This commit is contained in:
MZ YANG
2026-01-26 22:24:59 +08:00
parent e88b1cab91
commit de84afecdd
5 changed files with 1649 additions and 1640 deletions

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@@ -38,6 +38,12 @@
"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_dropout": 0.0,
"temporal_epochs": 2,
"temporal_lr": 0.001,
"sample_batch_size": 8,
"sample_seq_len": 128
}

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@@ -0,0 +1,3 @@
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
1 timestamp avg_ks avg_jsd avg_lag1_diff
2 2026-01-26T14:24:11.947556 0.7131992629716979 0.0327603185748291 0.23276327008767583
3 2026-01-26T14:24:11.996556 0.7131992629716979 0.0327603185748291 0.23276327008767583

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@@ -1,61 +1,61 @@
epoch,step,loss,loss_cont,loss_disc
0,0,9801.450195,14001.333008,1.724242
0,10,8648.388672,12354.390625,1.050415
0,20,6285.666992,8979.191406,0.775979
0,30,6296.939941,8995.372070,0.598658
0,40,7126.128906,10180.011719,0.402291
0,50,5381.071289,7687.099121,0.340463
1,0,17876.904297,25538.212891,0.522857
1,10,9174.909180,13106.868164,0.338315
1,20,7635.462891,10907.713867,0.211883
1,30,5425.212402,7750.165039,0.323606
1,40,4372.716309,6246.610840,0.296102
1,50,3846.437988,5494.793945,0.273941
2,0,17057.958984,24368.269531,0.564671
2,10,7089.009766,10127.021484,0.315390
2,20,4230.856445,6043.994141,0.201429
2,30,3744.107910,5348.593262,0.309118
2,40,3531.041992,5044.219238,0.295744
2,50,3570.459229,5100.528320,0.297530
3,0,14367.601562,20524.917969,0.529623
3,10,6734.334473,9620.347656,0.304721
3,20,6140.179688,8771.602539,0.193836
3,30,4089.454102,5841.940918,0.317864
3,40,3553.830811,5076.785645,0.269531
3,50,3590.448242,5129.088867,0.287063
4,0,14410.816406,20586.648438,0.543822
4,10,6411.443359,9159.058594,0.341742
4,20,3816.795166,5452.479492,0.198213
4,30,4069.170898,5812.959961,0.329676
4,40,3484.921631,4978.332520,0.296284
4,50,2802.801514,4003.873779,0.299286
5,0,13335.293945,19050.201172,0.509557
5,10,5531.156738,7901.527344,0.293409
5,20,3844.260010,5491.696777,0.241263
5,30,3619.303223,5170.297363,0.317237
5,40,3492.172852,4988.697754,0.281641
5,50,3069.457275,4384.815918,0.287269
6,0,8740.982422,12486.912109,0.483061
6,10,6110.571777,8729.239258,0.347929
6,20,3350.194092,4785.889160,0.239650
6,30,3008.237549,4297.353516,0.300327
6,40,2944.483887,4206.288574,0.273457
6,50,3018.033447,4311.365234,0.259749
7,0,6784.341309,9691.704102,0.495378
7,10,4946.872559,7066.822754,0.321541
7,20,2816.704102,4023.745361,0.274515
7,30,2991.350830,4273.229980,0.299238
7,40,3023.450684,4319.083984,0.307114
7,50,2944.912598,4206.909668,0.253002
8,0,7364.851562,10521.002930,0.498283
8,10,3897.301025,5567.439453,0.311517
8,20,3313.474854,4733.448242,0.203364
8,30,2697.139648,3852.940430,0.271355
8,40,2955.225342,4221.633301,0.273175
8,50,2932.081787,4188.575684,0.262651
9,0,4065.651611,5807.854004,0.513017
9,10,4358.108398,6225.728516,0.329111
9,20,3417.019043,4881.362305,0.218488
9,30,2917.136719,4167.226562,0.260805
9,40,2786.277832,3980.287109,0.256345
9,50,2602.660645,3717.971680,0.268723
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
1 epoch step loss loss_cont loss_disc
2 0 0 9801.450195 10076.751953 14001.333008 14394.618164 1.724242 1.730766
3 0 10 8648.388672 8327.669922 12354.390625 11896.221680 1.050415 1.047697
4 0 20 6285.666992 6480.192383 8979.191406 9257.069336 0.775979 0.813652
5 0 30 6296.939941 6247.419434 8995.372070 8924.612305 0.598658 0.635893
6 0 40 7126.128906 5726.993652 10180.011719 8181.236328 0.402291 0.427442
7 0 50 5381.071289 5137.051270 7687.099121 7338.496582 0.340463 0.345255
8 1 0 17876.904297 17764.189453 25538.212891 25377.191406 0.522857 0.519132
9 1 10 9174.909180 7646.325195 13106.868164 10923.160156 0.338315 0.377619
10 1 20 7635.462891 5722.854004 10907.713867 8175.404785 0.211883 0.235613
11 1 30 5425.212402 4850.348145 7750.165039 6928.932129 0.323606 0.318460
12 1 40 4372.716309 3980.531982 6246.610840 5686.357910 0.296102 0.271540
13 1 50 3846.437988 3617.966797 5494.793945 5168.394043 0.273941 0.303173
14 2 0 17057.958984 14719.765625 24368.269531 21028.019531 0.564671 0.507699
15 2 10 7089.009766 4538.907715 10127.021484 6484.002441 0.315390 0.352795
16 2 20 4230.856445 4042.695801 6043.994141 5775.192383 0.201429 0.203912
17 2 30 3744.107910 3406.538330 5348.593262 4866.341309 0.309118 0.331246
18 2 40 3531.041992 3423.300781 5044.219238 4890.292969 0.295744 0.319031
19 2 50 3570.459229 3576.180176 5100.528320 5108.698242 0.297530 0.305018
20 3 0 14367.601562 9969.816406 20524.917969 14242.361328 0.529623 0.546363
21 3 10 6734.334473 4930.293945 9620.347656 7043.129883 0.304721 0.343653
22 3 20 6140.179688 4363.328125 8771.602539 6233.225098 0.193836 0.236356
23 3 30 4089.454102 3856.120605 5841.940918 5508.612793 0.317864 0.305913
24 3 40 3553.830811 3440.814453 5076.785645 4915.323730 0.269531 0.293026
25 3 50 3590.448242 3633.039551 5129.088867 5189.932617 0.287063 0.289079
26 4 0 14410.816406 11934.705078 20586.648438 17049.355469 0.543822 0.521082
27 4 10 6411.443359 4701.100586 9159.058594 6715.739258 0.341742 0.277104
28 4 20 3816.795166 3558.578125 5452.479492 5083.573242 0.198213 0.255970
29 4 30 4069.170898 3005.302734 5812.959961 4293.161133 0.329676 0.299914
30 4 40 3484.921631 3156.410645 4978.332520 4509.035645 0.296284 0.285384
31 4 50 2802.801514 2880.248047 4003.873779 4114.524902 0.299286 0.268697
32 5 0 13335.293945 5173.457520 19050.201172 7390.440918 0.509557 0.496033
33 5 10 5531.156738 3827.181152 7901.527344 5467.258789 0.293409 0.333715
34 5 20 3844.260010 3353.919922 5491.696777 4791.204590 0.241263 0.255503
35 5 30 3619.303223 3278.056396 5170.297363 4682.817383 0.317237 0.280490
36 5 40 3492.172852 3599.985596 4988.697754 5142.721680 0.281641 0.268798
37 5 50 3069.457275 2784.245605 4384.815918 3977.385742 0.287269 0.252457
38 6 0 8740.982422 5414.885254 12486.912109 7735.326660 0.483061 0.523181
39 6 10 6110.571777 4215.503418 8729.239258 6022.016602 0.347929 0.306116
40 6 20 3350.194092 3488.155273 4785.889160 4982.981445 0.239650 0.227785
41 6 30 3008.237549 2953.763916 4297.353516 4219.535645 0.300327 0.297097
42 6 40 2944.483887 2894.835693 4206.288574 4135.359375 0.273457 0.280651
43 6 50 3018.033447 2884.175293 4311.365234 4120.137207 0.259749 0.264586
44 7 0 6784.341309 6498.497070 9691.704102 9283.343750 0.495378 0.522994
45 7 10 4946.872559 4186.162598 7066.822754 5980.098145 0.321541 0.312845
46 7 20 2816.704102 2971.318848 4023.745361 4244.639160 0.274515 0.238725
47 7 30 2991.350830 2816.141113 4273.229980 4022.941406 0.299238 0.273892
48 7 40 3023.450684 2713.621826 4319.083984 3876.488281 0.307114 0.267141
49 7 50 2944.912598 2975.131592 4206.909668 4250.065430 0.253002 0.286403
50 8 0 7364.851562 6809.148438 10521.002930 9727.107422 0.498283 0.577808
51 8 10 3897.301025 3750.679443 5567.439453 5357.983398 0.311517 0.303163
52 8 20 3313.474854 3877.942383 4733.448242 5539.823242 0.203364 0.220803
53 8 30 2697.139648 2785.791992 3852.940430 3979.580322 0.271355 0.285388
54 8 40 2955.225342 2866.808105 4221.633301 4095.317871 0.273175 0.285348
55 8 50 2932.081787 2852.916016 4188.575684 4075.487793 0.262651 0.249002
56 9 0 4065.651611 4856.940430 5807.854004 6938.258301 0.513017 0.531997
57 9 10 4358.108398 3285.523438 6225.728516 4693.470215 0.329111 0.313796
58 9 20 3417.019043 3039.602539 4881.362305 4342.197754 0.218488 0.213819
59 9 30 2917.136719 2918.992432 4167.226562 4169.859375 0.260805 0.303131
60 9 40 2786.277832 2778.509521 3980.287109 3969.181641 0.256345 0.275007
61 9 50 2602.660645 2612.647949 3717.971680 3732.237061 0.268723 0.273503