.462402,5153.429688,0.205721
3,20,3284.412842,4691.885742,0.308854
3,30,3400.441162,4857.651367,0.284128
3,40,3120.072021,4457.129883,0.270115
3,50,3383.768799,4833.830078,0.293231
4,0,3133.427490,4476.173340,0.354325
4,10,3416.686523,4880.900879,0.186528
4,20,3066.932373,4381.207520,0.290701
4,30,2971.961182,4245.532715,0.294955
4,40,3349.305420,4784.606934,0.268355
4,50,2739.643799,3913.654053,0.286212
5,0,3136.944824,4481.198730,0.352733
5,10,2893.857178,4133.997559,0.196122
5,20,3058.475098,4369.134766,0.269017
5,30,3180.104004,4542.884277,0.282962
5,40,3142.283447,4488.856934,0.278799
5,50,2918.459229,4169.103027,0.290766
6,0,2804.770508,4006.656006,0.371459
6,10,3413.467773,4876.297852,0.197895
6,20,3023.050049,4318.525879,0.273404
6,30,2847.473389,4067.706055,0.263533
6,40,2951.687012,4216.577148,0.276485
6,50,3042.343506,4346.076660,0.299161
7,0,2984.346191,4263.208008,0.334949
7,10,3109.874512,4442.582520,0.222767
7,20,3007.400635,4296.156738,0.303904
7,30,3035.098877,4335.732910,0.286776
7,40,2896.318115,4137.476074,0.283434
7,50,3068.481201,4383.437012,0.251529
8,0,3108.661133,4440.795410,0.348236
8,10,2482.557129,3546.450439,0.138907
8,20,3415.008545,4878.460449,0.287334
8,30,2730.953857,3901.237793,0.291118
8,40,2982.692871,4260.859375,0.304716
8,50,3067.582764,4382.143555,0.274588
9,0,2991.899658,4273.981934,0.374752
9,10,2381.942139,3402.682861,0.214239
9,20,2983.859375,4262.552734,0.241435
9,30,2921.763916,4173.837891,0.258149
9,40,2748.715332,3926.613281,0.287305
9,50,2787.689453,3982.300781,0.262529
1 epoch step loss loss_cont loss_disc
2 0 0 10076.751953 9713.261719 14394.618164 13875.351562 1.730766 1.720373
3 0 10 8327.669922 8023.076660 11896.221680 11461.106445 1.047697 1.007133
4 0 20 6480.192383 6807.641602 9257.069336 9724.873047 0.813652 0.767569
5 0 30 6247.419434 6312.060547 8924.612305 9016.987305 0.635893 0.564668
6 0 40 5726.993652 5386.216797 8181.236328 7694.411133 0.427442 0.430318
7 0 50 5137.051270 4963.577148 7338.496582 7090.684082 0.345255 0.326930
8 1 0 17764.189453 4725.219727 25377.191406 6750.145020 0.519132 0.394325
9 1 10 7646.325195 4279.921875 10923.160156 6114.078613 0.377619 0.222957
10 1 20 5722.854004 4431.732422 8175.404785 6330.923340 0.235613 0.287131
11 1 30 4850.348145 4276.957031 6928.932129 6109.820801 0.318460 0.275023
12 1 40 3980.531982 3644.046875 5686.357910 5205.647461 0.271540 0.312640
13 1 50 3617.966797 3690.688965 5168.394043 5272.285645 0.303173 0.296904
14 2 0 14719.765625 3732.816650 21028.019531 5332.450684 0.507699 0.337953
15 2 10 4538.907715 3107.308105 6484.002441 4438.910645 0.352795 0.235990
16 2 20 4042.695801 3536.543945 5775.192383 5052.089844 0.203912 0.270174
17 2 30 3406.538330 3026.891113 4866.341309 4324.014160 0.331246 0.271219
18 2 40 3423.300781 3201.482422 4890.292969 4573.422363 0.319031 0.289679
19 2 50 3576.180176 3280.612061 5108.698242 4686.467285 0.305018 0.282908
20 3 0 9969.816406 3455.144531 14242.361328 4935.755371 0.546363 0.385460
21 3 10 4930.293945 3607.462402 7043.129883 5153.429688 0.343653 0.205721
22 3 20 4363.328125 3284.412842 6233.225098 4691.885742 0.236356 0.308854
23 3 30 3856.120605 3400.441162 5508.612793 4857.651367 0.305913 0.284128
24 3 40 3440.814453 3120.072021 4915.323730 4457.129883 0.293026 0.270115
25 3 50 3633.039551 3383.768799 5189.932617 4833.830078 0.289079 0.293231
26 4 0 11934.705078 3133.427490 17049.355469 4476.173340 0.521082 0.354325
27 4 10 4701.100586 3416.686523 6715.739258 4880.900879 0.277104 0.186528
28 4 20 3558.578125 3066.932373 5083.573242 4381.207520 0.255970 0.290701
29 4 30 3005.302734 2971.961182 4293.161133 4245.532715 0.299914 0.294955
30 4 40 3156.410645 3349.305420 4509.035645 4784.606934 0.285384 0.268355
31 4 50 2880.248047 2739.643799 4114.524902 3913.654053 0.268697 0.286212
32 5 0 5173.457520 3136.944824 7390.440918 4481.198730 0.496033 0.352733
33 5 10 3827.181152 2893.857178 5467.258789 4133.997559 0.333715 0.196122
34 5 20 3353.919922 3058.475098 4791.204590 4369.134766 0.255503 0.269017
35 5 30 3278.056396 3180.104004 4682.817383 4542.884277 0.280490 0.282962
36 5 40 3599.985596 3142.283447 5142.721680 4488.856934 0.268798 0.278799
37 5 50 2784.245605 2918.459229 3977.385742 4169.103027 0.252457 0.290766
38 6 0 5414.885254 2804.770508 7735.326660 4006.656006 0.523181 0.371459
39 6 10 4215.503418 3413.467773 6022.016602 4876.297852 0.306116 0.197895
40 6 20 3488.155273 3023.050049 4982.981445 4318.525879 0.227785 0.273404
41 6 30 2953.763916 2847.473389 4219.535645 4067.706055 0.297097 0.263533
42 6 40 2894.835693 2951.687012 4135.359375 4216.577148 0.280651 0.276485
43 6 50 2884.175293 3042.343506 4120.137207 4346.076660 0.264586 0.299161
44 7 0 6498.497070 2984.346191 9283.343750 4263.208008 0.522994 0.334949
45 7 10 4186.162598 3109.874512 5980.098145 4442.582520 0.312845 0.222767
46 7 20 2971.318848 3007.400635 4244.639160 4296.156738 0.238725 0.303904
47 7 30 2816.141113 3035.098877 4022.941406 4335.732910 0.273892 0.286776
48 7 40 2713.621826 2896.318115 3876.488281 4137.476074 0.267141 0.283434
49 7 50 2975.131592 3068.481201 4250.065430 4383.437012 0.286403 0.251529
50 8 0 6809.148438 3108.661133 9727.107422 4440.795410 0.577808 0.348236
51 8 10 3750.679443 2482.557129 5357.983398 3546.450439 0.303163 0.138907
52 8 20 3877.942383 3415.008545 5539.823242 4878.460449 0.220803 0.287334
53 8 30 2785.791992 2730.953857 3979.580322 3901.237793 0.285388 0.291118
54 8 40 2866.808105 2982.692871 4095.317871 4260.859375 0.285348 0.304716
55 8 50 2852.916016 3067.582764 4075.487793 4382.143555 0.249002 0.274588
56 9 0 4856.940430 2991.899658 6938.258301 4273.981934 0.531997 0.374752
57 9 10 3285.523438 2381.942139 4693.470215 3402.682861 0.313796 0.214239
58 9 20 3039.602539 2983.859375 4342.197754 4262.552734 0.213819 0.241435
59 9 30 2918.992432 2921.763916 4169.859375 4173.837891 0.303131 0.258149
60 9 40 2778.509521 2748.715332 3969.181641 3926.613281 0.275007 0.287305
61 9 50 2612.647949 2787.689453 3732.237061 3982.300781 0.273503 0.262529