wuff-mann commited on
Commit
f52b60b
·
verified ·
1 Parent(s): 4c12746

Upload folder using huggingface_hub

Browse files
Files changed (44) hide show
  1. .gitattributes +2 -0
  2. 实验1/stic_m_v51_burgers1d_exp1/benchmark_summary.png +3 -0
  3. 实验1/stic_m_v51_burgers1d_exp1/config.json +27 -0
  4. 实验1/stic_m_v51_burgers1d_exp1/fno_lite/checkpoint.pt +3 -0
  5. 实验1/stic_m_v51_burgers1d_exp1/fno_lite/metrics.json +30 -0
  6. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/fno_lite/prediction_example.png +0 -0
  7. 实验1/stic_m_v51_burgers1d_exp1/fno_lite/train_log.json +182 -0
  8. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/gate_summary.png +0 -0
  9. 实验1/stic_m_v51_burgers1d_exp1/lead_rmse.png +3 -0
  10. 实验1/stic_m_v51_burgers1d_exp1/persistence/metrics.json +30 -0
  11. 实验1/stic_m_v51_burgers1d_exp1/results.csv +11 -0
  12. 实验1/stic_m_v51_burgers1d_exp1/results.json +360 -0
  13. 实验1/stic_m_v51_burgers1d_exp1/simvp_lite/checkpoint.pt +3 -0
  14. 实验1/stic_m_v51_burgers1d_exp1/simvp_lite/metrics.json +30 -0
  15. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/simvp_lite/prediction_example.png +0 -0
  16. 实验1/stic_m_v51_burgers1d_exp1/simvp_lite/train_log.json +182 -0
  17. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_blackbox/checkpoint.pt +3 -0
  18. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_blackbox/metrics.json +38 -0
  19. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_blackbox/prediction_example.png +0 -0
  20. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_blackbox/train_log.json +296 -0
  21. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_full/checkpoint.pt +3 -0
  22. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_full/metrics.json +38 -0
  23. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_full/prediction_example.png +0 -0
  24. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_full/train_log.json +296 -0
  25. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_ber/checkpoint.pt +3 -0
  26. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_ber/metrics.json +38 -0
  27. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_no_ber/prediction_example.png +0 -0
  28. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_ber/train_log.json +296 -0
  29. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_folding/checkpoint.pt +3 -0
  30. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_folding/metrics.json +38 -0
  31. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_no_folding/prediction_example.png +0 -0
  32. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_folding/train_log.json +296 -0
  33. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_gates/checkpoint.pt +3 -0
  34. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_gates/metrics.json +38 -0
  35. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_no_gates/prediction_example.png +0 -0
  36. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_gates/train_log.json +296 -0
  37. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_spectral/checkpoint.pt +3 -0
  38. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_spectral/metrics.json +38 -0
  39. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_no_spectral/prediction_example.png +0 -0
  40. 实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_spectral/train_log.json +296 -0
  41. 实验1/stic_m_v51_burgers1d_exp1/unet_lite/checkpoint.pt +3 -0
  42. 实验1/stic_m_v51_burgers1d_exp1/unet_lite/metrics.json +30 -0
  43. /345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/unet_lite/prediction_example.png +0 -0
  44. 实验1/stic_m_v51_burgers1d_exp1/unet_lite/train_log.json +182 -0
.gitattributes CHANGED
@@ -79,3 +79,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
79
  实验1/stic_m_v5_ks1d_exp1/unet_lite/prediction_example.png filter=lfs diff=lfs merge=lfs -text
80
  实验1/stic_m_v5_moving_shapes_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
81
  实验1/stic_m_v51_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
 
 
 
79
  实验1/stic_m_v5_ks1d_exp1/unet_lite/prediction_example.png filter=lfs diff=lfs merge=lfs -text
80
  实验1/stic_m_v5_moving_shapes_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
81
  实验1/stic_m_v51_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
82
+ 实验1/stic_m_v51_burgers1d_exp1/benchmark_summary.png filter=lfs diff=lfs merge=lfs -text
83
+ 实验1/stic_m_v51_burgers1d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
实验1/stic_m_v51_burgers1d_exp1/benchmark_summary.png ADDED

Git LFS Details

  • SHA256: 2dc6adc9b1ce5d980738ef5df762f087bce21a9cb549d1fd1e3ca00b01cf42b8
  • Pointer size: 131 Bytes
  • Size of remote file: 104 kB
实验1/stic_m_v51_burgers1d_exp1/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cfg": {
3
+ "preset": "colab_quick",
4
+ "dataset": "burgers1d",
5
+ "n_seq": 72,
6
+ "total_steps": 64,
7
+ "height": 1,
8
+ "width": 32,
9
+ "hist_len": 4,
10
+ "horizon": 8,
11
+ "latent_dim": 32,
12
+ "hidden": 64,
13
+ "batch_size": 32,
14
+ "steps": 250,
15
+ "lr": 0.002,
16
+ "seed": 11,
17
+ "eval_every": 50,
18
+ "device": "auto",
19
+ "num_workers": 0
20
+ },
21
+ "meta": {
22
+ "channels": 1,
23
+ "port_channels": 1,
24
+ "height": 1,
25
+ "width": 32
26
+ }
27
+ }
实验1/stic_m_v51_burgers1d_exp1/fno_lite/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c9cc1635bf126795ed58fb4cf5ea930f9cf489da7cd72ec7e3f6ebf6b8b01bff
3
+ size 4228149
实验1/stic_m_v51_burgers1d_exp1/fno_lite/metrics.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.08643448352813721,
3
+ "rmse_last": 0.11284763365983963,
4
+ "mae_mean": 0.05352505296468735,
5
+ "mae_last": 0.06467994302511215,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.005291795730590821,
8
+ "mean_energy_drift": NaN,
9
+ "mean_reverse_error": NaN,
10
+ "mean_fold_dyn_error": NaN,
11
+ "lead_1_rmse": 0.08167770504951477,
12
+ "lead_2_rmse": 0.07363869994878769,
13
+ "lead_3_rmse": 0.07626951485872269,
14
+ "lead_4_rmse": 0.07858026027679443,
15
+ "lead_5_rmse": 0.08105403929948807,
16
+ "lead_6_rmse": 0.09133367240428925,
17
+ "lead_7_rmse": 0.09607431292533875,
18
+ "lead_8_rmse": 0.11284763365983963,
19
+ "lead_1_mae": 0.05346713215112686,
20
+ "lead_2_mae": 0.0488663949072361,
21
+ "lead_3_mae": 0.04921829700469971,
22
+ "lead_4_mae": 0.04983232542872429,
23
+ "lead_5_mae": 0.05039611831307411,
24
+ "lead_6_mae": 0.055826421827077866,
25
+ "lead_7_mae": 0.0559137687087059,
26
+ "lead_8_mae": 0.06467994302511215,
27
+ "model": "fno_lite",
28
+ "params": 530440,
29
+ "train_seconds": 3.02060866355896
30
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/fno_lite/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/fno_lite/train_log.json ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_total": 1.214116096496582,
5
+ "loss_pred": 1.214116096496582,
6
+ "rmse_mean": 0.674239993095398,
7
+ "rmse_last": 0.7103123664855957,
8
+ "mae_mean": 0.4373689293861389,
9
+ "mae_last": 0.44606900215148926,
10
+ "spectral_error": 0.0,
11
+ "eval_seconds_per_batch": 0.0032491534948349,
12
+ "mean_energy_drift": NaN,
13
+ "mean_reverse_error": NaN,
14
+ "mean_fold_dyn_error": NaN,
15
+ "lead_1_rmse": 0.644478976726532,
16
+ "lead_2_rmse": 0.6500926613807678,
17
+ "lead_3_rmse": 0.6595057845115662,
18
+ "lead_4_rmse": 0.6825336217880249,
19
+ "lead_5_rmse": 0.6738181114196777,
20
+ "lead_6_rmse": 0.6818540096282959,
21
+ "lead_7_rmse": 0.6913247108459473,
22
+ "lead_8_rmse": 0.7103123664855957,
23
+ "lead_1_mae": 0.4316251277923584,
24
+ "lead_2_mae": 0.4316084086894989,
25
+ "lead_3_mae": 0.43666625022888184,
26
+ "lead_4_mae": 0.45031753182411194,
27
+ "lead_5_mae": 0.4328001141548157,
28
+ "lead_6_mae": 0.43436968326568604,
29
+ "lead_7_mae": 0.435495525598526,
30
+ "lead_8_mae": 0.44606900215148926
31
+ },
32
+ {
33
+ "step": 50,
34
+ "loss_total": 0.07333239167928696,
35
+ "loss_pred": 0.07333239167928696,
36
+ "rmse_mean": 0.18239954113960266,
37
+ "rmse_last": 0.2108839601278305,
38
+ "mae_mean": 0.12138751149177551,
39
+ "mae_last": 0.13486868143081665,
40
+ "spectral_error": 0.0,
41
+ "eval_seconds_per_batch": 0.0035257935523986816,
42
+ "mean_energy_drift": NaN,
43
+ "mean_reverse_error": NaN,
44
+ "mean_fold_dyn_error": NaN,
45
+ "lead_1_rmse": 0.16229932010173798,
46
+ "lead_2_rmse": 0.162163645029068,
47
+ "lead_3_rmse": 0.17194710671901703,
48
+ "lead_4_rmse": 0.17008410394191742,
49
+ "lead_5_rmse": 0.17818281054496765,
50
+ "lead_6_rmse": 0.1961003988981247,
51
+ "lead_7_rmse": 0.20753498375415802,
52
+ "lead_8_rmse": 0.2108839601278305,
53
+ "lead_1_mae": 0.11398754268884659,
54
+ "lead_2_mae": 0.11611112952232361,
55
+ "lead_3_mae": 0.11592230200767517,
56
+ "lead_4_mae": 0.11784041672945023,
57
+ "lead_5_mae": 0.11513881385326385,
58
+ "lead_6_mae": 0.12327076494693756,
59
+ "lead_7_mae": 0.13396048545837402,
60
+ "lead_8_mae": 0.13486868143081665
61
+ },
62
+ {
63
+ "step": 100,
64
+ "loss_total": 0.04147738963365555,
65
+ "loss_pred": 0.04147738963365555,
66
+ "rmse_mean": 0.1230127364397049,
67
+ "rmse_last": 0.14760330319404602,
68
+ "mae_mean": 0.07616257667541504,
69
+ "mae_last": 0.08197997510433197,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.00479087233543396,
72
+ "mean_energy_drift": NaN,
73
+ "mean_reverse_error": NaN,
74
+ "mean_fold_dyn_error": NaN,
75
+ "lead_1_rmse": 0.12097492814064026,
76
+ "lead_2_rmse": 0.11294115334749222,
77
+ "lead_3_rmse": 0.11088216304779053,
78
+ "lead_4_rmse": 0.11318598687648773,
79
+ "lead_5_rmse": 0.11405542492866516,
80
+ "lead_6_rmse": 0.12777438759803772,
81
+ "lead_7_rmse": 0.1366845816373825,
82
+ "lead_8_rmse": 0.14760330319404602,
83
+ "lead_1_mae": 0.0789312794804573,
84
+ "lead_2_mae": 0.07671759277582169,
85
+ "lead_3_mae": 0.0713939294219017,
86
+ "lead_4_mae": 0.07299894839525223,
87
+ "lead_5_mae": 0.07113147526979446,
88
+ "lead_6_mae": 0.07683860510587692,
89
+ "lead_7_mae": 0.07930881530046463,
90
+ "lead_8_mae": 0.08197997510433197
91
+ },
92
+ {
93
+ "step": 150,
94
+ "loss_total": 0.030469266697764397,
95
+ "loss_pred": 0.030469266697764397,
96
+ "rmse_mean": 0.11501053720712662,
97
+ "rmse_last": 0.1434873342514038,
98
+ "mae_mean": 0.07034312188625336,
99
+ "mae_last": 0.08079792559146881,
100
+ "spectral_error": 0.0,
101
+ "eval_seconds_per_batch": 0.004341185092926025,
102
+ "mean_energy_drift": NaN,
103
+ "mean_reverse_error": NaN,
104
+ "mean_fold_dyn_error": NaN,
105
+ "lead_1_rmse": 0.11531525105237961,
106
+ "lead_2_rmse": 0.10228535532951355,
107
+ "lead_3_rmse": 0.10005825757980347,
108
+ "lead_4_rmse": 0.10364799946546555,
109
+ "lead_5_rmse": 0.10639172792434692,
110
+ "lead_6_rmse": 0.12029194086790085,
111
+ "lead_7_rmse": 0.1286064088344574,
112
+ "lead_8_rmse": 0.1434873342514038,
113
+ "lead_1_mae": 0.07335878163576126,
114
+ "lead_2_mae": 0.06554213911294937,
115
+ "lead_3_mae": 0.06317213177680969,
116
+ "lead_4_mae": 0.0659911185503006,
117
+ "lead_5_mae": 0.0659828707575798,
118
+ "lead_6_mae": 0.07285743951797485,
119
+ "lead_7_mae": 0.07504253089427948,
120
+ "lead_8_mae": 0.08079792559146881
121
+ },
122
+ {
123
+ "step": 200,
124
+ "loss_total": 0.020751778036355972,
125
+ "loss_pred": 0.020751778036355972,
126
+ "rmse_mean": 0.10153132677078247,
127
+ "rmse_last": 0.12220063805580139,
128
+ "mae_mean": 0.06213390827178955,
129
+ "mae_last": 0.06798454374074936,
130
+ "spectral_error": 0.0,
131
+ "eval_seconds_per_batch": 0.003985047340393066,
132
+ "mean_energy_drift": NaN,
133
+ "mean_reverse_error": NaN,
134
+ "mean_fold_dyn_error": NaN,
135
+ "lead_1_rmse": 0.09312085807323456,
136
+ "lead_2_rmse": 0.0905841737985611,
137
+ "lead_3_rmse": 0.08782266825437546,
138
+ "lead_4_rmse": 0.09207019209861755,
139
+ "lead_5_rmse": 0.10299240052700043,
140
+ "lead_6_rmse": 0.10903298109769821,
141
+ "lead_7_rmse": 0.11442674696445465,
142
+ "lead_8_rmse": 0.12220063805580139,
143
+ "lead_1_mae": 0.06024573743343353,
144
+ "lead_2_mae": 0.05951391160488129,
145
+ "lead_3_mae": 0.05489089712500572,
146
+ "lead_4_mae": 0.058732036501169205,
147
+ "lead_5_mae": 0.06469275057315826,
148
+ "lead_6_mae": 0.06445235759019852,
149
+ "lead_7_mae": 0.06655901670455933,
150
+ "lead_8_mae": 0.06798454374074936
151
+ },
152
+ {
153
+ "step": 250,
154
+ "loss_total": 0.012877675704658031,
155
+ "loss_pred": 0.012877675704658031,
156
+ "rmse_mean": 0.08315011858940125,
157
+ "rmse_last": 0.1080506294965744,
158
+ "mae_mean": 0.05224412679672241,
159
+ "mae_last": 0.06262519210577011,
160
+ "spectral_error": 0.0,
161
+ "eval_seconds_per_batch": 0.00476500391960144,
162
+ "mean_energy_drift": NaN,
163
+ "mean_reverse_error": NaN,
164
+ "mean_fold_dyn_error": NaN,
165
+ "lead_1_rmse": 0.07887741178274155,
166
+ "lead_2_rmse": 0.07056866586208344,
167
+ "lead_3_rmse": 0.07220898568630219,
168
+ "lead_4_rmse": 0.07461915165185928,
169
+ "lead_5_rmse": 0.078141950070858,
170
+ "lead_6_rmse": 0.08899100124835968,
171
+ "lead_7_rmse": 0.09374317526817322,
172
+ "lead_8_rmse": 0.1080506294965744,
173
+ "lead_1_mae": 0.053126201033592224,
174
+ "lead_2_mae": 0.04753706604242325,
175
+ "lead_3_mae": 0.04746435955166817,
176
+ "lead_4_mae": 0.04842353239655495,
177
+ "lead_5_mae": 0.048868633806705475,
178
+ "lead_6_mae": 0.054872460663318634,
179
+ "lead_7_mae": 0.055035561323165894,
180
+ "lead_8_mae": 0.06262519210577011
181
+ }
182
+ ]
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/gate_summary.png ADDED
实验1/stic_m_v51_burgers1d_exp1/lead_rmse.png ADDED

Git LFS Details

  • SHA256: d3441207ff4584186bdbacf41eac01094af654ad8276343ae188f28784ebc541
  • Pointer size: 131 Bytes
  • Size of remote file: 149 kB
实验1/stic_m_v51_burgers1d_exp1/persistence/metrics.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.11471687257289886,
3
+ "rmse_last": 0.1990283578634262,
4
+ "mae_mean": 0.05212622135877609,
5
+ "mae_last": 0.09079796820878983,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.001146860122680664,
8
+ "mean_energy_drift": NaN,
9
+ "mean_reverse_error": NaN,
10
+ "mean_fold_dyn_error": NaN,
11
+ "lead_1_rmse": 0.026576006785035133,
12
+ "lead_2_rmse": 0.05256026238203049,
13
+ "lead_3_rmse": 0.07812678068876266,
14
+ "lead_4_rmse": 0.10360381007194519,
15
+ "lead_5_rmse": 0.12864334881305695,
16
+ "lead_6_rmse": 0.1529313623905182,
17
+ "lead_7_rmse": 0.17626503109931946,
18
+ "lead_8_rmse": 0.1990283578634262,
19
+ "lead_1_mae": 0.011960652656853199,
20
+ "lead_2_mae": 0.02376387268304825,
21
+ "lead_3_mae": 0.03541572019457817,
22
+ "lead_4_mae": 0.04698259383440018,
23
+ "lead_5_mae": 0.058360520750284195,
24
+ "lead_6_mae": 0.06947071850299835,
25
+ "lead_7_mae": 0.08025776594877243,
26
+ "lead_8_mae": 0.09079796820878983,
27
+ "model": "persistence",
28
+ "params": 0,
29
+ "train_seconds": 0.0
30
+ }
实验1/stic_m_v51_burgers1d_exp1/results.csv ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ rmse_mean,rmse_last,mae_mean,mae_last,spectral_error,eval_seconds_per_batch,mean_energy_drift,mean_reverse_error,mean_fold_dyn_error,lead_1_rmse,lead_2_rmse,lead_3_rmse,lead_4_rmse,lead_5_rmse,lead_6_rmse,lead_7_rmse,lead_8_rmse,lead_1_mae,lead_2_mae,lead_3_mae,lead_4_mae,lead_5_mae,lead_6_mae,lead_7_mae,lead_8_mae,model,params,train_seconds,dataset,gate_closed,gate_spectral,gate_ber,gate_fold,gate_null,mean_ber_budget_error,mean_ber_strength,mean_ber_smoothness
2
+ 0.11471687257289886,0.1990283578634262,0.05212622135877609,0.09079796820878983,0.0,0.001146860122680664,nan,nan,nan,0.026576006785035133,0.05256026238203049,0.07812678068876266,0.10360381007194519,0.12864334881305695,0.1529313623905182,0.17626503109931946,0.1990283578634262,0.011960652656853199,0.02376387268304825,0.03541572019457817,0.04698259383440018,0.058360520750284195,0.06947071850299835,0.08025776594877243,0.09079796820878983,persistence,0,0.0,burgers1d,,,,,,,,
3
+ 0.07082408666610718,0.09646392613649368,0.04190850630402565,0.05418466031551361,0.0,0.02866954803466797,0.002945338780991733,3.7117661122465506e-07,2.05971222021617e-05,0.06206231564283371,0.058588042855262756,0.058591388165950775,0.06180901825428009,0.0678117573261261,0.07586516439914703,0.08540108799934387,0.09646392613649368,0.03759372606873512,0.03612959757447243,0.03631379082798958,0.037788692861795425,0.0404202975332737,0.04411499574780464,0.0487222783267498,0.05418466031551361,sticm_v51_full,593483,23.883923768997192,burgers1d,1.0,0.34999996423721313,0.25,0.0,0.0,0.0023993329354561866,0.004062283979728818,0.00336220386903733
4
+ 0.06595366448163986,0.08591941744089127,0.04482473433017731,0.053615402430295944,0.0,0.02736429214477539,0.0016535145603120327,9.74906258761621e-07,5.625556725135539e-05,0.0536138154566288,0.05364746227860451,0.056733835488557816,0.06123639643192291,0.06631923466920853,0.071920245885849,0.07823893427848816,0.08591941744089127,0.03718053176999092,0.03819364309310913,0.04052811115980148,0.04341152310371399,0.04610852897167206,0.04857322573661804,0.05098693072795868,0.053615402430295944,sticm_v51_no_gates,593483,23.33875298500061,burgers1d,1.0,1.0,1.0,0.0,0.0,0.0016322391462745146,0.0045592886954545974,0.005543446121737361
5
+ 0.07582177221775055,0.10396478325128555,0.046782754361629486,0.0567401684820652,0.0,0.029089956283569335,0.0025017148070037363,7.365585224761162e-07,5.984601539239521e-06,0.06429044902324677,0.06259593367576599,0.06380899250507355,0.06719350814819336,0.0727824941277504,0.08078643679618835,0.09115157276391983,0.10396478325128555,0.04405025392770767,0.04298187419772148,0.042824264615774155,0.043509744107723236,0.04500211775302887,0.04759007319808006,0.05156354606151581,0.0567401684820652,sticm_v51_no_spectral,593483,24.055611610412598,burgers1d,1.0,0.0,0.25,0.0,0.0,0.001604163873125799,0.004576769191771746,0.002800733228214085
6
+ 0.0766996368765831,0.11141478270292282,0.04539206624031067,0.05952131748199463,0.0,0.027773942947387695,0.015874861925840377,2.498791644711673e-07,1.9471859031909846e-05,0.06553073972463608,0.062105581164360046,0.061589714139699936,0.06460695713758469,0.0714760348200798,0.08177826553583145,0.09509500861167908,0.11141478270292282,0.042097605764865875,0.040127214044332504,0.039495959877967834,0.040316417813301086,0.04261833056807518,0.046635594218969345,0.0523240864276886,0.05952131748199463,sticm_v51_no_ber,593483,23.724199056625366,burgers1d,1.0,0.34999996423721313,0.0,0.0,0.0,0.01570864289999008,0.001260672416538,0.0033646211214363574
7
+ 0.0683780163526535,0.0934346616268158,0.03903244063258171,0.049407634884119034,0.0,0.02788015365600586,0.002469006786122918,2.8830750409269967e-07,0.0009273439086973667,0.06321809440851212,0.057907942682504654,0.05686542019248009,0.0590912401676178,0.0640307366847992,0.07140658050775528,0.0810694769024849,0.0934346616268158,0.040723033249378204,0.0361175499856472,0.03402860462665558,0.03385404497385025,0.035665757954120636,0.038914505392313004,0.04354839399456978,0.049407634884119034,sticm_v51_no_folding,593483,24.102482318878174,burgers1d,1.0,0.34999996423721313,0.25,0.0,0.0,0.0021205182978883386,0.004502506973221898,0.001673212929163128
8
+ 0.0717211663722992,0.09299512207508087,0.0421794168651104,0.05026410520076752,0.0,0.012544517517089843,0.17867685973644257,0.0031552453059703113,0.011635402292013168,0.06466813385486603,0.0589110404253006,0.059728942811489105,0.06424335390329361,0.07053253054618835,0.07764488458633423,0.08504533022642136,0.09299512207508087,0.04116450622677803,0.03741821274161339,0.0370623953640461,0.038746677339076996,0.04131166636943817,0.04425608739256859,0.04721168056130409,0.05026410520076752,sticm_v51_blackbox,593483,10.293070316314697,burgers1d,0.0,0.0,0.0,0.0,0.0,0.17867685973644257,0.0,0.0
9
+ 0.06809210777282715,0.09313303977251053,0.03528556227684021,0.046104785054922104,0.0,0.002627859115600586,nan,nan,nan,0.05781286209821701,0.05224691331386566,0.05331229791045189,0.05997784435749054,0.07016957551240921,0.07520407438278198,0.08288025110960007,0.09313303977251053,0.03362131491303444,0.02963431179523468,0.02907964028418064,0.03077530674636364,0.03549611195921898,0.0368330143392086,0.040740035474300385,0.046104785054922104,simvp_lite,309960,1.8710410594940186,burgers1d,,,,,,,,
10
+ 0.08643448352813721,0.11284763365983963,0.05352505296468735,0.06467994302511215,0.0,0.005291795730590821,nan,nan,nan,0.08167770504951477,0.07363869994878769,0.07626951485872269,0.07858026027679443,0.08105403929948807,0.09133367240428925,0.09607431292533875,0.11284763365983963,0.05346713215112686,0.0488663949072361,0.04921829700469971,0.04983232542872429,0.05039611831307411,0.055826421827077866,0.0559137687087059,0.06467994302511215,fno_lite,530440,3.02060866355896,burgers1d,,,,,,,,
11
+ 0.07586526870727539,0.10237125307321548,0.04688773304224014,0.06050208956003189,0.0,0.0025882530212402344,nan,nan,nan,0.0636776015162468,0.05986357107758522,0.06647041440010071,0.06815812736749649,0.07358342409133911,0.08224538713693619,0.090552419424057,0.10237125307321548,0.040816523134708405,0.03926742821931839,0.04167184978723526,0.04260941594839096,0.04512389004230499,0.05105298385024071,0.054057683795690536,0.06050208956003189,unet_lite,200360,1.8435311317443848,burgers1d,,,,,,,,
实验1/stic_m_v51_burgers1d_exp1/results.json ADDED
@@ -0,0 +1,360 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "rmse_mean": 0.11471687257289886,
4
+ "rmse_last": 0.1990283578634262,
5
+ "mae_mean": 0.05212622135877609,
6
+ "mae_last": 0.09079796820878983,
7
+ "spectral_error": 0.0,
8
+ "eval_seconds_per_batch": 0.001146860122680664,
9
+ "mean_energy_drift": NaN,
10
+ "mean_reverse_error": NaN,
11
+ "mean_fold_dyn_error": NaN,
12
+ "lead_1_rmse": 0.026576006785035133,
13
+ "lead_2_rmse": 0.05256026238203049,
14
+ "lead_3_rmse": 0.07812678068876266,
15
+ "lead_4_rmse": 0.10360381007194519,
16
+ "lead_5_rmse": 0.12864334881305695,
17
+ "lead_6_rmse": 0.1529313623905182,
18
+ "lead_7_rmse": 0.17626503109931946,
19
+ "lead_8_rmse": 0.1990283578634262,
20
+ "lead_1_mae": 0.011960652656853199,
21
+ "lead_2_mae": 0.02376387268304825,
22
+ "lead_3_mae": 0.03541572019457817,
23
+ "lead_4_mae": 0.04698259383440018,
24
+ "lead_5_mae": 0.058360520750284195,
25
+ "lead_6_mae": 0.06947071850299835,
26
+ "lead_7_mae": 0.08025776594877243,
27
+ "lead_8_mae": 0.09079796820878983,
28
+ "model": "persistence",
29
+ "params": 0,
30
+ "train_seconds": 0.0,
31
+ "dataset": "burgers1d"
32
+ },
33
+ {
34
+ "rmse_mean": 0.07082408666610718,
35
+ "rmse_last": 0.09646392613649368,
36
+ "mae_mean": 0.04190850630402565,
37
+ "mae_last": 0.05418466031551361,
38
+ "spectral_error": 0.0,
39
+ "eval_seconds_per_batch": 0.02866954803466797,
40
+ "mean_energy_drift": 0.002945338780991733,
41
+ "mean_reverse_error": 3.7117661122465506e-07,
42
+ "mean_fold_dyn_error": 2.05971222021617e-05,
43
+ "gate_closed": 1.0,
44
+ "gate_spectral": 0.34999996423721313,
45
+ "gate_ber": 0.25,
46
+ "gate_fold": 0.0,
47
+ "gate_null": 0.0,
48
+ "mean_ber_budget_error": 0.0023993329354561866,
49
+ "mean_ber_strength": 0.004062283979728818,
50
+ "mean_ber_smoothness": 0.00336220386903733,
51
+ "lead_1_rmse": 0.06206231564283371,
52
+ "lead_2_rmse": 0.058588042855262756,
53
+ "lead_3_rmse": 0.058591388165950775,
54
+ "lead_4_rmse": 0.06180901825428009,
55
+ "lead_5_rmse": 0.0678117573261261,
56
+ "lead_6_rmse": 0.07586516439914703,
57
+ "lead_7_rmse": 0.08540108799934387,
58
+ "lead_8_rmse": 0.09646392613649368,
59
+ "lead_1_mae": 0.03759372606873512,
60
+ "lead_2_mae": 0.03612959757447243,
61
+ "lead_3_mae": 0.03631379082798958,
62
+ "lead_4_mae": 0.037788692861795425,
63
+ "lead_5_mae": 0.0404202975332737,
64
+ "lead_6_mae": 0.04411499574780464,
65
+ "lead_7_mae": 0.0487222783267498,
66
+ "lead_8_mae": 0.05418466031551361,
67
+ "model": "sticm_v51_full",
68
+ "params": 593483,
69
+ "train_seconds": 23.883923768997192,
70
+ "dataset": "burgers1d"
71
+ },
72
+ {
73
+ "rmse_mean": 0.06595366448163986,
74
+ "rmse_last": 0.08591941744089127,
75
+ "mae_mean": 0.04482473433017731,
76
+ "mae_last": 0.053615402430295944,
77
+ "spectral_error": 0.0,
78
+ "eval_seconds_per_batch": 0.02736429214477539,
79
+ "mean_energy_drift": 0.0016535145603120327,
80
+ "mean_reverse_error": 9.74906258761621e-07,
81
+ "mean_fold_dyn_error": 5.625556725135539e-05,
82
+ "gate_closed": 1.0,
83
+ "gate_spectral": 1.0,
84
+ "gate_ber": 1.0,
85
+ "gate_fold": 0.0,
86
+ "gate_null": 0.0,
87
+ "mean_ber_budget_error": 0.0016322391462745146,
88
+ "mean_ber_strength": 0.0045592886954545974,
89
+ "mean_ber_smoothness": 0.005543446121737361,
90
+ "lead_1_rmse": 0.0536138154566288,
91
+ "lead_2_rmse": 0.05364746227860451,
92
+ "lead_3_rmse": 0.056733835488557816,
93
+ "lead_4_rmse": 0.06123639643192291,
94
+ "lead_5_rmse": 0.06631923466920853,
95
+ "lead_6_rmse": 0.071920245885849,
96
+ "lead_7_rmse": 0.07823893427848816,
97
+ "lead_8_rmse": 0.08591941744089127,
98
+ "lead_1_mae": 0.03718053176999092,
99
+ "lead_2_mae": 0.03819364309310913,
100
+ "lead_3_mae": 0.04052811115980148,
101
+ "lead_4_mae": 0.04341152310371399,
102
+ "lead_5_mae": 0.04610852897167206,
103
+ "lead_6_mae": 0.04857322573661804,
104
+ "lead_7_mae": 0.05098693072795868,
105
+ "lead_8_mae": 0.053615402430295944,
106
+ "model": "sticm_v51_no_gates",
107
+ "params": 593483,
108
+ "train_seconds": 23.33875298500061,
109
+ "dataset": "burgers1d"
110
+ },
111
+ {
112
+ "rmse_mean": 0.07582177221775055,
113
+ "rmse_last": 0.10396478325128555,
114
+ "mae_mean": 0.046782754361629486,
115
+ "mae_last": 0.0567401684820652,
116
+ "spectral_error": 0.0,
117
+ "eval_seconds_per_batch": 0.029089956283569335,
118
+ "mean_energy_drift": 0.0025017148070037363,
119
+ "mean_reverse_error": 7.365585224761162e-07,
120
+ "mean_fold_dyn_error": 5.984601539239521e-06,
121
+ "gate_closed": 1.0,
122
+ "gate_spectral": 0.0,
123
+ "gate_ber": 0.25,
124
+ "gate_fold": 0.0,
125
+ "gate_null": 0.0,
126
+ "mean_ber_budget_error": 0.001604163873125799,
127
+ "mean_ber_strength": 0.004576769191771746,
128
+ "mean_ber_smoothness": 0.002800733228214085,
129
+ "lead_1_rmse": 0.06429044902324677,
130
+ "lead_2_rmse": 0.06259593367576599,
131
+ "lead_3_rmse": 0.06380899250507355,
132
+ "lead_4_rmse": 0.06719350814819336,
133
+ "lead_5_rmse": 0.0727824941277504,
134
+ "lead_6_rmse": 0.08078643679618835,
135
+ "lead_7_rmse": 0.09115157276391983,
136
+ "lead_8_rmse": 0.10396478325128555,
137
+ "lead_1_mae": 0.04405025392770767,
138
+ "lead_2_mae": 0.04298187419772148,
139
+ "lead_3_mae": 0.042824264615774155,
140
+ "lead_4_mae": 0.043509744107723236,
141
+ "lead_5_mae": 0.04500211775302887,
142
+ "lead_6_mae": 0.04759007319808006,
143
+ "lead_7_mae": 0.05156354606151581,
144
+ "lead_8_mae": 0.0567401684820652,
145
+ "model": "sticm_v51_no_spectral",
146
+ "params": 593483,
147
+ "train_seconds": 24.055611610412598,
148
+ "dataset": "burgers1d"
149
+ },
150
+ {
151
+ "rmse_mean": 0.0766996368765831,
152
+ "rmse_last": 0.11141478270292282,
153
+ "mae_mean": 0.04539206624031067,
154
+ "mae_last": 0.05952131748199463,
155
+ "spectral_error": 0.0,
156
+ "eval_seconds_per_batch": 0.027773942947387695,
157
+ "mean_energy_drift": 0.015874861925840377,
158
+ "mean_reverse_error": 2.498791644711673e-07,
159
+ "mean_fold_dyn_error": 1.9471859031909846e-05,
160
+ "gate_closed": 1.0,
161
+ "gate_spectral": 0.34999996423721313,
162
+ "gate_ber": 0.0,
163
+ "gate_fold": 0.0,
164
+ "gate_null": 0.0,
165
+ "mean_ber_budget_error": 0.01570864289999008,
166
+ "mean_ber_strength": 0.001260672416538,
167
+ "mean_ber_smoothness": 0.0033646211214363574,
168
+ "lead_1_rmse": 0.06553073972463608,
169
+ "lead_2_rmse": 0.062105581164360046,
170
+ "lead_3_rmse": 0.061589714139699936,
171
+ "lead_4_rmse": 0.06460695713758469,
172
+ "lead_5_rmse": 0.0714760348200798,
173
+ "lead_6_rmse": 0.08177826553583145,
174
+ "lead_7_rmse": 0.09509500861167908,
175
+ "lead_8_rmse": 0.11141478270292282,
176
+ "lead_1_mae": 0.042097605764865875,
177
+ "lead_2_mae": 0.040127214044332504,
178
+ "lead_3_mae": 0.039495959877967834,
179
+ "lead_4_mae": 0.040316417813301086,
180
+ "lead_5_mae": 0.04261833056807518,
181
+ "lead_6_mae": 0.046635594218969345,
182
+ "lead_7_mae": 0.0523240864276886,
183
+ "lead_8_mae": 0.05952131748199463,
184
+ "model": "sticm_v51_no_ber",
185
+ "params": 593483,
186
+ "train_seconds": 23.724199056625366,
187
+ "dataset": "burgers1d"
188
+ },
189
+ {
190
+ "rmse_mean": 0.0683780163526535,
191
+ "rmse_last": 0.0934346616268158,
192
+ "mae_mean": 0.03903244063258171,
193
+ "mae_last": 0.049407634884119034,
194
+ "spectral_error": 0.0,
195
+ "eval_seconds_per_batch": 0.02788015365600586,
196
+ "mean_energy_drift": 0.002469006786122918,
197
+ "mean_reverse_error": 2.8830750409269967e-07,
198
+ "mean_fold_dyn_error": 0.0009273439086973667,
199
+ "gate_closed": 1.0,
200
+ "gate_spectral": 0.34999996423721313,
201
+ "gate_ber": 0.25,
202
+ "gate_fold": 0.0,
203
+ "gate_null": 0.0,
204
+ "mean_ber_budget_error": 0.0021205182978883386,
205
+ "mean_ber_strength": 0.004502506973221898,
206
+ "mean_ber_smoothness": 0.001673212929163128,
207
+ "lead_1_rmse": 0.06321809440851212,
208
+ "lead_2_rmse": 0.057907942682504654,
209
+ "lead_3_rmse": 0.05686542019248009,
210
+ "lead_4_rmse": 0.0590912401676178,
211
+ "lead_5_rmse": 0.0640307366847992,
212
+ "lead_6_rmse": 0.07140658050775528,
213
+ "lead_7_rmse": 0.0810694769024849,
214
+ "lead_8_rmse": 0.0934346616268158,
215
+ "lead_1_mae": 0.040723033249378204,
216
+ "lead_2_mae": 0.0361175499856472,
217
+ "lead_3_mae": 0.03402860462665558,
218
+ "lead_4_mae": 0.03385404497385025,
219
+ "lead_5_mae": 0.035665757954120636,
220
+ "lead_6_mae": 0.038914505392313004,
221
+ "lead_7_mae": 0.04354839399456978,
222
+ "lead_8_mae": 0.049407634884119034,
223
+ "model": "sticm_v51_no_folding",
224
+ "params": 593483,
225
+ "train_seconds": 24.102482318878174,
226
+ "dataset": "burgers1d"
227
+ },
228
+ {
229
+ "rmse_mean": 0.0717211663722992,
230
+ "rmse_last": 0.09299512207508087,
231
+ "mae_mean": 0.0421794168651104,
232
+ "mae_last": 0.05026410520076752,
233
+ "spectral_error": 0.0,
234
+ "eval_seconds_per_batch": 0.012544517517089843,
235
+ "mean_energy_drift": 0.17867685973644257,
236
+ "mean_reverse_error": 0.0031552453059703113,
237
+ "mean_fold_dyn_error": 0.011635402292013168,
238
+ "gate_closed": 0.0,
239
+ "gate_spectral": 0.0,
240
+ "gate_ber": 0.0,
241
+ "gate_fold": 0.0,
242
+ "gate_null": 0.0,
243
+ "mean_ber_budget_error": 0.17867685973644257,
244
+ "mean_ber_strength": 0.0,
245
+ "mean_ber_smoothness": 0.0,
246
+ "lead_1_rmse": 0.06466813385486603,
247
+ "lead_2_rmse": 0.0589110404253006,
248
+ "lead_3_rmse": 0.059728942811489105,
249
+ "lead_4_rmse": 0.06424335390329361,
250
+ "lead_5_rmse": 0.07053253054618835,
251
+ "lead_6_rmse": 0.07764488458633423,
252
+ "lead_7_rmse": 0.08504533022642136,
253
+ "lead_8_rmse": 0.09299512207508087,
254
+ "lead_1_mae": 0.04116450622677803,
255
+ "lead_2_mae": 0.03741821274161339,
256
+ "lead_3_mae": 0.0370623953640461,
257
+ "lead_4_mae": 0.038746677339076996,
258
+ "lead_5_mae": 0.04131166636943817,
259
+ "lead_6_mae": 0.04425608739256859,
260
+ "lead_7_mae": 0.04721168056130409,
261
+ "lead_8_mae": 0.05026410520076752,
262
+ "model": "sticm_v51_blackbox",
263
+ "params": 593483,
264
+ "train_seconds": 10.293070316314697,
265
+ "dataset": "burgers1d"
266
+ },
267
+ {
268
+ "rmse_mean": 0.06809210777282715,
269
+ "rmse_last": 0.09313303977251053,
270
+ "mae_mean": 0.03528556227684021,
271
+ "mae_last": 0.046104785054922104,
272
+ "spectral_error": 0.0,
273
+ "eval_seconds_per_batch": 0.002627859115600586,
274
+ "mean_energy_drift": NaN,
275
+ "mean_reverse_error": NaN,
276
+ "mean_fold_dyn_error": NaN,
277
+ "lead_1_rmse": 0.05781286209821701,
278
+ "lead_2_rmse": 0.05224691331386566,
279
+ "lead_3_rmse": 0.05331229791045189,
280
+ "lead_4_rmse": 0.05997784435749054,
281
+ "lead_5_rmse": 0.07016957551240921,
282
+ "lead_6_rmse": 0.07520407438278198,
283
+ "lead_7_rmse": 0.08288025110960007,
284
+ "lead_8_rmse": 0.09313303977251053,
285
+ "lead_1_mae": 0.03362131491303444,
286
+ "lead_2_mae": 0.02963431179523468,
287
+ "lead_3_mae": 0.02907964028418064,
288
+ "lead_4_mae": 0.03077530674636364,
289
+ "lead_5_mae": 0.03549611195921898,
290
+ "lead_6_mae": 0.0368330143392086,
291
+ "lead_7_mae": 0.040740035474300385,
292
+ "lead_8_mae": 0.046104785054922104,
293
+ "model": "simvp_lite",
294
+ "params": 309960,
295
+ "train_seconds": 1.8710410594940186,
296
+ "dataset": "burgers1d"
297
+ },
298
+ {
299
+ "rmse_mean": 0.08643448352813721,
300
+ "rmse_last": 0.11284763365983963,
301
+ "mae_mean": 0.05352505296468735,
302
+ "mae_last": 0.06467994302511215,
303
+ "spectral_error": 0.0,
304
+ "eval_seconds_per_batch": 0.005291795730590821,
305
+ "mean_energy_drift": NaN,
306
+ "mean_reverse_error": NaN,
307
+ "mean_fold_dyn_error": NaN,
308
+ "lead_1_rmse": 0.08167770504951477,
309
+ "lead_2_rmse": 0.07363869994878769,
310
+ "lead_3_rmse": 0.07626951485872269,
311
+ "lead_4_rmse": 0.07858026027679443,
312
+ "lead_5_rmse": 0.08105403929948807,
313
+ "lead_6_rmse": 0.09133367240428925,
314
+ "lead_7_rmse": 0.09607431292533875,
315
+ "lead_8_rmse": 0.11284763365983963,
316
+ "lead_1_mae": 0.05346713215112686,
317
+ "lead_2_mae": 0.0488663949072361,
318
+ "lead_3_mae": 0.04921829700469971,
319
+ "lead_4_mae": 0.04983232542872429,
320
+ "lead_5_mae": 0.05039611831307411,
321
+ "lead_6_mae": 0.055826421827077866,
322
+ "lead_7_mae": 0.0559137687087059,
323
+ "lead_8_mae": 0.06467994302511215,
324
+ "model": "fno_lite",
325
+ "params": 530440,
326
+ "train_seconds": 3.02060866355896,
327
+ "dataset": "burgers1d"
328
+ },
329
+ {
330
+ "rmse_mean": 0.07586526870727539,
331
+ "rmse_last": 0.10237125307321548,
332
+ "mae_mean": 0.04688773304224014,
333
+ "mae_last": 0.06050208956003189,
334
+ "spectral_error": 0.0,
335
+ "eval_seconds_per_batch": 0.0025882530212402344,
336
+ "mean_energy_drift": NaN,
337
+ "mean_reverse_error": NaN,
338
+ "mean_fold_dyn_error": NaN,
339
+ "lead_1_rmse": 0.0636776015162468,
340
+ "lead_2_rmse": 0.05986357107758522,
341
+ "lead_3_rmse": 0.06647041440010071,
342
+ "lead_4_rmse": 0.06815812736749649,
343
+ "lead_5_rmse": 0.07358342409133911,
344
+ "lead_6_rmse": 0.08224538713693619,
345
+ "lead_7_rmse": 0.090552419424057,
346
+ "lead_8_rmse": 0.10237125307321548,
347
+ "lead_1_mae": 0.040816523134708405,
348
+ "lead_2_mae": 0.03926742821931839,
349
+ "lead_3_mae": 0.04167184978723526,
350
+ "lead_4_mae": 0.04260941594839096,
351
+ "lead_5_mae": 0.04512389004230499,
352
+ "lead_6_mae": 0.05105298385024071,
353
+ "lead_7_mae": 0.054057683795690536,
354
+ "lead_8_mae": 0.06050208956003189,
355
+ "model": "unet_lite",
356
+ "params": 200360,
357
+ "train_seconds": 1.8435311317443848,
358
+ "dataset": "burgers1d"
359
+ }
360
+ ]
实验1/stic_m_v51_burgers1d_exp1/simvp_lite/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:44838da119a260e36d8061e98b75e0c9799a3b52544f08d3cf0bc3ff48985a44
3
+ size 1252021
实验1/stic_m_v51_burgers1d_exp1/simvp_lite/metrics.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.06809210777282715,
3
+ "rmse_last": 0.09313303977251053,
4
+ "mae_mean": 0.03528556227684021,
5
+ "mae_last": 0.046104785054922104,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.002627859115600586,
8
+ "mean_energy_drift": NaN,
9
+ "mean_reverse_error": NaN,
10
+ "mean_fold_dyn_error": NaN,
11
+ "lead_1_rmse": 0.05781286209821701,
12
+ "lead_2_rmse": 0.05224691331386566,
13
+ "lead_3_rmse": 0.05331229791045189,
14
+ "lead_4_rmse": 0.05997784435749054,
15
+ "lead_5_rmse": 0.07016957551240921,
16
+ "lead_6_rmse": 0.07520407438278198,
17
+ "lead_7_rmse": 0.08288025110960007,
18
+ "lead_8_rmse": 0.09313303977251053,
19
+ "lead_1_mae": 0.03362131491303444,
20
+ "lead_2_mae": 0.02963431179523468,
21
+ "lead_3_mae": 0.02907964028418064,
22
+ "lead_4_mae": 0.03077530674636364,
23
+ "lead_5_mae": 0.03549611195921898,
24
+ "lead_6_mae": 0.0368330143392086,
25
+ "lead_7_mae": 0.040740035474300385,
26
+ "lead_8_mae": 0.046104785054922104,
27
+ "model": "simvp_lite",
28
+ "params": 309960,
29
+ "train_seconds": 1.8710410594940186
30
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/simvp_lite/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/simvp_lite/train_log.json ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_total": 1.0343635082244873,
5
+ "loss_pred": 1.0343635082244873,
6
+ "rmse_mean": 0.4647066593170166,
7
+ "rmse_last": 0.5293881893157959,
8
+ "mae_mean": 0.2824099659919739,
9
+ "mae_last": 0.3099523186683655,
10
+ "spectral_error": 0.0,
11
+ "eval_seconds_per_batch": 0.002800971269607544,
12
+ "mean_energy_drift": NaN,
13
+ "mean_reverse_error": NaN,
14
+ "mean_fold_dyn_error": NaN,
15
+ "lead_1_rmse": 0.3960409462451935,
16
+ "lead_2_rmse": 0.4362841248512268,
17
+ "lead_3_rmse": 0.4995744824409485,
18
+ "lead_4_rmse": 0.42116639018058777,
19
+ "lead_5_rmse": 0.464924156665802,
20
+ "lead_6_rmse": 0.4934968948364258,
21
+ "lead_7_rmse": 0.4767780900001526,
22
+ "lead_8_rmse": 0.5293881893157959,
23
+ "lead_1_mae": 0.2666568160057068,
24
+ "lead_2_mae": 0.2674121558666229,
25
+ "lead_3_mae": 0.31946733593940735,
26
+ "lead_4_mae": 0.24284254014492035,
27
+ "lead_5_mae": 0.2850287854671478,
28
+ "lead_6_mae": 0.29036208987236023,
29
+ "lead_7_mae": 0.2775576710700989,
30
+ "lead_8_mae": 0.3099523186683655
31
+ },
32
+ {
33
+ "step": 50,
34
+ "loss_total": 0.03641486540436745,
35
+ "loss_pred": 0.03641486540436745,
36
+ "rmse_mean": 0.12798024713993073,
37
+ "rmse_last": 0.1563856452703476,
38
+ "mae_mean": 0.07199810445308685,
39
+ "mae_last": 0.07973814010620117,
40
+ "spectral_error": 0.0,
41
+ "eval_seconds_per_batch": 0.0025751590728759766,
42
+ "mean_energy_drift": NaN,
43
+ "mean_reverse_error": NaN,
44
+ "mean_fold_dyn_error": NaN,
45
+ "lead_1_rmse": 0.10382170975208282,
46
+ "lead_2_rmse": 0.10860418528318405,
47
+ "lead_3_rmse": 0.10880358517169952,
48
+ "lead_4_rmse": 0.12631285190582275,
49
+ "lead_5_rmse": 0.13135850429534912,
50
+ "lead_6_rmse": 0.13609157502651215,
51
+ "lead_7_rmse": 0.15246395766735077,
52
+ "lead_8_rmse": 0.1563856452703476,
53
+ "lead_1_mae": 0.06461720913648605,
54
+ "lead_2_mae": 0.06304459273815155,
55
+ "lead_3_mae": 0.06434062868356705,
56
+ "lead_4_mae": 0.07327231764793396,
57
+ "lead_5_mae": 0.072886623442173,
58
+ "lead_6_mae": 0.07453487813472748,
59
+ "lead_7_mae": 0.08355043828487396,
60
+ "lead_8_mae": 0.07973814010620117
61
+ },
62
+ {
63
+ "step": 100,
64
+ "loss_total": 0.031878337264060974,
65
+ "loss_pred": 0.031878337264060974,
66
+ "rmse_mean": 0.09129387885332108,
67
+ "rmse_last": 0.11844564974308014,
68
+ "mae_mean": 0.05657617375254631,
69
+ "mae_last": 0.06694294512271881,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.002359151840209961,
72
+ "mean_energy_drift": NaN,
73
+ "mean_reverse_error": NaN,
74
+ "mean_fold_dyn_error": NaN,
75
+ "lead_1_rmse": 0.07911233603954315,
76
+ "lead_2_rmse": 0.08019699901342392,
77
+ "lead_3_rmse": 0.07993835210800171,
78
+ "lead_4_rmse": 0.08918177336454391,
79
+ "lead_5_rmse": 0.09126055985689163,
80
+ "lead_6_rmse": 0.09044759720563889,
81
+ "lead_7_rmse": 0.10176777839660645,
82
+ "lead_8_rmse": 0.11844564974308014,
83
+ "lead_1_mae": 0.052872493863105774,
84
+ "lead_2_mae": 0.05564143508672714,
85
+ "lead_3_mae": 0.052374061197042465,
86
+ "lead_4_mae": 0.05951384827494621,
87
+ "lead_5_mae": 0.05975451320409775,
88
+ "lead_6_mae": 0.04973527044057846,
89
+ "lead_7_mae": 0.05577482283115387,
90
+ "lead_8_mae": 0.06694294512271881
91
+ },
92
+ {
93
+ "step": 150,
94
+ "loss_total": 0.01991494931280613,
95
+ "loss_pred": 0.01991494931280613,
96
+ "rmse_mean": 0.09572279453277588,
97
+ "rmse_last": 0.1439131498336792,
98
+ "mae_mean": 0.05579734966158867,
99
+ "mae_last": 0.07915567606687546,
100
+ "spectral_error": 0.0,
101
+ "eval_seconds_per_batch": 0.002381235361099243,
102
+ "mean_energy_drift": NaN,
103
+ "mean_reverse_error": NaN,
104
+ "mean_fold_dyn_error": NaN,
105
+ "lead_1_rmse": 0.06463450938463211,
106
+ "lead_2_rmse": 0.06661216169595718,
107
+ "lead_3_rmse": 0.07901085168123245,
108
+ "lead_4_rmse": 0.08285003900527954,
109
+ "lead_5_rmse": 0.09548215568065643,
110
+ "lead_6_rmse": 0.10912973433732986,
111
+ "lead_7_rmse": 0.12414975464344025,
112
+ "lead_8_rmse": 0.1439131498336792,
113
+ "lead_1_mae": 0.03933778405189514,
114
+ "lead_2_mae": 0.04115750640630722,
115
+ "lead_3_mae": 0.049754686653614044,
116
+ "lead_4_mae": 0.04791293293237686,
117
+ "lead_5_mae": 0.05541441589593887,
118
+ "lead_6_mae": 0.06415288895368576,
119
+ "lead_7_mae": 0.06949290633201599,
120
+ "lead_8_mae": 0.07915567606687546
121
+ },
122
+ {
123
+ "step": 200,
124
+ "loss_total": 0.019252536818385124,
125
+ "loss_pred": 0.019252536818385124,
126
+ "rmse_mean": 0.09703157842159271,
127
+ "rmse_last": 0.1330384761095047,
128
+ "mae_mean": 0.05888422206044197,
129
+ "mae_last": 0.07616943120956421,
130
+ "spectral_error": 0.0,
131
+ "eval_seconds_per_batch": 0.002412751317024231,
132
+ "mean_energy_drift": NaN,
133
+ "mean_reverse_error": NaN,
134
+ "mean_fold_dyn_error": NaN,
135
+ "lead_1_rmse": 0.07924433052539825,
136
+ "lead_2_rmse": 0.07197453081607819,
137
+ "lead_3_rmse": 0.07903793454170227,
138
+ "lead_4_rmse": 0.08118830621242523,
139
+ "lead_5_rmse": 0.09577865898609161,
140
+ "lead_6_rmse": 0.11248959600925446,
141
+ "lead_7_rmse": 0.1235007494688034,
142
+ "lead_8_rmse": 0.1330384761095047,
143
+ "lead_1_mae": 0.05500226095318794,
144
+ "lead_2_mae": 0.047562189400196075,
145
+ "lead_3_mae": 0.05222776532173157,
146
+ "lead_4_mae": 0.04474085569381714,
147
+ "lead_5_mae": 0.056945011019706726,
148
+ "lead_6_mae": 0.0677003562450409,
149
+ "lead_7_mae": 0.07072591036558151,
150
+ "lead_8_mae": 0.07616943120956421
151
+ },
152
+ {
153
+ "step": 250,
154
+ "loss_total": 0.012704599648714066,
155
+ "loss_pred": 0.012704599648714066,
156
+ "rmse_mean": 0.06615646928548813,
157
+ "rmse_last": 0.09066679328680038,
158
+ "mae_mean": 0.03460744768381119,
159
+ "mae_last": 0.04606279358267784,
160
+ "spectral_error": 0.0,
161
+ "eval_seconds_per_batch": 0.0023946911096572876,
162
+ "mean_energy_drift": NaN,
163
+ "mean_reverse_error": NaN,
164
+ "mean_fold_dyn_error": NaN,
165
+ "lead_1_rmse": 0.055951450020074844,
166
+ "lead_2_rmse": 0.051233548671007156,
167
+ "lead_3_rmse": 0.05228234827518463,
168
+ "lead_4_rmse": 0.0575500950217247,
169
+ "lead_5_rmse": 0.06771615147590637,
170
+ "lead_6_rmse": 0.07291095703840256,
171
+ "lead_7_rmse": 0.08094041049480438,
172
+ "lead_8_rmse": 0.09066679328680038,
173
+ "lead_1_mae": 0.03292747586965561,
174
+ "lead_2_mae": 0.029085485264658928,
175
+ "lead_3_mae": 0.02872980386018753,
176
+ "lead_4_mae": 0.029252123087644577,
177
+ "lead_5_mae": 0.03440554440021515,
178
+ "lead_6_mae": 0.03604399412870407,
179
+ "lead_7_mae": 0.04035237431526184,
180
+ "lead_8_mae": 0.04606279358267784
181
+ }
182
+ ]
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_blackbox/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a51a448f505c36a7573f60362f83e93d80ac857e8e0ab57e69062da8ef077afc
3
+ size 2932725
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_blackbox/metrics.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.0717211663722992,
3
+ "rmse_last": 0.09299512207508087,
4
+ "mae_mean": 0.0421794168651104,
5
+ "mae_last": 0.05026410520076752,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.012544517517089843,
8
+ "mean_energy_drift": 0.17867685973644257,
9
+ "mean_reverse_error": 0.0031552453059703113,
10
+ "mean_fold_dyn_error": 0.011635402292013168,
11
+ "gate_closed": 0.0,
12
+ "gate_spectral": 0.0,
13
+ "gate_ber": 0.0,
14
+ "gate_fold": 0.0,
15
+ "gate_null": 0.0,
16
+ "mean_ber_budget_error": 0.17867685973644257,
17
+ "mean_ber_strength": 0.0,
18
+ "mean_ber_smoothness": 0.0,
19
+ "lead_1_rmse": 0.06466813385486603,
20
+ "lead_2_rmse": 0.0589110404253006,
21
+ "lead_3_rmse": 0.059728942811489105,
22
+ "lead_4_rmse": 0.06424335390329361,
23
+ "lead_5_rmse": 0.07053253054618835,
24
+ "lead_6_rmse": 0.07764488458633423,
25
+ "lead_7_rmse": 0.08504533022642136,
26
+ "lead_8_rmse": 0.09299512207508087,
27
+ "lead_1_mae": 0.04116450622677803,
28
+ "lead_2_mae": 0.03741821274161339,
29
+ "lead_3_mae": 0.0370623953640461,
30
+ "lead_4_mae": 0.038746677339076996,
31
+ "lead_5_mae": 0.04131166636943817,
32
+ "lead_6_mae": 0.04425608739256859,
33
+ "lead_7_mae": 0.04721168056130409,
34
+ "lead_8_mae": 0.05026410520076752,
35
+ "model": "sticm_v51_blackbox",
36
+ "params": 593483,
37
+ "train_seconds": 10.293070316314697
38
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_blackbox/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_blackbox/train_log.json ADDED
@@ -0,0 +1,296 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.2458226680755615,
5
+ "loss_total": 1.2458226680755615,
6
+ "loss_align": 0.0,
7
+ "loss_energy": 0.0,
8
+ "loss_reverse": 0.0,
9
+ "loss_fold": 0.0,
10
+ "loss_spectral": 0.0,
11
+ "loss_ber_budget": 0.0,
12
+ "loss_ber_sparse": 0.0,
13
+ "loss_ber_smooth": 0.0,
14
+ "loss_ber_residual": 0.0,
15
+ "loss_gate_dead": 0.0,
16
+ "loss_gate_sparse": 0.0,
17
+ "rmse_mean": 0.812819242477417,
18
+ "rmse_last": 0.9137466549873352,
19
+ "mae_mean": 0.5897547602653503,
20
+ "mae_last": 0.665963888168335,
21
+ "spectral_error": 0.0,
22
+ "eval_seconds_per_batch": 0.012042179703712463,
23
+ "mean_energy_drift": 0.07266639452427626,
24
+ "mean_reverse_error": 0.0008530882987543009,
25
+ "mean_fold_dyn_error": 0.0030718726193299517,
26
+ "gate_closed": 0.0,
27
+ "gate_spectral": 0.0,
28
+ "gate_ber": 0.0,
29
+ "gate_fold": 0.0,
30
+ "gate_null": 0.0,
31
+ "mean_ber_budget_error": 0.07266639452427626,
32
+ "mean_ber_strength": 0.0,
33
+ "mean_ber_smoothness": 0.0,
34
+ "lead_1_rmse": 0.6882833242416382,
35
+ "lead_2_rmse": 0.7313353419303894,
36
+ "lead_3_rmse": 0.770104169845581,
37
+ "lead_4_rmse": 0.8053745031356812,
38
+ "lead_5_rmse": 0.8371841907501221,
39
+ "lead_6_rmse": 0.8656447529792786,
40
+ "lead_7_rmse": 0.8908810615539551,
41
+ "lead_8_rmse": 0.9137466549873352,
42
+ "lead_1_mae": 0.4839458763599396,
43
+ "lead_2_mae": 0.5222631692886353,
44
+ "lead_3_mae": 0.5582340955734253,
45
+ "lead_4_mae": 0.5884941220283508,
46
+ "lead_5_mae": 0.613533616065979,
47
+ "lead_6_mae": 0.6342110633850098,
48
+ "lead_7_mae": 0.6513921618461609,
49
+ "lead_8_mae": 0.665963888168335
50
+ },
51
+ {
52
+ "step": 50,
53
+ "loss_pred": 0.017573123797774315,
54
+ "loss_total": 0.017573123797774315,
55
+ "loss_align": 0.0,
56
+ "loss_energy": 0.0,
57
+ "loss_reverse": 0.0,
58
+ "loss_fold": 0.0,
59
+ "loss_spectral": 0.0,
60
+ "loss_ber_budget": 0.0,
61
+ "loss_ber_sparse": 0.0,
62
+ "loss_ber_smooth": 0.0,
63
+ "loss_ber_residual": 0.0,
64
+ "loss_gate_dead": 0.0,
65
+ "loss_gate_sparse": 0.0,
66
+ "rmse_mean": 0.14249737560749054,
67
+ "rmse_last": 0.18267205357551575,
68
+ "mae_mean": 0.09817976504564285,
69
+ "mae_last": 0.11817944794893265,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.012125834822654724,
72
+ "mean_energy_drift": 0.10464170505292714,
73
+ "mean_reverse_error": 0.0015752691688248888,
74
+ "mean_fold_dyn_error": 0.005938413582043722,
75
+ "gate_closed": 0.0,
76
+ "gate_spectral": 0.0,
77
+ "gate_ber": 0.0,
78
+ "gate_fold": 0.0,
79
+ "gate_null": 0.0,
80
+ "mean_ber_budget_error": 0.10464170505292714,
81
+ "mean_ber_strength": 0.0,
82
+ "mean_ber_smoothness": 0.0,
83
+ "lead_1_rmse": 0.11638087034225464,
84
+ "lead_2_rmse": 0.1193171963095665,
85
+ "lead_3_rmse": 0.12458938360214233,
86
+ "lead_4_rmse": 0.13215301930904388,
87
+ "lead_5_rmse": 0.1423935443162918,
88
+ "lead_6_rmse": 0.15455584228038788,
89
+ "lead_7_rmse": 0.16791702806949615,
90
+ "lead_8_rmse": 0.18267205357551575,
91
+ "lead_1_mae": 0.08416963368654251,
92
+ "lead_2_mae": 0.08593222498893738,
93
+ "lead_3_mae": 0.0888054147362709,
94
+ "lead_4_mae": 0.09297722578048706,
95
+ "lead_5_mae": 0.09863574057817459,
96
+ "lead_6_mae": 0.10508395731449127,
97
+ "lead_7_mae": 0.11165449768304825,
98
+ "lead_8_mae": 0.11817944794893265
99
+ },
100
+ {
101
+ "step": 100,
102
+ "loss_pred": 0.020603254437446594,
103
+ "loss_total": 0.020603254437446594,
104
+ "loss_align": 0.0,
105
+ "loss_energy": 0.0,
106
+ "loss_reverse": 0.0,
107
+ "loss_fold": 0.0,
108
+ "loss_spectral": 0.0,
109
+ "loss_ber_budget": 0.0,
110
+ "loss_ber_sparse": 0.0,
111
+ "loss_ber_smooth": 0.0,
112
+ "loss_ber_residual": 0.0,
113
+ "loss_gate_dead": 0.0,
114
+ "loss_gate_sparse": 0.0,
115
+ "rmse_mean": 0.0965971052646637,
116
+ "rmse_last": 0.13518698513507843,
117
+ "mae_mean": 0.06270656734704971,
118
+ "mae_last": 0.08101318031549454,
119
+ "spectral_error": 0.0,
120
+ "eval_seconds_per_batch": 0.017623022198677063,
121
+ "mean_energy_drift": 0.16606074571609497,
122
+ "mean_reverse_error": 0.0024394863576162606,
123
+ "mean_fold_dyn_error": 0.009558229066897184,
124
+ "gate_closed": 0.0,
125
+ "gate_spectral": 0.0,
126
+ "gate_ber": 0.0,
127
+ "gate_fold": 0.0,
128
+ "gate_null": 0.0,
129
+ "mean_ber_budget_error": 0.16606074571609497,
130
+ "mean_ber_strength": 0.0,
131
+ "mean_ber_smoothness": 0.0,
132
+ "lead_1_rmse": 0.08061771094799042,
133
+ "lead_2_rmse": 0.07868669182062149,
134
+ "lead_3_rmse": 0.0797891691327095,
135
+ "lead_4_rmse": 0.08447740972042084,
136
+ "lead_5_rmse": 0.09254921227693558,
137
+ "lead_6_rmse": 0.10370437055826187,
138
+ "lead_7_rmse": 0.11776527017354965,
139
+ "lead_8_rmse": 0.13518698513507843,
140
+ "lead_1_mae": 0.05409432202577591,
141
+ "lead_2_mae": 0.053351908922195435,
142
+ "lead_3_mae": 0.05455964431166649,
143
+ "lead_4_mae": 0.05731096491217613,
144
+ "lead_5_mae": 0.06142726168036461,
145
+ "lead_6_mae": 0.0667719766497612,
146
+ "lead_7_mae": 0.07312329858541489,
147
+ "lead_8_mae": 0.08101318031549454
148
+ },
149
+ {
150
+ "step": 150,
151
+ "loss_pred": 0.012071267701685429,
152
+ "loss_total": 0.012071267701685429,
153
+ "loss_align": 0.0,
154
+ "loss_energy": 0.0,
155
+ "loss_reverse": 0.0,
156
+ "loss_fold": 0.0,
157
+ "loss_spectral": 0.0,
158
+ "loss_ber_budget": 0.0,
159
+ "loss_ber_sparse": 0.0,
160
+ "loss_ber_smooth": 0.0,
161
+ "loss_ber_residual": 0.0,
162
+ "loss_gate_dead": 0.0,
163
+ "loss_gate_sparse": 0.0,
164
+ "rmse_mean": 0.08748210221529007,
165
+ "rmse_last": 0.12647685408592224,
166
+ "mae_mean": 0.05411721393465996,
167
+ "mae_last": 0.07527467608451843,
168
+ "spectral_error": 0.0,
169
+ "eval_seconds_per_batch": 0.012145057320594788,
170
+ "mean_energy_drift": 0.147068178281188,
171
+ "mean_reverse_error": 0.0035138739767717198,
172
+ "mean_fold_dyn_error": 0.013416494301054627,
173
+ "gate_closed": 0.0,
174
+ "gate_spectral": 0.0,
175
+ "gate_ber": 0.0,
176
+ "gate_fold": 0.0,
177
+ "gate_null": 0.0,
178
+ "mean_ber_budget_error": 0.147068178281188,
179
+ "mean_ber_strength": 0.0,
180
+ "mean_ber_smoothness": 0.0,
181
+ "lead_1_rmse": 0.06687770038843155,
182
+ "lead_2_rmse": 0.06606488674879074,
183
+ "lead_3_rmse": 0.06943618506193161,
184
+ "lead_4_rmse": 0.07599662989377975,
185
+ "lead_5_rmse": 0.08560235053300858,
186
+ "lead_6_rmse": 0.09777887910604477,
187
+ "lead_7_rmse": 0.11162333190441132,
188
+ "lead_8_rmse": 0.12647685408592224,
189
+ "lead_1_mae": 0.042655639350414276,
190
+ "lead_2_mae": 0.042404286563396454,
191
+ "lead_3_mae": 0.044593680649995804,
192
+ "lead_4_mae": 0.048232730478048325,
193
+ "lead_5_mae": 0.05318061262369156,
194
+ "lead_6_mae": 0.05949553847312927,
195
+ "lead_7_mae": 0.06710053980350494,
196
+ "lead_8_mae": 0.07527467608451843
197
+ },
198
+ {
199
+ "step": 200,
200
+ "loss_pred": 0.011567676439881325,
201
+ "loss_total": 0.011567676439881325,
202
+ "loss_align": 0.0,
203
+ "loss_energy": 0.0,
204
+ "loss_reverse": 0.0,
205
+ "loss_fold": 0.0,
206
+ "loss_spectral": 0.0,
207
+ "loss_ber_budget": 0.0,
208
+ "loss_ber_sparse": 0.0,
209
+ "loss_ber_smooth": 0.0,
210
+ "loss_ber_residual": 0.0,
211
+ "loss_gate_dead": 0.0,
212
+ "loss_gate_sparse": 0.0,
213
+ "rmse_mean": 0.08221384882926941,
214
+ "rmse_last": 0.1137460246682167,
215
+ "mae_mean": 0.05254058912396431,
216
+ "mae_last": 0.06393501162528992,
217
+ "spectral_error": 0.0,
218
+ "eval_seconds_per_batch": 0.012847334146499634,
219
+ "mean_energy_drift": 0.1871454161591828,
220
+ "mean_reverse_error": 0.0027067396586062387,
221
+ "mean_fold_dyn_error": 0.010163238970562816,
222
+ "gate_closed": 0.0,
223
+ "gate_spectral": 0.0,
224
+ "gate_ber": 0.0,
225
+ "gate_fold": 0.0,
226
+ "gate_null": 0.0,
227
+ "mean_ber_budget_error": 0.1871454161591828,
228
+ "mean_ber_strength": 0.0,
229
+ "mean_ber_smoothness": 0.0,
230
+ "lead_1_rmse": 0.06800978630781174,
231
+ "lead_2_rmse": 0.0676129087805748,
232
+ "lead_3_rmse": 0.06885616481304169,
233
+ "lead_4_rmse": 0.0725628212094307,
234
+ "lead_5_rmse": 0.07912562787532806,
235
+ "lead_6_rmse": 0.08821917325258255,
236
+ "lead_7_rmse": 0.09957827627658844,
237
+ "lead_8_rmse": 0.1137460246682167,
238
+ "lead_1_mae": 0.04664753004908562,
239
+ "lead_2_mae": 0.04684196785092354,
240
+ "lead_3_mae": 0.0476992130279541,
241
+ "lead_4_mae": 0.04918089509010315,
242
+ "lead_5_mae": 0.0517243929207325,
243
+ "lead_6_mae": 0.05508030578494072,
244
+ "lead_7_mae": 0.05921538919210434,
245
+ "lead_8_mae": 0.06393501162528992
246
+ },
247
+ {
248
+ "step": 250,
249
+ "loss_pred": 0.011646673083305359,
250
+ "loss_total": 0.011646673083305359,
251
+ "loss_align": 0.0,
252
+ "loss_energy": 0.0,
253
+ "loss_reverse": 0.0,
254
+ "loss_fold": 0.0,
255
+ "loss_spectral": 0.0,
256
+ "loss_ber_budget": 0.0,
257
+ "loss_ber_sparse": 0.0,
258
+ "loss_ber_smooth": 0.0,
259
+ "loss_ber_residual": 0.0,
260
+ "loss_gate_dead": 0.0,
261
+ "loss_gate_sparse": 0.0,
262
+ "rmse_mean": 0.0696512758731842,
263
+ "rmse_last": 0.08835744857788086,
264
+ "mae_mean": 0.04172331839799881,
265
+ "mae_last": 0.04906412214040756,
266
+ "spectral_error": 0.0,
267
+ "eval_seconds_per_batch": 0.012009158730506897,
268
+ "mean_energy_drift": 0.18330959184095263,
269
+ "mean_reverse_error": 0.003103066293988377,
270
+ "mean_fold_dyn_error": 0.011725225078407675,
271
+ "gate_closed": 0.0,
272
+ "gate_spectral": 0.0,
273
+ "gate_ber": 0.0,
274
+ "gate_fold": 0.0,
275
+ "gate_null": 0.0,
276
+ "mean_ber_budget_error": 0.18330959184095263,
277
+ "mean_ber_strength": 0.0,
278
+ "mean_ber_smoothness": 0.0,
279
+ "lead_1_rmse": 0.06546027213335037,
280
+ "lead_2_rmse": 0.05952804163098335,
281
+ "lead_3_rmse": 0.059020861983299255,
282
+ "lead_4_rmse": 0.06226954981684685,
283
+ "lead_5_rmse": 0.06764017790555954,
284
+ "lead_6_rmse": 0.07407791912555695,
285
+ "lead_7_rmse": 0.08085594326257706,
286
+ "lead_8_rmse": 0.08835744857788086,
287
+ "lead_1_mae": 0.04140273481607437,
288
+ "lead_2_mae": 0.037768375128507614,
289
+ "lead_3_mae": 0.0370476059615612,
290
+ "lead_4_mae": 0.03835253417491913,
291
+ "lead_5_mae": 0.040652599185705185,
292
+ "lead_6_mae": 0.04334799572825432,
293
+ "lead_7_mae": 0.046150580048561096,
294
+ "lead_8_mae": 0.04906412214040756
295
+ }
296
+ ]
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_full/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cd26168d8584f6b59750c8902418db292a071cf6237397b5361a3ee73f3aa302
3
+ size 2932725
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_full/metrics.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.07082408666610718,
3
+ "rmse_last": 0.09646392613649368,
4
+ "mae_mean": 0.04190850630402565,
5
+ "mae_last": 0.05418466031551361,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.02866954803466797,
8
+ "mean_energy_drift": 0.002945338780991733,
9
+ "mean_reverse_error": 3.7117661122465506e-07,
10
+ "mean_fold_dyn_error": 2.05971222021617e-05,
11
+ "gate_closed": 1.0,
12
+ "gate_spectral": 0.34999996423721313,
13
+ "gate_ber": 0.25,
14
+ "gate_fold": 0.0,
15
+ "gate_null": 0.0,
16
+ "mean_ber_budget_error": 0.0023993329354561866,
17
+ "mean_ber_strength": 0.004062283979728818,
18
+ "mean_ber_smoothness": 0.00336220386903733,
19
+ "lead_1_rmse": 0.06206231564283371,
20
+ "lead_2_rmse": 0.058588042855262756,
21
+ "lead_3_rmse": 0.058591388165950775,
22
+ "lead_4_rmse": 0.06180901825428009,
23
+ "lead_5_rmse": 0.0678117573261261,
24
+ "lead_6_rmse": 0.07586516439914703,
25
+ "lead_7_rmse": 0.08540108799934387,
26
+ "lead_8_rmse": 0.09646392613649368,
27
+ "lead_1_mae": 0.03759372606873512,
28
+ "lead_2_mae": 0.03612959757447243,
29
+ "lead_3_mae": 0.03631379082798958,
30
+ "lead_4_mae": 0.037788692861795425,
31
+ "lead_5_mae": 0.0404202975332737,
32
+ "lead_6_mae": 0.04411499574780464,
33
+ "lead_7_mae": 0.0487222783267498,
34
+ "lead_8_mae": 0.05418466031551361,
35
+ "model": "sticm_v51_full",
36
+ "params": 593483,
37
+ "train_seconds": 23.883923768997192
38
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_full/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_full/train_log.json ADDED
@@ -0,0 +1,296 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.1419317722320557,
5
+ "loss_total": 1.1467458009719849,
6
+ "loss_align": 0.09941956400871277,
7
+ "loss_energy": 0.0017734802095219493,
8
+ "loss_reverse": 5.15050668781214e-09,
9
+ "loss_fold": 0.00010383168410044163,
10
+ "loss_spectral": 0.0,
11
+ "loss_ber_budget": 0.0017409672727808356,
12
+ "loss_ber_sparse": 0.00123374885879457,
13
+ "loss_ber_smooth": 0.0037410773802548647,
14
+ "loss_ber_residual": 0.012689500115811825,
15
+ "loss_gate_dead": 0.0002083333529299125,
16
+ "loss_gate_sparse": 0.20000001788139343,
17
+ "rmse_mean": 0.5778121948242188,
18
+ "rmse_last": 0.6205981969833374,
19
+ "mae_mean": 0.386187881231308,
20
+ "mae_last": 0.40195876359939575,
21
+ "spectral_error": 0.0,
22
+ "eval_seconds_per_batch": 0.029038339853286743,
23
+ "mean_energy_drift": 0.0013820609892718494,
24
+ "mean_reverse_error": 6.345781566885478e-09,
25
+ "mean_fold_dyn_error": 0.00010505451336939586,
26
+ "gate_closed": 1.0,
27
+ "gate_spectral": 0.34999993443489075,
28
+ "gate_ber": 0.25,
29
+ "gate_fold": 0.0,
30
+ "gate_null": 0.0,
31
+ "mean_ber_budget_error": 0.001110398022319714,
32
+ "mean_ber_strength": 0.0016999259023577906,
33
+ "mean_ber_smoothness": 0.0037543137441389263,
34
+ "lead_1_rmse": 0.5389630794525146,
35
+ "lead_2_rmse": 0.5483347177505493,
36
+ "lead_3_rmse": 0.5586382150650024,
37
+ "lead_4_rmse": 0.5702573657035828,
38
+ "lead_5_rmse": 0.5826393961906433,
39
+ "lead_6_rmse": 0.5952789783477783,
40
+ "lead_7_rmse": 0.6077874898910522,
41
+ "lead_8_rmse": 0.6205981969833374,
42
+ "lead_1_mae": 0.3728286921977997,
43
+ "lead_2_mae": 0.37559932470321655,
44
+ "lead_3_mae": 0.3789706528186798,
45
+ "lead_4_mae": 0.38309359550476074,
46
+ "lead_5_mae": 0.3876436650753021,
47
+ "lead_6_mae": 0.392329603433609,
48
+ "lead_7_mae": 0.3970787823200226,
49
+ "lead_8_mae": 0.40195876359939575
50
+ },
51
+ {
52
+ "step": 50,
53
+ "loss_pred": 0.03610394150018692,
54
+ "loss_total": 0.037578728049993515,
55
+ "loss_align": 0.018877560272812843,
56
+ "loss_energy": 0.009605863131582737,
57
+ "loss_reverse": 1.5811181697245047e-08,
58
+ "loss_fold": 1.7158461560029536e-05,
59
+ "loss_spectral": 0.0,
60
+ "loss_ber_budget": 0.007320367731153965,
61
+ "loss_ber_sparse": 0.003779487917199731,
62
+ "loss_ber_smooth": 0.004203201271593571,
63
+ "loss_ber_residual": 0.0027562626637518406,
64
+ "loss_gate_dead": 0.0002083333529299125,
65
+ "loss_gate_sparse": 0.20000001788139343,
66
+ "rmse_mean": 0.1343379020690918,
67
+ "rmse_last": 0.16658729314804077,
68
+ "mae_mean": 0.07717158645391464,
69
+ "mae_last": 0.09278963506221771,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.03684212267398834,
72
+ "mean_energy_drift": 0.011104573059128597,
73
+ "mean_reverse_error": 1.563273704929813e-08,
74
+ "mean_fold_dyn_error": 1.489749297434173e-05,
75
+ "gate_closed": 1.0,
76
+ "gate_spectral": 0.34999993443489075,
77
+ "gate_ber": 0.25,
78
+ "gate_fold": 0.0,
79
+ "gate_null": 0.0,
80
+ "mean_ber_budget_error": 0.00841277520521544,
81
+ "mean_ber_strength": 0.003977974061854184,
82
+ "mean_ber_smoothness": 0.004088080910150893,
83
+ "lead_1_rmse": 0.13190476596355438,
84
+ "lead_2_rmse": 0.12378588318824768,
85
+ "lead_3_rmse": 0.11855888366699219,
86
+ "lead_4_rmse": 0.1191285103559494,
87
+ "lead_5_rmse": 0.12623026967048645,
88
+ "lead_6_rmse": 0.13747286796569824,
89
+ "lead_7_rmse": 0.15103480219841003,
90
+ "lead_8_rmse": 0.16658729314804077,
91
+ "lead_1_mae": 0.07411368191242218,
92
+ "lead_2_mae": 0.0710868313908577,
93
+ "lead_3_mae": 0.06998543441295624,
94
+ "lead_4_mae": 0.07089924812316895,
95
+ "lead_5_mae": 0.07419414818286896,
96
+ "lead_6_mae": 0.07906251400709152,
97
+ "lead_7_mae": 0.08524122089147568,
98
+ "lead_8_mae": 0.09278963506221771
99
+ },
100
+ {
101
+ "step": 100,
102
+ "loss_pred": 0.011876432225108147,
103
+ "loss_total": 0.01294791977852583,
104
+ "loss_align": 0.00790281593799591,
105
+ "loss_energy": 0.012199326418340206,
106
+ "loss_reverse": 6.595487889171636e-08,
107
+ "loss_fold": 2.7901469366042875e-05,
108
+ "loss_spectral": 0.0,
109
+ "loss_ber_budget": 0.008859636262059212,
110
+ "loss_ber_sparse": 0.0062874797731637955,
111
+ "loss_ber_smooth": 0.0046668825671076775,
112
+ "loss_ber_residual": 0.0012870124774053693,
113
+ "loss_gate_dead": 0.0002083333529299125,
114
+ "loss_gate_sparse": 0.20000001788139343,
115
+ "rmse_mean": 0.10394340753555298,
116
+ "rmse_last": 0.13060736656188965,
117
+ "mae_mean": 0.07132801413536072,
118
+ "mae_last": 0.08298642188310623,
119
+ "spectral_error": 0.0,
120
+ "eval_seconds_per_batch": 0.029837921261787415,
121
+ "mean_energy_drift": 0.008899875392671674,
122
+ "mean_reverse_error": 6.359134419042789e-08,
123
+ "mean_fold_dyn_error": 2.06585616524535e-05,
124
+ "gate_closed": 1.0,
125
+ "gate_spectral": 0.34999993443489075,
126
+ "gate_ber": 0.25,
127
+ "gate_fold": 0.0,
128
+ "gate_null": 0.0,
129
+ "mean_ber_budget_error": 0.00471775825280929,
130
+ "mean_ber_strength": 0.007430184108670801,
131
+ "mean_ber_smoothness": 0.005069445804110728,
132
+ "lead_1_rmse": 0.10526534914970398,
133
+ "lead_2_rmse": 0.09566520154476166,
134
+ "lead_3_rmse": 0.08998221158981323,
135
+ "lead_4_rmse": 0.09012682735919952,
136
+ "lead_5_rmse": 0.09625567495822906,
137
+ "lead_6_rmse": 0.1060614213347435,
138
+ "lead_7_rmse": 0.11758321523666382,
139
+ "lead_8_rmse": 0.13060736656188965,
140
+ "lead_1_mae": 0.0725366547703743,
141
+ "lead_2_mae": 0.06794771552085876,
142
+ "lead_3_mae": 0.06551088392734528,
143
+ "lead_4_mae": 0.06536541879177094,
144
+ "lead_5_mae": 0.0677073523402214,
145
+ "lead_6_mae": 0.07177282869815826,
146
+ "lead_7_mae": 0.07679683715105057,
147
+ "lead_8_mae": 0.08298642188310623
148
+ },
149
+ {
150
+ "step": 150,
151
+ "loss_pred": 0.00812249630689621,
152
+ "loss_total": 0.00892878882586956,
153
+ "loss_align": 0.005118079017847776,
154
+ "loss_energy": 0.00713932141661644,
155
+ "loss_reverse": 1.5482194726246234e-07,
156
+ "loss_fold": 2.887166920118034e-05,
157
+ "loss_spectral": 0.0,
158
+ "loss_ber_budget": 0.0060707516968250275,
159
+ "loss_ber_sparse": 0.0041588107123970985,
160
+ "loss_ber_smooth": 0.0032933992333710194,
161
+ "loss_ber_residual": 0.0008847038261592388,
162
+ "loss_gate_dead": 0.0002083333529299125,
163
+ "loss_gate_sparse": 0.20000001788139343,
164
+ "rmse_mean": 0.08984339237213135,
165
+ "rmse_last": 0.11005619168281555,
166
+ "mae_mean": 0.05306621268391609,
167
+ "mae_last": 0.058428648859262466,
168
+ "spectral_error": 0.0,
169
+ "eval_seconds_per_batch": 0.029562488198280334,
170
+ "mean_energy_drift": 0.003874709494994022,
171
+ "mean_reverse_error": 1.419635928812113e-07,
172
+ "mean_fold_dyn_error": 2.1858124739537743e-05,
173
+ "gate_closed": 1.0,
174
+ "gate_spectral": 0.34999993443489075,
175
+ "gate_ber": 0.25,
176
+ "gate_fold": 0.0,
177
+ "gate_null": 0.0,
178
+ "mean_ber_budget_error": 0.00410876190289855,
179
+ "mean_ber_strength": 0.003979758621426299,
180
+ "mean_ber_smoothness": 0.0030885717569617555,
181
+ "lead_1_rmse": 0.092042937874794,
182
+ "lead_2_rmse": 0.08438320457935333,
183
+ "lead_3_rmse": 0.0799495056271553,
184
+ "lead_4_rmse": 0.07968223094940186,
185
+ "lead_5_rmse": 0.08334023505449295,
186
+ "lead_6_rmse": 0.09016156941652298,
187
+ "lead_7_rmse": 0.09913124889135361,
188
+ "lead_8_rmse": 0.11005619168281555,
189
+ "lead_1_mae": 0.060221098363399506,
190
+ "lead_2_mae": 0.05483963340520859,
191
+ "lead_3_mae": 0.050764113664627075,
192
+ "lead_4_mae": 0.04849543422460556,
193
+ "lead_5_mae": 0.04826633259654045,
194
+ "lead_6_mae": 0.050036296248435974,
195
+ "lead_7_mae": 0.053478144109249115,
196
+ "lead_8_mae": 0.058428648859262466
197
+ },
198
+ {
199
+ "step": 200,
200
+ "loss_pred": 0.011618277058005333,
201
+ "loss_total": 0.012203192338347435,
202
+ "loss_align": 0.00332587119191885,
203
+ "loss_energy": 0.0029328048694878817,
204
+ "loss_reverse": 2.0040008053001657e-07,
205
+ "loss_fold": 1.8627644749358296e-05,
206
+ "loss_spectral": 0.0,
207
+ "loss_ber_budget": 0.002105629537254572,
208
+ "loss_ber_sparse": 0.004096531309187412,
209
+ "loss_ber_smooth": 0.002582624088972807,
210
+ "loss_ber_residual": 0.0005418455111794174,
211
+ "loss_gate_dead": 0.0002083333529299125,
212
+ "loss_gate_sparse": 0.20000001788139343,
213
+ "rmse_mean": 0.08423639833927155,
214
+ "rmse_last": 0.1047997921705246,
215
+ "mae_mean": 0.053257253021001816,
216
+ "mae_last": 0.0625188872218132,
217
+ "spectral_error": 0.0,
218
+ "eval_seconds_per_batch": 0.035000190138816833,
219
+ "mean_energy_drift": 0.0022507347894134,
220
+ "mean_reverse_error": 2.1487277024334617e-07,
221
+ "mean_fold_dyn_error": 1.6994860118302313e-05,
222
+ "gate_closed": 1.0,
223
+ "gate_spectral": 0.34999993443489075,
224
+ "gate_ber": 0.25,
225
+ "gate_fold": 0.0,
226
+ "gate_null": 0.0,
227
+ "mean_ber_budget_error": 0.0017267098082811572,
228
+ "mean_ber_strength": 0.003454299221630208,
229
+ "mean_ber_smoothness": 0.0024947821657406166,
230
+ "lead_1_rmse": 0.07943015545606613,
231
+ "lead_2_rmse": 0.07700607925653458,
232
+ "lead_3_rmse": 0.07569373399019241,
233
+ "lead_4_rmse": 0.0765155479311943,
234
+ "lead_5_rmse": 0.07997292280197144,
235
+ "lead_6_rmse": 0.08608920872211456,
236
+ "lead_7_rmse": 0.09438379108905792,
237
+ "lead_8_rmse": 0.1047997921705246,
238
+ "lead_1_mae": 0.05282703787088394,
239
+ "lead_2_mae": 0.050641775131225586,
240
+ "lead_3_mae": 0.04944819584488869,
241
+ "lead_4_mae": 0.049365777522325516,
242
+ "lead_5_mae": 0.05063167214393616,
243
+ "lead_6_mae": 0.05330737680196762,
244
+ "lead_7_mae": 0.057317305356264114,
245
+ "lead_8_mae": 0.0625188872218132
246
+ },
247
+ {
248
+ "step": 250,
249
+ "loss_pred": 0.004934213124215603,
250
+ "loss_total": 0.005590610206127167,
251
+ "loss_align": 0.003969642333686352,
252
+ "loss_energy": 0.0040408591739833355,
253
+ "loss_reverse": 3.6348046705825254e-07,
254
+ "loss_fold": 2.6380952476756647e-05,
255
+ "loss_spectral": 0.0,
256
+ "loss_ber_budget": 0.002857471816241741,
257
+ "loss_ber_sparse": 0.004336168058216572,
258
+ "loss_ber_smooth": 0.004063948057591915,
259
+ "loss_ber_residual": 0.0007352903485298157,
260
+ "loss_gate_dead": 0.0002083333529299125,
261
+ "loss_gate_sparse": 0.20000001788139343,
262
+ "rmse_mean": 0.069332554936409,
263
+ "rmse_last": 0.09538280963897705,
264
+ "mae_mean": 0.04208341985940933,
265
+ "mae_last": 0.054473575204610825,
266
+ "spectral_error": 0.0,
267
+ "eval_seconds_per_batch": 0.02848607301712036,
268
+ "mean_energy_drift": 0.00262409275455866,
269
+ "mean_reverse_error": 3.6159056726603467e-07,
270
+ "mean_fold_dyn_error": 1.875407809848184e-05,
271
+ "gate_closed": 1.0,
272
+ "gate_spectral": 0.34999993443489075,
273
+ "gate_ber": 0.25,
274
+ "gate_fold": 0.0,
275
+ "gate_null": 0.0,
276
+ "mean_ber_budget_error": 0.0022419267370423768,
277
+ "mean_ber_strength": 0.004010087766801007,
278
+ "mean_ber_smoothness": 0.003381280563189648,
279
+ "lead_1_rmse": 0.06129029020667076,
280
+ "lead_2_rmse": 0.05766476318240166,
281
+ "lead_3_rmse": 0.05696182698011398,
282
+ "lead_4_rmse": 0.059710822999477386,
283
+ "lead_5_rmse": 0.06567797809839249,
284
+ "lead_6_rmse": 0.07403717935085297,
285
+ "lead_7_rmse": 0.08393475413322449,
286
+ "lead_8_rmse": 0.09538280963897705,
287
+ "lead_1_mae": 0.03840271010994911,
288
+ "lead_2_mae": 0.036587879061698914,
289
+ "lead_3_mae": 0.03638661652803421,
290
+ "lead_4_mae": 0.03766259178519249,
291
+ "lead_5_mae": 0.04029099643230438,
292
+ "lead_6_mae": 0.044067755341529846,
293
+ "lead_7_mae": 0.04879526048898697,
294
+ "lead_8_mae": 0.054473575204610825
295
+ }
296
+ ]
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_ber/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a3e32f02398e40ddf4106540079813ccf1e08c4aed4bba69ae76e55d7796fbd7
3
+ size 2932725
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_ber/metrics.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.0766996368765831,
3
+ "rmse_last": 0.11141478270292282,
4
+ "mae_mean": 0.04539206624031067,
5
+ "mae_last": 0.05952131748199463,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.027773942947387695,
8
+ "mean_energy_drift": 0.015874861925840377,
9
+ "mean_reverse_error": 2.498791644711673e-07,
10
+ "mean_fold_dyn_error": 1.9471859031909846e-05,
11
+ "gate_closed": 1.0,
12
+ "gate_spectral": 0.34999996423721313,
13
+ "gate_ber": 0.0,
14
+ "gate_fold": 0.0,
15
+ "gate_null": 0.0,
16
+ "mean_ber_budget_error": 0.01570864289999008,
17
+ "mean_ber_strength": 0.001260672416538,
18
+ "mean_ber_smoothness": 0.0033646211214363574,
19
+ "lead_1_rmse": 0.06553073972463608,
20
+ "lead_2_rmse": 0.062105581164360046,
21
+ "lead_3_rmse": 0.061589714139699936,
22
+ "lead_4_rmse": 0.06460695713758469,
23
+ "lead_5_rmse": 0.0714760348200798,
24
+ "lead_6_rmse": 0.08177826553583145,
25
+ "lead_7_rmse": 0.09509500861167908,
26
+ "lead_8_rmse": 0.11141478270292282,
27
+ "lead_1_mae": 0.042097605764865875,
28
+ "lead_2_mae": 0.040127214044332504,
29
+ "lead_3_mae": 0.039495959877967834,
30
+ "lead_4_mae": 0.040316417813301086,
31
+ "lead_5_mae": 0.04261833056807518,
32
+ "lead_6_mae": 0.046635594218969345,
33
+ "lead_7_mae": 0.0523240864276886,
34
+ "lead_8_mae": 0.05952131748199463,
35
+ "model": "sticm_v51_no_ber",
36
+ "params": 593483,
37
+ "train_seconds": 23.724199056625366
38
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_no_ber/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_ber/train_log.json ADDED
@@ -0,0 +1,296 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.3455846309661865,
5
+ "loss_total": 1.349197268486023,
6
+ "loss_align": 0.08560450375080109,
7
+ "loss_energy": 0.0015846327878534794,
8
+ "loss_reverse": 3.016527250210288e-09,
9
+ "loss_fold": 0.00012486465857364237,
10
+ "loss_spectral": 0.0,
11
+ "loss_ber_budget": 0.0,
12
+ "loss_ber_sparse": 0.0,
13
+ "loss_ber_smooth": 0.0,
14
+ "loss_ber_residual": 0.0,
15
+ "loss_gate_dead": 0.000416666705859825,
16
+ "loss_gate_sparse": 0.11666666716337204,
17
+ "rmse_mean": 0.6315566301345825,
18
+ "rmse_last": 0.6674350500106812,
19
+ "mae_mean": 0.47435426712036133,
20
+ "mae_last": 0.48166191577911377,
21
+ "spectral_error": 0.0,
22
+ "eval_seconds_per_batch": 0.030462995171546936,
23
+ "mean_energy_drift": 0.00216640983853722,
24
+ "mean_reverse_error": 3.15704890008206e-09,
25
+ "mean_fold_dyn_error": 0.0001325516732322285,
26
+ "gate_closed": 1.0,
27
+ "gate_spectral": 0.34999993443489075,
28
+ "gate_ber": 0.0,
29
+ "gate_fold": 0.0,
30
+ "gate_null": 0.0,
31
+ "mean_ber_budget_error": 0.00212954159360379,
32
+ "mean_ber_strength": 0.0012744162086164579,
33
+ "mean_ber_smoothness": 0.0033770066365832463,
34
+ "lead_1_rmse": 0.6003934144973755,
35
+ "lead_2_rmse": 0.6075022220611572,
36
+ "lead_3_rmse": 0.6154657602310181,
37
+ "lead_4_rmse": 0.6247840523719788,
38
+ "lead_5_rmse": 0.6349887847900391,
39
+ "lead_6_rmse": 0.6456016898155212,
40
+ "lead_7_rmse": 0.6562821269035339,
41
+ "lead_8_rmse": 0.6674350500106812,
42
+ "lead_1_mae": 0.4685550630092621,
43
+ "lead_2_mae": 0.4696827530860901,
44
+ "lead_3_mae": 0.47105419635772705,
45
+ "lead_4_mae": 0.47281235456466675,
46
+ "lead_5_mae": 0.4748319387435913,
47
+ "lead_6_mae": 0.4769972264766693,
48
+ "lead_7_mae": 0.4792386591434479,
49
+ "lead_8_mae": 0.48166191577911377
50
+ },
51
+ {
52
+ "step": 50,
53
+ "loss_pred": 0.021079186350107193,
54
+ "loss_total": 0.02201230078935623,
55
+ "loss_align": 0.016000719740986824,
56
+ "loss_energy": 0.014678124338388443,
57
+ "loss_reverse": 9.730910299765583e-09,
58
+ "loss_fold": 1.77535621332936e-05,
59
+ "loss_spectral": 0.0,
60
+ "loss_ber_budget": 0.0,
61
+ "loss_ber_sparse": 0.0,
62
+ "loss_ber_smooth": 0.0,
63
+ "loss_ber_residual": 0.0,
64
+ "loss_gate_dead": 0.000416666705859825,
65
+ "loss_gate_sparse": 0.11666666716337204,
66
+ "rmse_mean": 0.10680006444454193,
67
+ "rmse_last": 0.13408684730529785,
68
+ "mae_mean": 0.06322728842496872,
69
+ "mae_last": 0.06897024810314178,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.036131203174591064,
72
+ "mean_energy_drift": 0.015647498425096273,
73
+ "mean_reverse_error": 7.080869973696835e-09,
74
+ "mean_fold_dyn_error": 1.5415346695135668e-05,
75
+ "gate_closed": 1.0,
76
+ "gate_spectral": 0.34999993443489075,
77
+ "gate_ber": 0.0,
78
+ "gate_fold": 0.0,
79
+ "gate_null": 0.0,
80
+ "mean_ber_budget_error": 0.015362834092229605,
81
+ "mean_ber_strength": 0.001424865891749505,
82
+ "mean_ber_smoothness": 0.00336339496425353,
83
+ "lead_1_rmse": 0.11012277752161026,
84
+ "lead_2_rmse": 0.09918861836194992,
85
+ "lead_3_rmse": 0.09209046512842178,
86
+ "lead_4_rmse": 0.09209749102592468,
87
+ "lead_5_rmse": 0.0983506292104721,
88
+ "lead_6_rmse": 0.10823727399110794,
89
+ "lead_7_rmse": 0.12022639811038971,
90
+ "lead_8_rmse": 0.13408684730529785,
91
+ "lead_1_mae": 0.07027534395456314,
92
+ "lead_2_mae": 0.06462576985359192,
93
+ "lead_3_mae": 0.06036863476037979,
94
+ "lead_4_mae": 0.05822193622589111,
95
+ "lead_5_mae": 0.05853573977947235,
96
+ "lead_6_mae": 0.06062145158648491,
97
+ "lead_7_mae": 0.06419920176267624,
98
+ "lead_8_mae": 0.06897024810314178
99
+ },
100
+ {
101
+ "step": 100,
102
+ "loss_pred": 0.04291544854640961,
103
+ "loss_total": 0.043597158044576645,
104
+ "loss_align": 0.007734600454568863,
105
+ "loss_energy": 0.024578433483839035,
106
+ "loss_reverse": 1.0932548377695639e-07,
107
+ "loss_fold": 3.592748544178903e-05,
108
+ "loss_spectral": 0.0,
109
+ "loss_ber_budget": 0.0,
110
+ "loss_ber_sparse": 0.0,
111
+ "loss_ber_smooth": 0.0,
112
+ "loss_ber_residual": 0.0,
113
+ "loss_gate_dead": 0.000416666705859825,
114
+ "loss_gate_sparse": 0.11666666716337204,
115
+ "rmse_mean": 0.12265411019325256,
116
+ "rmse_last": 0.15782564878463745,
117
+ "mae_mean": 0.074775829911232,
118
+ "mae_last": 0.09367713332176208,
119
+ "spectral_error": 0.0,
120
+ "eval_seconds_per_batch": 0.028706103563308716,
121
+ "mean_energy_drift": 0.028731060214340687,
122
+ "mean_reverse_error": 9.450766902396879e-08,
123
+ "mean_fold_dyn_error": 2.8856341145910847e-05,
124
+ "gate_closed": 1.0,
125
+ "gate_spectral": 0.34999993443489075,
126
+ "gate_ber": 0.0,
127
+ "gate_fold": 0.0,
128
+ "gate_null": 0.0,
129
+ "mean_ber_budget_error": 0.028477621963247657,
130
+ "mean_ber_strength": 0.0013625212959595956,
131
+ "mean_ber_smoothness": 0.003359702430316247,
132
+ "lead_1_rmse": 0.10836853086948395,
133
+ "lead_2_rmse": 0.10636772960424423,
134
+ "lead_3_rmse": 0.1069818064570427,
135
+ "lead_4_rmse": 0.11076932400465012,
136
+ "lead_5_rmse": 0.1185259222984314,
137
+ "lead_6_rmse": 0.12957534193992615,
138
+ "lead_7_rmse": 0.14281858503818512,
139
+ "lead_8_rmse": 0.15782564878463745,
140
+ "lead_1_mae": 0.0650264099240303,
141
+ "lead_2_mae": 0.06475977599620819,
142
+ "lead_3_mae": 0.06612879037857056,
143
+ "lead_4_mae": 0.06920839101076126,
144
+ "lead_5_mae": 0.07378990948200226,
145
+ "lead_6_mae": 0.07948005944490433,
146
+ "lead_7_mae": 0.08613612502813339,
147
+ "lead_8_mae": 0.09367713332176208
148
+ },
149
+ {
150
+ "step": 150,
151
+ "loss_pred": 0.006548992358148098,
152
+ "loss_total": 0.007080708164721727,
153
+ "loss_align": 0.004327801056206226,
154
+ "loss_energy": 0.02286660298705101,
155
+ "loss_reverse": 2.0407111378517584e-07,
156
+ "loss_fold": 2.2295516828307882e-05,
157
+ "loss_spectral": 0.0,
158
+ "loss_ber_budget": 0.0,
159
+ "loss_ber_sparse": 0.0,
160
+ "loss_ber_smooth": 0.0,
161
+ "loss_ber_residual": 0.0,
162
+ "loss_gate_dead": 0.000416666705859825,
163
+ "loss_gate_sparse": 0.11666666716337204,
164
+ "rmse_mean": 0.08755355328321457,
165
+ "rmse_last": 0.11907947808504105,
166
+ "mae_mean": 0.053053975105285645,
167
+ "mae_last": 0.06431147456169128,
168
+ "spectral_error": 0.0,
169
+ "eval_seconds_per_batch": 0.029003366827964783,
170
+ "mean_energy_drift": 0.025541104201693088,
171
+ "mean_reverse_error": 1.9560185826605903e-07,
172
+ "mean_fold_dyn_error": 2.2139190605230397e-05,
173
+ "gate_closed": 1.0,
174
+ "gate_spectral": 0.34999993443489075,
175
+ "gate_ber": 0.0,
176
+ "gate_fold": 0.0,
177
+ "gate_null": 0.0,
178
+ "mean_ber_budget_error": 0.02530635189032182,
179
+ "mean_ber_strength": 0.0013189830642659217,
180
+ "mean_ber_smoothness": 0.0033626552612986416,
181
+ "lead_1_rmse": 0.08094616234302521,
182
+ "lead_2_rmse": 0.07609304785728455,
183
+ "lead_3_rmse": 0.07387392222881317,
184
+ "lead_4_rmse": 0.07538282126188278,
185
+ "lead_5_rmse": 0.08113639056682587,
186
+ "lead_6_rmse": 0.09065398573875427,
187
+ "lead_7_rmse": 0.10326263308525085,
188
+ "lead_8_rmse": 0.11907947808504105,
189
+ "lead_1_mae": 0.054018840193748474,
190
+ "lead_2_mae": 0.05019432306289673,
191
+ "lead_3_mae": 0.047969918698072433,
192
+ "lead_4_mae": 0.04774715378880501,
193
+ "lead_5_mae": 0.04951922968029976,
194
+ "lead_6_mae": 0.052926205098629,
195
+ "lead_7_mae": 0.05774463713169098,
196
+ "lead_8_mae": 0.06431147456169128
197
+ },
198
+ {
199
+ "step": 200,
200
+ "loss_pred": 0.007298730313777924,
201
+ "loss_total": 0.007788321003317833,
202
+ "loss_align": 0.004135374911129475,
203
+ "loss_energy": 0.018561938777565956,
204
+ "loss_reverse": 2.4771716766736063e-07,
205
+ "loss_fold": 2.6820927814696915e-05,
206
+ "loss_spectral": 0.0,
207
+ "loss_ber_budget": 0.0,
208
+ "loss_ber_sparse": 0.0,
209
+ "loss_ber_smooth": 0.0,
210
+ "loss_ber_residual": 0.0,
211
+ "loss_gate_dead": 0.000416666705859825,
212
+ "loss_gate_sparse": 0.11666666716337204,
213
+ "rmse_mean": 0.078174889087677,
214
+ "rmse_last": 0.10841730982065201,
215
+ "mae_mean": 0.04886087030172348,
216
+ "mae_last": 0.061281271278858185,
217
+ "spectral_error": 0.0,
218
+ "eval_seconds_per_batch": 0.027544811367988586,
219
+ "mean_energy_drift": 0.019454952736850828,
220
+ "mean_reverse_error": 2.167348824855253e-07,
221
+ "mean_fold_dyn_error": 1.834259359156931e-05,
222
+ "gate_closed": 1.0,
223
+ "gate_spectral": 0.34999993443489075,
224
+ "gate_ber": 0.0,
225
+ "gate_fold": 0.0,
226
+ "gate_null": 0.0,
227
+ "mean_ber_budget_error": 0.01924108323873952,
228
+ "mean_ber_strength": 0.0012843329168390483,
229
+ "mean_ber_smoothness": 0.0033615473803365603,
230
+ "lead_1_rmse": 0.07245413959026337,
231
+ "lead_2_rmse": 0.06738170981407166,
232
+ "lead_3_rmse": 0.06478308141231537,
233
+ "lead_4_rmse": 0.06611332297325134,
234
+ "lead_5_rmse": 0.07186529785394669,
235
+ "lead_6_rmse": 0.08115910738706589,
236
+ "lead_7_rmse": 0.09322518855333328,
237
+ "lead_8_rmse": 0.10841730982065201,
238
+ "lead_1_mae": 0.04747246578335762,
239
+ "lead_2_mae": 0.044640567153692245,
240
+ "lead_3_mae": 0.04334746301174164,
241
+ "lead_4_mae": 0.043736204504966736,
242
+ "lead_5_mae": 0.045926257967948914,
243
+ "lead_6_mae": 0.049716703593730927,
244
+ "lead_7_mae": 0.05476602166891098,
245
+ "lead_8_mae": 0.061281271278858185
246
+ },
247
+ {
248
+ "step": 250,
249
+ "loss_pred": 0.006623527966439724,
250
+ "loss_total": 0.007065640762448311,
251
+ "loss_align": 0.0034977360628545284,
252
+ "loss_energy": 0.015816550701856613,
253
+ "loss_reverse": 2.557087555032922e-07,
254
+ "loss_fold": 2.2409170924220234e-05,
255
+ "loss_spectral": 0.0,
256
+ "loss_ber_budget": 0.0,
257
+ "loss_ber_sparse": 0.0,
258
+ "loss_ber_smooth": 0.0,
259
+ "loss_ber_residual": 0.0,
260
+ "loss_gate_dead": 0.000416666705859825,
261
+ "loss_gate_sparse": 0.11666666716337204,
262
+ "rmse_mean": 0.07699738442897797,
263
+ "rmse_last": 0.11119341850280762,
264
+ "mae_mean": 0.04601012170314789,
265
+ "mae_last": 0.0599600151181221,
266
+ "spectral_error": 0.0,
267
+ "eval_seconds_per_batch": 0.028070509433746338,
268
+ "mean_energy_drift": 0.016302058706060052,
269
+ "mean_reverse_error": 2.3425518058672878e-07,
270
+ "mean_fold_dyn_error": 1.732063046233634e-05,
271
+ "gate_closed": 1.0,
272
+ "gate_spectral": 0.34999993443489075,
273
+ "gate_ber": 0.0,
274
+ "gate_fold": 0.0,
275
+ "gate_null": 0.0,
276
+ "mean_ber_budget_error": 0.01610371278366074,
277
+ "mean_ber_strength": 0.0012754814597428776,
278
+ "mean_ber_smoothness": 0.0033618811576161534,
279
+ "lead_1_rmse": 0.06393612921237946,
280
+ "lead_2_rmse": 0.06196186691522598,
281
+ "lead_3_rmse": 0.06231619417667389,
282
+ "lead_4_rmse": 0.06554519385099411,
283
+ "lead_5_rmse": 0.0725259780883789,
284
+ "lead_6_rmse": 0.08280470967292786,
285
+ "lead_7_rmse": 0.09569556266069412,
286
+ "lead_8_rmse": 0.11119341850280762,
287
+ "lead_1_mae": 0.042159855365753174,
288
+ "lead_2_mae": 0.04051937162876129,
289
+ "lead_3_mae": 0.040195588022470474,
290
+ "lead_4_mae": 0.04112783819437027,
291
+ "lead_5_mae": 0.04351496696472168,
292
+ "lead_6_mae": 0.04753647372126579,
293
+ "lead_7_mae": 0.053066857159137726,
294
+ "lead_8_mae": 0.0599600151181221
295
+ }
296
+ ]
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_folding/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:805a971c49258c0f5ecd014fde2be013031d2c72f936dbb5ffb462429a600d29
3
+ size 2932725
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_folding/metrics.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.0683780163526535,
3
+ "rmse_last": 0.0934346616268158,
4
+ "mae_mean": 0.03903244063258171,
5
+ "mae_last": 0.049407634884119034,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.02788015365600586,
8
+ "mean_energy_drift": 0.002469006786122918,
9
+ "mean_reverse_error": 2.8830750409269967e-07,
10
+ "mean_fold_dyn_error": 0.0009273439086973667,
11
+ "gate_closed": 1.0,
12
+ "gate_spectral": 0.34999996423721313,
13
+ "gate_ber": 0.25,
14
+ "gate_fold": 0.0,
15
+ "gate_null": 0.0,
16
+ "mean_ber_budget_error": 0.0021205182978883386,
17
+ "mean_ber_strength": 0.004502506973221898,
18
+ "mean_ber_smoothness": 0.001673212929163128,
19
+ "lead_1_rmse": 0.06321809440851212,
20
+ "lead_2_rmse": 0.057907942682504654,
21
+ "lead_3_rmse": 0.05686542019248009,
22
+ "lead_4_rmse": 0.0590912401676178,
23
+ "lead_5_rmse": 0.0640307366847992,
24
+ "lead_6_rmse": 0.07140658050775528,
25
+ "lead_7_rmse": 0.0810694769024849,
26
+ "lead_8_rmse": 0.0934346616268158,
27
+ "lead_1_mae": 0.040723033249378204,
28
+ "lead_2_mae": 0.0361175499856472,
29
+ "lead_3_mae": 0.03402860462665558,
30
+ "lead_4_mae": 0.03385404497385025,
31
+ "lead_5_mae": 0.035665757954120636,
32
+ "lead_6_mae": 0.038914505392313004,
33
+ "lead_7_mae": 0.04354839399456978,
34
+ "lead_8_mae": 0.049407634884119034,
35
+ "model": "sticm_v51_no_folding",
36
+ "params": 593483,
37
+ "train_seconds": 24.102482318878174
38
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_no_folding/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_folding/train_log.json ADDED
@@ -0,0 +1,296 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.1346523761749268,
5
+ "loss_total": 1.1387056112289429,
6
+ "loss_align": 0.08341814577579498,
7
+ "loss_energy": 0.0005197655991651118,
8
+ "loss_reverse": 6.401704943925779e-09,
9
+ "loss_fold": 0.0,
10
+ "loss_spectral": 0.0,
11
+ "loss_ber_budget": 0.0005198029102757573,
12
+ "loss_ber_sparse": 0.0013099233619868755,
13
+ "loss_ber_smooth": 0.0032612665090709925,
14
+ "loss_ber_residual": 0.010465135797858238,
15
+ "loss_gate_dead": 0.0002083333529299125,
16
+ "loss_gate_sparse": 0.20000001788139343,
17
+ "rmse_mean": 0.49291181564331055,
18
+ "rmse_last": 0.5227528214454651,
19
+ "mae_mean": 0.3496551513671875,
20
+ "mae_last": 0.3519936800003052,
21
+ "spectral_error": 0.0,
22
+ "eval_seconds_per_batch": 0.028183788061141968,
23
+ "mean_energy_drift": 0.0010895838277065195,
24
+ "mean_reverse_error": 6.905605309803775e-09,
25
+ "mean_fold_dyn_error": 8.705925802132697e-05,
26
+ "gate_closed": 1.0,
27
+ "gate_spectral": 0.34999993443489075,
28
+ "gate_ber": 0.25,
29
+ "gate_fold": 0.0,
30
+ "gate_null": 0.0,
31
+ "mean_ber_budget_error": 0.001306041058342089,
32
+ "mean_ber_strength": 0.001615883389604278,
33
+ "mean_ber_smoothness": 0.0032569646718911827,
34
+ "lead_1_rmse": 0.4707931876182556,
35
+ "lead_2_rmse": 0.47428956627845764,
36
+ "lead_3_rmse": 0.4792250990867615,
37
+ "lead_4_rmse": 0.4860805869102478,
38
+ "lead_5_rmse": 0.4942781925201416,
39
+ "lead_6_rmse": 0.5032515525817871,
40
+ "lead_7_rmse": 0.5126233696937561,
41
+ "lead_8_rmse": 0.5227528214454651,
42
+ "lead_1_mae": 0.3495851159095764,
43
+ "lead_2_mae": 0.3488934636116028,
44
+ "lead_3_mae": 0.348513126373291,
45
+ "lead_4_mae": 0.3486003279685974,
46
+ "lead_5_mae": 0.34907788038253784,
47
+ "lead_6_mae": 0.3498215675354004,
48
+ "lead_7_mae": 0.3507559895515442,
49
+ "lead_8_mae": 0.3519936800003052
50
+ },
51
+ {
52
+ "step": 50,
53
+ "loss_pred": 0.02760235033929348,
54
+ "loss_total": 0.02913137711584568,
55
+ "loss_align": 0.018578525632619858,
56
+ "loss_energy": 0.011862002313137054,
57
+ "loss_reverse": 1.2927542591967267e-08,
58
+ "loss_fold": 0.0,
59
+ "loss_spectral": 0.0,
60
+ "loss_ber_budget": 0.010081028565764427,
61
+ "loss_ber_sparse": 0.0030420187395066023,
62
+ "loss_ber_smooth": 0.00356060522608459,
63
+ "loss_ber_residual": 0.0024818871170282364,
64
+ "loss_gate_dead": 0.0002083333529299125,
65
+ "loss_gate_sparse": 0.20000001788139343,
66
+ "rmse_mean": 0.13185721635818481,
67
+ "rmse_last": 0.16031073033809662,
68
+ "mae_mean": 0.08111125975847244,
69
+ "mae_last": 0.09423217177391052,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.04028730094432831,
72
+ "mean_energy_drift": 0.011291443079244345,
73
+ "mean_reverse_error": 1.0720605486680412e-08,
74
+ "mean_fold_dyn_error": 0.00014979828938521678,
75
+ "gate_closed": 1.0,
76
+ "gate_spectral": 0.34999993443489075,
77
+ "gate_ber": 0.25,
78
+ "gate_fold": 0.0,
79
+ "gate_null": 0.0,
80
+ "mean_ber_budget_error": 0.009320396551629528,
81
+ "mean_ber_strength": 0.0031968276161933318,
82
+ "mean_ber_smoothness": 0.0033420133840991184,
83
+ "lead_1_rmse": 0.13058961927890778,
84
+ "lead_2_rmse": 0.12261424213647842,
85
+ "lead_3_rmse": 0.11804699897766113,
86
+ "lead_4_rmse": 0.1184244230389595,
87
+ "lead_5_rmse": 0.12439072132110596,
88
+ "lead_6_rmse": 0.13422811031341553,
89
+ "lead_7_rmse": 0.14625291526317596,
90
+ "lead_8_rmse": 0.16031073033809662,
91
+ "lead_1_mae": 0.07933229953050613,
92
+ "lead_2_mae": 0.07635501027107239,
93
+ "lead_3_mae": 0.0749535784125328,
94
+ "lead_4_mae": 0.07552634924650192,
95
+ "lead_5_mae": 0.07820656150579453,
96
+ "lead_6_mae": 0.08245036751031876,
97
+ "lead_7_mae": 0.0878337174654007,
98
+ "lead_8_mae": 0.09423217177391052
99
+ },
100
+ {
101
+ "step": 100,
102
+ "loss_pred": 0.011820988729596138,
103
+ "loss_total": 0.012773389928042889,
104
+ "loss_align": 0.006335817277431488,
105
+ "loss_energy": 0.01074379775673151,
106
+ "loss_reverse": 9.29906391888835e-08,
107
+ "loss_fold": 0.0,
108
+ "loss_spectral": 0.0,
109
+ "loss_ber_budget": 0.006279359571635723,
110
+ "loss_ber_sparse": 0.009160822257399559,
111
+ "loss_ber_smooth": 0.00568179227411747,
112
+ "loss_ber_residual": 0.000857725040987134,
113
+ "loss_gate_dead": 0.0002083333529299125,
114
+ "loss_gate_sparse": 0.20000001788139343,
115
+ "rmse_mean": 0.11527200788259506,
116
+ "rmse_last": 0.15328657627105713,
117
+ "mae_mean": 0.07975742965936661,
118
+ "mae_last": 0.0982474610209465,
119
+ "spectral_error": 0.0,
120
+ "eval_seconds_per_batch": 0.027917638421058655,
121
+ "mean_energy_drift": 0.009874834795482457,
122
+ "mean_reverse_error": 9.789117738634445e-08,
123
+ "mean_fold_dyn_error": 0.00040068332600640133,
124
+ "gate_closed": 1.0,
125
+ "gate_spectral": 0.34999993443489075,
126
+ "gate_ber": 0.25,
127
+ "gate_fold": 0.0,
128
+ "gate_null": 0.0,
129
+ "mean_ber_budget_error": 0.005382292438298464,
130
+ "mean_ber_strength": 0.008974692143965513,
131
+ "mean_ber_smoothness": 0.00548372148477938,
132
+ "lead_1_rmse": 0.09823837876319885,
133
+ "lead_2_rmse": 0.09562482684850693,
134
+ "lead_3_rmse": 0.09682038426399231,
135
+ "lead_4_rmse": 0.10245977342128754,
136
+ "lead_5_rmse": 0.11235792934894562,
137
+ "lead_6_rmse": 0.12484927475452423,
138
+ "lead_7_rmse": 0.1385388970375061,
139
+ "lead_8_rmse": 0.15328657627105713,
140
+ "lead_1_mae": 0.07259967923164368,
141
+ "lead_2_mae": 0.07123782485723495,
142
+ "lead_3_mae": 0.07127431035041809,
143
+ "lead_4_mae": 0.07326366752386093,
144
+ "lead_5_mae": 0.07761714607477188,
145
+ "lead_6_mae": 0.08341503888368607,
146
+ "lead_7_mae": 0.09040430933237076,
147
+ "lead_8_mae": 0.0982474610209465
148
+ },
149
+ {
150
+ "step": 150,
151
+ "loss_pred": 0.010537764988839626,
152
+ "loss_total": 0.011276829056441784,
153
+ "loss_align": 0.004768689163029194,
154
+ "loss_energy": 0.006008458323776722,
155
+ "loss_reverse": 1.7190865264637978e-07,
156
+ "loss_fold": 0.0,
157
+ "loss_spectral": 0.0,
158
+ "loss_ber_budget": 0.004651318304240704,
159
+ "loss_ber_sparse": 0.004558311775326729,
160
+ "loss_ber_smooth": 0.002566931303590536,
161
+ "loss_ber_residual": 0.0006476471899077296,
162
+ "loss_gate_dead": 0.0002083333529299125,
163
+ "loss_gate_sparse": 0.20000001788139343,
164
+ "rmse_mean": 0.10303445160388947,
165
+ "rmse_last": 0.13228335976600647,
166
+ "mae_mean": 0.06784731149673462,
167
+ "mae_last": 0.07850851863622665,
168
+ "spectral_error": 0.0,
169
+ "eval_seconds_per_batch": 0.027235090732574463,
170
+ "mean_energy_drift": 0.004096366508747451,
171
+ "mean_reverse_error": 1.6330621654958577e-07,
172
+ "mean_fold_dyn_error": 0.0005796985587949166,
173
+ "gate_closed": 1.0,
174
+ "gate_spectral": 0.34999993443489075,
175
+ "gate_ber": 0.25,
176
+ "gate_fold": 0.0,
177
+ "gate_null": 0.0,
178
+ "mean_ber_budget_error": 0.003294687587185763,
179
+ "mean_ber_strength": 0.004070569455507211,
180
+ "mean_ber_smoothness": 0.002832012327417033,
181
+ "lead_1_rmse": 0.09458962082862854,
182
+ "lead_2_rmse": 0.09058375656604767,
183
+ "lead_3_rmse": 0.08964602649211884,
184
+ "lead_4_rmse": 0.09215008467435837,
185
+ "lead_5_rmse": 0.09842230379581451,
186
+ "lead_6_rmse": 0.10764849931001663,
187
+ "lead_7_rmse": 0.11895193159580231,
188
+ "lead_8_rmse": 0.13228335976600647,
189
+ "lead_1_mae": 0.06721948087215424,
190
+ "lead_2_mae": 0.06423414498567581,
191
+ "lead_3_mae": 0.06304244697093964,
192
+ "lead_4_mae": 0.0634324848651886,
193
+ "lead_5_mae": 0.06516779959201813,
194
+ "lead_6_mae": 0.06834138184785843,
195
+ "lead_7_mae": 0.07283225655555725,
196
+ "lead_8_mae": 0.07850851863622665
197
+ },
198
+ {
199
+ "step": 200,
200
+ "loss_pred": 0.02409985475242138,
201
+ "loss_total": 0.024752195924520493,
202
+ "loss_align": 0.004533063154667616,
203
+ "loss_energy": 0.0032899933867156506,
204
+ "loss_reverse": 2.1395344163011032e-07,
205
+ "loss_fold": 0.0,
206
+ "loss_spectral": 0.0,
207
+ "loss_ber_budget": 0.0024397633969783783,
208
+ "loss_ber_sparse": 0.004673853516578674,
209
+ "loss_ber_smooth": 0.0023940724786370993,
210
+ "loss_ber_residual": 0.0006367657333612442,
211
+ "loss_gate_dead": 0.0002083333529299125,
212
+ "loss_gate_sparse": 0.20000001788139343,
213
+ "rmse_mean": 0.10265098512172699,
214
+ "rmse_last": 0.12717877328395844,
215
+ "mae_mean": 0.07454384863376617,
216
+ "mae_last": 0.08344389498233795,
217
+ "spectral_error": 0.0,
218
+ "eval_seconds_per_batch": 0.02797764539718628,
219
+ "mean_energy_drift": 0.003964169765822589,
220
+ "mean_reverse_error": 2.0359721197849012e-07,
221
+ "mean_fold_dyn_error": 0.000792391436334583,
222
+ "gate_closed": 1.0,
223
+ "gate_spectral": 0.34999993443489075,
224
+ "gate_ber": 0.25,
225
+ "gate_fold": 0.0,
226
+ "gate_null": 0.0,
227
+ "mean_ber_budget_error": 0.0030258881888585165,
228
+ "mean_ber_strength": 0.0037300865369616076,
229
+ "mean_ber_smoothness": 0.0020234460425854195,
230
+ "lead_1_rmse": 0.09387046098709106,
231
+ "lead_2_rmse": 0.09301779419183731,
232
+ "lead_3_rmse": 0.09299391508102417,
233
+ "lead_4_rmse": 0.09464351832866669,
234
+ "lead_5_rmse": 0.09879198670387268,
235
+ "lead_6_rmse": 0.10566985607147217,
236
+ "lead_7_rmse": 0.11504160612821579,
237
+ "lead_8_rmse": 0.12717877328395844,
238
+ "lead_1_mae": 0.07324467599391937,
239
+ "lead_2_mae": 0.07168366760015488,
240
+ "lead_3_mae": 0.07084576040506363,
241
+ "lead_4_mae": 0.071053646504879,
242
+ "lead_5_mae": 0.07249855995178223,
243
+ "lead_6_mae": 0.07496421784162521,
244
+ "lead_7_mae": 0.07861633598804474,
245
+ "lead_8_mae": 0.08344389498233795
246
+ },
247
+ {
248
+ "step": 250,
249
+ "loss_pred": 0.005718447268009186,
250
+ "loss_total": 0.006346370559185743,
251
+ "loss_align": 0.003701226320117712,
252
+ "loss_energy": 0.003617560490965843,
253
+ "loss_reverse": 2.9620559871545993e-07,
254
+ "loss_fold": 0.0,
255
+ "loss_spectral": 0.0,
256
+ "loss_ber_budget": 0.0025864518247544765,
257
+ "loss_ber_sparse": 0.005064873024821281,
258
+ "loss_ber_smooth": 0.002063886960968375,
259
+ "loss_ber_residual": 0.0006550421239808202,
260
+ "loss_gate_dead": 0.0002083333529299125,
261
+ "loss_gate_sparse": 0.20000001788139343,
262
+ "rmse_mean": 0.06899338215589523,
263
+ "rmse_last": 0.09162548929452896,
264
+ "mae_mean": 0.040681250393390656,
265
+ "mae_last": 0.04958167299628258,
266
+ "spectral_error": 0.0,
267
+ "eval_seconds_per_batch": 0.02777007222175598,
268
+ "mean_energy_drift": 0.002066158995148726,
269
+ "mean_reverse_error": 2.744940346133262e-07,
270
+ "mean_fold_dyn_error": 0.0009767069532244932,
271
+ "gate_closed": 1.0,
272
+ "gate_spectral": 0.34999993443489075,
273
+ "gate_ber": 0.25,
274
+ "gate_fold": 0.0,
275
+ "gate_null": 0.0,
276
+ "mean_ber_budget_error": 0.00173314905987354,
277
+ "mean_ber_strength": 0.004292769794119522,
278
+ "mean_ber_smoothness": 0.0016654818682582118,
279
+ "lead_1_rmse": 0.06596257537603378,
280
+ "lead_2_rmse": 0.061263181269168854,
281
+ "lead_3_rmse": 0.05926641821861267,
282
+ "lead_4_rmse": 0.06002943962812424,
283
+ "lead_5_rmse": 0.06378813832998276,
284
+ "lead_6_rmse": 0.0704171359539032,
285
+ "lead_7_rmse": 0.07959466427564621,
286
+ "lead_8_rmse": 0.09162548929452896,
287
+ "lead_1_mae": 0.04332486540079117,
288
+ "lead_2_mae": 0.03914577513933182,
289
+ "lead_3_mae": 0.03672218322753906,
290
+ "lead_4_mae": 0.03588419407606125,
291
+ "lead_5_mae": 0.037015777081251144,
292
+ "lead_6_mae": 0.0397639200091362,
293
+ "lead_7_mae": 0.04401162639260292,
294
+ "lead_8_mae": 0.04958167299628258
295
+ }
296
+ ]
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_gates/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a2252838d59a359636ea991ef82c0218c8e610799ee7c5ff4916cf9b77ca64b3
3
+ size 2932725
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_gates/metrics.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.06595366448163986,
3
+ "rmse_last": 0.08591941744089127,
4
+ "mae_mean": 0.04482473433017731,
5
+ "mae_last": 0.053615402430295944,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.02736429214477539,
8
+ "mean_energy_drift": 0.0016535145603120327,
9
+ "mean_reverse_error": 9.74906258761621e-07,
10
+ "mean_fold_dyn_error": 5.625556725135539e-05,
11
+ "gate_closed": 1.0,
12
+ "gate_spectral": 1.0,
13
+ "gate_ber": 1.0,
14
+ "gate_fold": 0.0,
15
+ "gate_null": 0.0,
16
+ "mean_ber_budget_error": 0.0016322391462745146,
17
+ "mean_ber_strength": 0.0045592886954545974,
18
+ "mean_ber_smoothness": 0.005543446121737361,
19
+ "lead_1_rmse": 0.0536138154566288,
20
+ "lead_2_rmse": 0.05364746227860451,
21
+ "lead_3_rmse": 0.056733835488557816,
22
+ "lead_4_rmse": 0.06123639643192291,
23
+ "lead_5_rmse": 0.06631923466920853,
24
+ "lead_6_rmse": 0.071920245885849,
25
+ "lead_7_rmse": 0.07823893427848816,
26
+ "lead_8_rmse": 0.08591941744089127,
27
+ "lead_1_mae": 0.03718053176999092,
28
+ "lead_2_mae": 0.03819364309310913,
29
+ "lead_3_mae": 0.04052811115980148,
30
+ "lead_4_mae": 0.04341152310371399,
31
+ "lead_5_mae": 0.04610852897167206,
32
+ "lead_6_mae": 0.04857322573661804,
33
+ "lead_7_mae": 0.05098693072795868,
34
+ "lead_8_mae": 0.053615402430295944,
35
+ "model": "sticm_v51_no_gates",
36
+ "params": 593483,
37
+ "train_seconds": 23.33875298500061
38
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_no_gates/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_gates/train_log.json ADDED
@@ -0,0 +1,296 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 0.9694029092788696,
5
+ "loss_total": 0.9749673008918762,
6
+ "loss_align": 0.09658310562372208,
7
+ "loss_energy": 0.0068761794827878475,
8
+ "loss_reverse": 2.1231008417998964e-07,
9
+ "loss_fold": 0.0004068491398356855,
10
+ "loss_spectral": 0.0,
11
+ "loss_ber_budget": 0.006872107274830341,
12
+ "loss_ber_sparse": 0.0013625971041619778,
13
+ "loss_ber_smooth": 0.003973901271820068,
14
+ "loss_ber_residual": 0.012447493150830269,
15
+ "loss_gate_dead": 0.0002083333529299125,
16
+ "loss_gate_sparse": 0.6666666865348816,
17
+ "rmse_mean": 0.4421679973602295,
18
+ "rmse_last": 0.48539429903030396,
19
+ "mae_mean": 0.2646534740924835,
20
+ "mae_last": 0.2760479748249054,
21
+ "spectral_error": 0.0,
22
+ "eval_seconds_per_batch": 0.028569385409355164,
23
+ "mean_energy_drift": 0.011653497931547463,
24
+ "mean_reverse_error": 2.2370307650732002e-07,
25
+ "mean_fold_dyn_error": 0.00043533624011615757,
26
+ "gate_closed": 1.0,
27
+ "gate_spectral": 1.0,
28
+ "gate_ber": 1.0,
29
+ "gate_fold": 0.0,
30
+ "gate_null": 0.0,
31
+ "mean_ber_budget_error": 0.011496019607875496,
32
+ "mean_ber_strength": 0.0015975409478414804,
33
+ "mean_ber_smoothness": 0.003942347408155911,
34
+ "lead_1_rmse": 0.40714266896247864,
35
+ "lead_2_rmse": 0.4140208959579468,
36
+ "lead_3_rmse": 0.42260637879371643,
37
+ "lead_4_rmse": 0.43325304985046387,
38
+ "lead_5_rmse": 0.4453165829181671,
39
+ "lead_6_rmse": 0.458189457654953,
40
+ "lead_7_rmse": 0.4714208245277405,
41
+ "lead_8_rmse": 0.48539429903030396,
42
+ "lead_1_mae": 0.2578451633453369,
43
+ "lead_2_mae": 0.25830700993537903,
44
+ "lead_3_mae": 0.2595183253288269,
45
+ "lead_4_mae": 0.2616172432899475,
46
+ "lead_5_mae": 0.26439109444618225,
47
+ "lead_6_mae": 0.26779013872146606,
48
+ "lead_7_mae": 0.2717107832431793,
49
+ "lead_8_mae": 0.2760479748249054
50
+ },
51
+ {
52
+ "step": 50,
53
+ "loss_pred": 0.033095553517341614,
54
+ "loss_total": 0.035490982234478,
55
+ "loss_align": 0.01781443879008293,
56
+ "loss_energy": 0.0171574167907238,
57
+ "loss_reverse": 3.941082695746445e-07,
58
+ "loss_fold": 6.786684389226139e-05,
59
+ "loss_spectral": 0.0,
60
+ "loss_ber_budget": 0.015557153150439262,
61
+ "loss_ber_sparse": 0.004759727977216244,
62
+ "loss_ber_smooth": 0.005260111764073372,
63
+ "loss_ber_residual": 0.002201685681939125,
64
+ "loss_gate_dead": 0.0002083333529299125,
65
+ "loss_gate_sparse": 0.6666666865348816,
66
+ "rmse_mean": 0.10559986531734467,
67
+ "rmse_last": 0.12820108234882355,
68
+ "mae_mean": 0.06442486494779587,
69
+ "mae_last": 0.07067152857780457,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.03835389018058777,
72
+ "mean_energy_drift": 0.020024903875309974,
73
+ "mean_reverse_error": 4.2097171437660563e-07,
74
+ "mean_fold_dyn_error": 5.561004650189716e-05,
75
+ "gate_closed": 1.0,
76
+ "gate_spectral": 1.0,
77
+ "gate_ber": 1.0,
78
+ "gate_fold": 0.0,
79
+ "gate_null": 0.0,
80
+ "mean_ber_budget_error": 0.01807914802338928,
81
+ "mean_ber_strength": 0.005072208805358969,
82
+ "mean_ber_smoothness": 0.005463577894261107,
83
+ "lead_1_rmse": 0.10790680348873138,
84
+ "lead_2_rmse": 0.09991280734539032,
85
+ "lead_3_rmse": 0.09478568285703659,
86
+ "lead_4_rmse": 0.09415382146835327,
87
+ "lead_5_rmse": 0.09805754572153091,
88
+ "lead_6_rmse": 0.10581410676240921,
89
+ "lead_7_rmse": 0.11596707254648209,
90
+ "lead_8_rmse": 0.12820108234882355,
91
+ "lead_1_mae": 0.0691586434841156,
92
+ "lead_2_mae": 0.06473333388566971,
93
+ "lead_3_mae": 0.06173302233219147,
94
+ "lead_4_mae": 0.060244444757699966,
95
+ "lead_5_mae": 0.06045592203736305,
96
+ "lead_6_mae": 0.062463633716106415,
97
+ "lead_7_mae": 0.06593836843967438,
98
+ "lead_8_mae": 0.07067152857780457
99
+ },
100
+ {
101
+ "step": 100,
102
+ "loss_pred": 0.010763014666736126,
103
+ "loss_total": 0.012383466586470604,
104
+ "loss_align": 0.005845922511070967,
105
+ "loss_energy": 0.008074820041656494,
106
+ "loss_reverse": 9.696294682726148e-07,
107
+ "loss_fold": 9.161490015685558e-05,
108
+ "loss_spectral": 0.0,
109
+ "loss_ber_budget": 0.007166925817728043,
110
+ "loss_ber_sparse": 0.006403802894055843,
111
+ "loss_ber_smooth": 0.0073178233578801155,
112
+ "loss_ber_residual": 0.0009827695321291685,
113
+ "loss_gate_dead": 0.0002083333529299125,
114
+ "loss_gate_sparse": 0.6666666865348816,
115
+ "rmse_mean": 0.08948803693056107,
116
+ "rmse_last": 0.1151176393032074,
117
+ "mae_mean": 0.05693972855806351,
118
+ "mae_last": 0.06863176822662354,
119
+ "spectral_error": 0.0,
120
+ "eval_seconds_per_batch": 0.027232661843299866,
121
+ "mean_energy_drift": 0.004762199416290969,
122
+ "mean_reverse_error": 1.150359267398926e-06,
123
+ "mean_fold_dyn_error": 6.714014352837694e-05,
124
+ "gate_closed": 1.0,
125
+ "gate_spectral": 1.0,
126
+ "gate_ber": 1.0,
127
+ "gate_fold": 0.0,
128
+ "gate_null": 0.0,
129
+ "mean_ber_budget_error": 0.00414322029791947,
130
+ "mean_ber_strength": 0.007454435573890805,
131
+ "mean_ber_smoothness": 0.007710235571721569,
132
+ "lead_1_rmse": 0.07903794944286346,
133
+ "lead_2_rmse": 0.07691554725170135,
134
+ "lead_3_rmse": 0.07753098756074905,
135
+ "lead_4_rmse": 0.08097079396247864,
136
+ "lead_5_rmse": 0.08703009784221649,
137
+ "lead_6_rmse": 0.0950319916009903,
138
+ "lead_7_rmse": 0.10426929593086243,
139
+ "lead_8_rmse": 0.1151176393032074,
140
+ "lead_1_mae": 0.05356849357485771,
141
+ "lead_2_mae": 0.05198833718895912,
142
+ "lead_3_mae": 0.051760442554950714,
143
+ "lead_4_mae": 0.05274859443306923,
144
+ "lead_5_mae": 0.05514999479055405,
145
+ "lead_6_mae": 0.05860435962677002,
146
+ "lead_7_mae": 0.06306584179401398,
147
+ "lead_8_mae": 0.06863176822662354
148
+ },
149
+ {
150
+ "step": 150,
151
+ "loss_pred": 0.010085646994411945,
152
+ "loss_total": 0.011516859754920006,
153
+ "loss_align": 0.0035437745973467827,
154
+ "loss_energy": 0.005583660677075386,
155
+ "loss_reverse": 1.0517069313209504e-06,
156
+ "loss_fold": 7.648269092896953e-05,
157
+ "loss_spectral": 0.0,
158
+ "loss_ber_budget": 0.004586927592754364,
159
+ "loss_ber_sparse": 0.005928098224103451,
160
+ "loss_ber_smooth": 0.006739184260368347,
161
+ "loss_ber_residual": 0.0008552049985155463,
162
+ "loss_gate_dead": 0.0002083333529299125,
163
+ "loss_gate_sparse": 0.6666666865348816,
164
+ "rmse_mean": 0.080350860953331,
165
+ "rmse_last": 0.10324180126190186,
166
+ "mae_mean": 0.053062133491039276,
167
+ "mae_last": 0.06010204553604126,
168
+ "spectral_error": 0.0,
169
+ "eval_seconds_per_batch": 0.02642577886581421,
170
+ "mean_energy_drift": 0.003862701567413751,
171
+ "mean_reverse_error": 1.1543950968473382e-06,
172
+ "mean_fold_dyn_error": 5.897872347304656e-05,
173
+ "gate_closed": 1.0,
174
+ "gate_spectral": 1.0,
175
+ "gate_ber": 1.0,
176
+ "gate_fold": 0.0,
177
+ "gate_null": 0.0,
178
+ "mean_ber_budget_error": 0.002790573374113592,
179
+ "mean_ber_strength": 0.006445454549975693,
180
+ "mean_ber_smoothness": 0.007487422582926229,
181
+ "lead_1_rmse": 0.07136942446231842,
182
+ "lead_2_rmse": 0.06978894025087357,
183
+ "lead_3_rmse": 0.07020968198776245,
184
+ "lead_4_rmse": 0.07282545417547226,
185
+ "lead_5_rmse": 0.07778530567884445,
186
+ "lead_6_rmse": 0.08462069928646088,
187
+ "lead_7_rmse": 0.09296559542417526,
188
+ "lead_8_rmse": 0.10324180126190186,
189
+ "lead_1_mae": 0.051669564098119736,
190
+ "lead_2_mae": 0.05024225264787674,
191
+ "lead_3_mae": 0.04969248175621033,
192
+ "lead_4_mae": 0.05022377148270607,
193
+ "lead_5_mae": 0.05170553922653198,
194
+ "lead_6_mae": 0.05403037369251251,
195
+ "lead_7_mae": 0.05683103948831558,
196
+ "lead_8_mae": 0.06010204553604126
197
+ },
198
+ {
199
+ "step": 200,
200
+ "loss_pred": 0.011078204959630966,
201
+ "loss_total": 0.012516595423221588,
202
+ "loss_align": 0.0038689933717250824,
203
+ "loss_energy": 0.004697179421782494,
204
+ "loss_reverse": 9.7245492725051e-07,
205
+ "loss_fold": 8.04941519163549e-05,
206
+ "loss_spectral": 0.0,
207
+ "loss_ber_budget": 0.00455847941339016,
208
+ "loss_ber_sparse": 0.0056000580079853535,
209
+ "loss_ber_smooth": 0.006326537579298019,
210
+ "loss_ber_residual": 0.001075784326530993,
211
+ "loss_gate_dead": 0.0002083333529299125,
212
+ "loss_gate_sparse": 0.6666666865348816,
213
+ "rmse_mean": 0.07883860170841217,
214
+ "rmse_last": 0.10725569725036621,
215
+ "mae_mean": 0.05402415245771408,
216
+ "mae_last": 0.06791197508573532,
217
+ "spectral_error": 0.0,
218
+ "eval_seconds_per_batch": 0.032973483204841614,
219
+ "mean_energy_drift": 0.004234803447616287,
220
+ "mean_reverse_error": 9.419000974730807e-07,
221
+ "mean_fold_dyn_error": 6.076228942220041e-05,
222
+ "gate_closed": 1.0,
223
+ "gate_spectral": 1.0,
224
+ "gate_ber": 1.0,
225
+ "gate_fold": 0.0,
226
+ "gate_null": 0.0,
227
+ "mean_ber_budget_error": 0.004509121921728365,
228
+ "mean_ber_strength": 0.005549628986045718,
229
+ "mean_ber_smoothness": 0.006354792567435652,
230
+ "lead_1_rmse": 0.06795402616262436,
231
+ "lead_2_rmse": 0.06517357379198074,
232
+ "lead_3_rmse": 0.06538671255111694,
233
+ "lead_4_rmse": 0.06894659250974655,
234
+ "lead_5_rmse": 0.07573984563350677,
235
+ "lead_6_rmse": 0.08487751334905624,
236
+ "lead_7_rmse": 0.09537485241889954,
237
+ "lead_8_rmse": 0.10725569725036621,
238
+ "lead_1_mae": 0.04921448603272438,
239
+ "lead_2_mae": 0.04737637937068939,
240
+ "lead_3_mae": 0.04734797030687332,
241
+ "lead_4_mae": 0.0491388775408268,
242
+ "lead_5_mae": 0.05245155468583107,
243
+ "lead_6_mae": 0.05679962784051895,
244
+ "lead_7_mae": 0.06195233762264252,
245
+ "lead_8_mae": 0.06791197508573532
246
+ },
247
+ {
248
+ "step": 250,
249
+ "loss_pred": 0.006522194482386112,
250
+ "loss_total": 0.0078115314245224,
251
+ "loss_align": 0.0024317263159900904,
252
+ "loss_energy": 0.0024600080214440823,
253
+ "loss_reverse": 9.380710253026336e-07,
254
+ "loss_fold": 5.94385783188045e-05,
255
+ "loss_spectral": 0.0,
256
+ "loss_ber_budget": 0.0022526662796735764,
257
+ "loss_ber_sparse": 0.00472349114716053,
258
+ "loss_ber_smooth": 0.005080996081233025,
259
+ "loss_ber_residual": 0.0010832373518496752,
260
+ "loss_gate_dead": 0.0002083333529299125,
261
+ "loss_gate_sparse": 0.6666666865348816,
262
+ "rmse_mean": 0.06446290016174316,
263
+ "rmse_last": 0.08484648913145065,
264
+ "mae_mean": 0.042458780109882355,
265
+ "mae_last": 0.05113368108868599,
266
+ "spectral_error": 0.0,
267
+ "eval_seconds_per_batch": 0.027407869696617126,
268
+ "mean_energy_drift": 0.001618068927200511,
269
+ "mean_reverse_error": 9.8388450808784e-07,
270
+ "mean_fold_dyn_error": 5.2021302622051735e-05,
271
+ "gate_closed": 1.0,
272
+ "gate_spectral": 1.0,
273
+ "gate_ber": 1.0,
274
+ "gate_fold": 0.0,
275
+ "gate_null": 0.0,
276
+ "mean_ber_budget_error": 0.0016533085035916883,
277
+ "mean_ber_strength": 0.0045280893391463906,
278
+ "mean_ber_smoothness": 0.005648469872539863,
279
+ "lead_1_rmse": 0.05229433625936508,
280
+ "lead_2_rmse": 0.05239921808242798,
281
+ "lead_3_rmse": 0.05497053265571594,
282
+ "lead_4_rmse": 0.05917849391698837,
283
+ "lead_5_rmse": 0.06444022804498672,
284
+ "lead_6_rmse": 0.07047770172357559,
285
+ "lead_7_rmse": 0.07709623873233795,
286
+ "lead_8_rmse": 0.08484648913145065,
287
+ "lead_1_mae": 0.03591329976916313,
288
+ "lead_2_mae": 0.0365615040063858,
289
+ "lead_3_mae": 0.03826066851615906,
290
+ "lead_4_mae": 0.04064272716641426,
291
+ "lead_5_mae": 0.0431709811091423,
292
+ "lead_6_mae": 0.0456792414188385,
293
+ "lead_7_mae": 0.048308152705430984,
294
+ "lead_8_mae": 0.05113368108868599
295
+ }
296
+ ]
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_spectral/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5d5e042904e0d1ecc4511814775faff29e5aa6d6725953e20c86bd1b6d1ec554
3
+ size 2932725
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_spectral/metrics.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.07582177221775055,
3
+ "rmse_last": 0.10396478325128555,
4
+ "mae_mean": 0.046782754361629486,
5
+ "mae_last": 0.0567401684820652,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.029089956283569335,
8
+ "mean_energy_drift": 0.0025017148070037363,
9
+ "mean_reverse_error": 7.365585224761162e-07,
10
+ "mean_fold_dyn_error": 5.984601539239521e-06,
11
+ "gate_closed": 1.0,
12
+ "gate_spectral": 0.0,
13
+ "gate_ber": 0.25,
14
+ "gate_fold": 0.0,
15
+ "gate_null": 0.0,
16
+ "mean_ber_budget_error": 0.001604163873125799,
17
+ "mean_ber_strength": 0.004576769191771746,
18
+ "mean_ber_smoothness": 0.002800733228214085,
19
+ "lead_1_rmse": 0.06429044902324677,
20
+ "lead_2_rmse": 0.06259593367576599,
21
+ "lead_3_rmse": 0.06380899250507355,
22
+ "lead_4_rmse": 0.06719350814819336,
23
+ "lead_5_rmse": 0.0727824941277504,
24
+ "lead_6_rmse": 0.08078643679618835,
25
+ "lead_7_rmse": 0.09115157276391983,
26
+ "lead_8_rmse": 0.10396478325128555,
27
+ "lead_1_mae": 0.04405025392770767,
28
+ "lead_2_mae": 0.04298187419772148,
29
+ "lead_3_mae": 0.042824264615774155,
30
+ "lead_4_mae": 0.043509744107723236,
31
+ "lead_5_mae": 0.04500211775302887,
32
+ "lead_6_mae": 0.04759007319808006,
33
+ "lead_7_mae": 0.05156354606151581,
34
+ "lead_8_mae": 0.0567401684820652,
35
+ "model": "sticm_v51_no_spectral",
36
+ "params": 593483,
37
+ "train_seconds": 24.055611610412598
38
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/sticm_v51_no_spectral/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/sticm_v51_no_spectral/train_log.json ADDED
@@ -0,0 +1,296 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.1431934833526611,
5
+ "loss_total": 1.1472246646881104,
6
+ "loss_align": 0.08704861253499985,
7
+ "loss_energy": 6.120995385572314e-05,
8
+ "loss_reverse": 2.504121798807546e-09,
9
+ "loss_fold": 5.730734847020358e-05,
10
+ "loss_spectral": 0.0,
11
+ "loss_ber_budget": 5.453576159197837e-05,
12
+ "loss_ber_sparse": 0.0014850841835141182,
13
+ "loss_ber_smooth": 0.0034623476676642895,
14
+ "loss_ber_residual": 0.011029795743525028,
15
+ "loss_gate_dead": 0.000416666705859825,
16
+ "loss_gate_sparse": 0.0833333358168602,
17
+ "rmse_mean": 0.47640281915664673,
18
+ "rmse_last": 0.5132160782814026,
19
+ "mae_mean": 0.30616438388824463,
20
+ "mae_last": 0.31109392642974854,
21
+ "spectral_error": 0.0,
22
+ "eval_seconds_per_batch": 0.028581857681274414,
23
+ "mean_energy_drift": 0.00018789191381074488,
24
+ "mean_reverse_error": 3.0685883556369475e-09,
25
+ "mean_fold_dyn_error": 5.400232680585759e-05,
26
+ "gate_closed": 1.0,
27
+ "gate_spectral": 0.0,
28
+ "gate_ber": 0.25,
29
+ "gate_fold": 0.0,
30
+ "gate_null": 0.0,
31
+ "mean_ber_budget_error": 0.0002578895355327404,
32
+ "mean_ber_strength": 0.0016928465556702577,
33
+ "mean_ber_smoothness": 0.0034441936877556145,
34
+ "lead_1_rmse": 0.4452735185623169,
35
+ "lead_2_rmse": 0.45197948813438416,
36
+ "lead_3_rmse": 0.45978841185569763,
37
+ "lead_4_rmse": 0.46918752789497375,
38
+ "lead_5_rmse": 0.47961699962615967,
39
+ "lead_6_rmse": 0.490545392036438,
40
+ "lead_7_rmse": 0.5016152858734131,
41
+ "lead_8_rmse": 0.5132160782814026,
42
+ "lead_1_mae": 0.30271047353744507,
43
+ "lead_2_mae": 0.303169310092926,
44
+ "lead_3_mae": 0.30387282371520996,
45
+ "lead_4_mae": 0.3049543499946594,
46
+ "lead_5_mae": 0.3063201308250427,
47
+ "lead_6_mae": 0.30781784653663635,
48
+ "lead_7_mae": 0.30937618017196655,
49
+ "lead_8_mae": 0.31109392642974854
50
+ },
51
+ {
52
+ "step": 50,
53
+ "loss_pred": 0.025899114087224007,
54
+ "loss_total": 0.026981906965374947,
55
+ "loss_align": 0.01669265888631344,
56
+ "loss_energy": 0.005991325713694096,
57
+ "loss_reverse": 1.7620932268869183e-08,
58
+ "loss_fold": 8.177998097380623e-06,
59
+ "loss_spectral": 0.0,
60
+ "loss_ber_budget": 0.003940941765904427,
61
+ "loss_ber_sparse": 0.0042119938880205154,
62
+ "loss_ber_smooth": 0.003706183284521103,
63
+ "loss_ber_residual": 0.0022466802038252354,
64
+ "loss_gate_dead": 0.000416666705859825,
65
+ "loss_gate_sparse": 0.0833333358168602,
66
+ "rmse_mean": 0.11598445475101471,
67
+ "rmse_last": 0.13818573951721191,
68
+ "mae_mean": 0.06844235211610794,
69
+ "mae_last": 0.0796949490904808,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.038874104619026184,
72
+ "mean_energy_drift": 0.005059925897512585,
73
+ "mean_reverse_error": 1.9977009046989735e-08,
74
+ "mean_fold_dyn_error": 6.212695964791237e-06,
75
+ "gate_closed": 1.0,
76
+ "gate_spectral": 0.0,
77
+ "gate_ber": 0.25,
78
+ "gate_fold": 0.0,
79
+ "gate_null": 0.0,
80
+ "mean_ber_budget_error": 0.002419428390567191,
81
+ "mean_ber_strength": 0.00486559838464018,
82
+ "mean_ber_smoothness": 0.0038290649972623214,
83
+ "lead_1_rmse": 0.12317401170730591,
84
+ "lead_2_rmse": 0.11208704113960266,
85
+ "lead_3_rmse": 0.10462633520364761,
86
+ "lead_4_rmse": 0.10272309184074402,
87
+ "lead_5_rmse": 0.10684973746538162,
88
+ "lead_6_rmse": 0.11491646617650986,
89
+ "lead_7_rmse": 0.12531323730945587,
90
+ "lead_8_rmse": 0.13818573951721191,
91
+ "lead_1_mae": 0.07009189575910568,
92
+ "lead_2_mae": 0.06543272733688354,
93
+ "lead_3_mae": 0.06281539797782898,
94
+ "lead_4_mae": 0.06248779967427254,
95
+ "lead_5_mae": 0.0647755116224289,
96
+ "lead_6_mae": 0.06863734871149063,
97
+ "lead_7_mae": 0.07360315322875977,
98
+ "lead_8_mae": 0.0796949490904808
99
+ },
100
+ {
101
+ "step": 100,
102
+ "loss_pred": 0.026086807250976562,
103
+ "loss_total": 0.026912815868854523,
104
+ "loss_align": 0.007249774411320686,
105
+ "loss_energy": 0.010725952684879303,
106
+ "loss_reverse": 7.322353212657617e-08,
107
+ "loss_fold": 1.862462522694841e-05,
108
+ "loss_spectral": 0.0,
109
+ "loss_ber_budget": 0.0059503004886209965,
110
+ "loss_ber_sparse": 0.008884130045771599,
111
+ "loss_ber_smooth": 0.0058019133284688,
112
+ "loss_ber_residual": 0.0014895966742187738,
113
+ "loss_gate_dead": 0.000416666705859825,
114
+ "loss_gate_sparse": 0.0833333358168602,
115
+ "rmse_mean": 0.09601179510354996,
116
+ "rmse_last": 0.13210374116897583,
117
+ "mae_mean": 0.05774088203907013,
118
+ "mae_last": 0.07548364996910095,
119
+ "spectral_error": 0.0,
120
+ "eval_seconds_per_batch": 0.028044968843460083,
121
+ "mean_energy_drift": 0.012493916146922857,
122
+ "mean_reverse_error": 7.566571125217081e-08,
123
+ "mean_fold_dyn_error": 1.763098219953463e-05,
124
+ "gate_closed": 1.0,
125
+ "gate_spectral": 0.0,
126
+ "gate_ber": 0.25,
127
+ "gate_fold": 0.0,
128
+ "gate_null": 0.0,
129
+ "mean_ber_budget_error": 0.0065122381201945245,
130
+ "mean_ber_strength": 0.009305827785283327,
131
+ "mean_ber_smoothness": 0.006539470530697145,
132
+ "lead_1_rmse": 0.09164350479841232,
133
+ "lead_2_rmse": 0.08313360810279846,
134
+ "lead_3_rmse": 0.07896663248538971,
135
+ "lead_4_rmse": 0.08014704287052155,
136
+ "lead_5_rmse": 0.08728856593370438,
137
+ "lead_6_rmse": 0.09976411610841751,
138
+ "lead_7_rmse": 0.11504712700843811,
139
+ "lead_8_rmse": 0.13210374116897583,
140
+ "lead_1_mae": 0.05919134244322777,
141
+ "lead_2_mae": 0.05336422100663185,
142
+ "lead_3_mae": 0.0501655675470829,
143
+ "lead_4_mae": 0.049366556107997894,
144
+ "lead_5_mae": 0.05143587291240692,
145
+ "lead_6_mae": 0.05722378194332123,
146
+ "lead_7_mae": 0.06569607555866241,
147
+ "lead_8_mae": 0.07548364996910095
148
+ },
149
+ {
150
+ "step": 150,
151
+ "loss_pred": 0.01349048875272274,
152
+ "loss_total": 0.014246596023440361,
153
+ "loss_align": 0.004618093371391296,
154
+ "loss_energy": 0.01279602199792862,
155
+ "loss_reverse": 2.1149772067019512e-07,
156
+ "loss_fold": 1.8060722140944563e-05,
157
+ "loss_spectral": 0.0,
158
+ "loss_ber_budget": 0.009036524221301079,
159
+ "loss_ber_sparse": 0.00653134286403656,
160
+ "loss_ber_smooth": 0.0035777906887233257,
161
+ "loss_ber_residual": 0.000875979196280241,
162
+ "loss_gate_dead": 0.000416666705859825,
163
+ "loss_gate_sparse": 0.0833333358168602,
164
+ "rmse_mean": 0.09395645558834076,
165
+ "rmse_last": 0.11465904116630554,
166
+ "mae_mean": 0.06128278374671936,
167
+ "mae_last": 0.06322422623634338,
168
+ "spectral_error": 0.0,
169
+ "eval_seconds_per_batch": 0.027507632970809937,
170
+ "mean_energy_drift": 0.010081236221594736,
171
+ "mean_reverse_error": 2.007570332196451e-07,
172
+ "mean_fold_dyn_error": 1.5761292303295704e-05,
173
+ "gate_closed": 1.0,
174
+ "gate_spectral": 0.0,
175
+ "gate_ber": 0.25,
176
+ "gate_fold": 0.0,
177
+ "gate_null": 0.0,
178
+ "mean_ber_budget_error": 0.006136242570391914,
179
+ "mean_ber_strength": 0.006692547874990851,
180
+ "mean_ber_smoothness": 0.0027163433842360973,
181
+ "lead_1_rmse": 0.09605748951435089,
182
+ "lead_2_rmse": 0.08904111385345459,
183
+ "lead_3_rmse": 0.0844680592417717,
184
+ "lead_4_rmse": 0.0835585668683052,
185
+ "lead_5_rmse": 0.08691193908452988,
186
+ "lead_6_rmse": 0.09383931010961533,
187
+ "lead_7_rmse": 0.10311612486839294,
188
+ "lead_8_rmse": 0.11465904116630554,
189
+ "lead_1_mae": 0.06920170783996582,
190
+ "lead_2_mae": 0.0643068179488182,
191
+ "lead_3_mae": 0.06043311953544617,
192
+ "lead_4_mae": 0.058025259524583817,
193
+ "lead_5_mae": 0.05729032680392265,
194
+ "lead_6_mae": 0.057913120836019516,
195
+ "lead_7_mae": 0.05986769124865532,
196
+ "lead_8_mae": 0.06322422623634338
197
+ },
198
+ {
199
+ "step": 200,
200
+ "loss_pred": 0.012276904657483101,
201
+ "loss_total": 0.012868293561041355,
202
+ "loss_align": 0.004541575442999601,
203
+ "loss_energy": 0.006561163812875748,
204
+ "loss_reverse": 5.275003331917105e-07,
205
+ "loss_fold": 1.1329044355079532e-05,
206
+ "loss_spectral": 0.0,
207
+ "loss_ber_budget": 0.005168375093489885,
208
+ "loss_ber_sparse": 0.0051784939132630825,
209
+ "loss_ber_smooth": 0.0031227259896695614,
210
+ "loss_ber_residual": 0.0009101346367970109,
211
+ "loss_gate_dead": 0.000416666705859825,
212
+ "loss_gate_sparse": 0.0833333358168602,
213
+ "rmse_mean": 0.0843779444694519,
214
+ "rmse_last": 0.11132312566041946,
215
+ "mae_mean": 0.05177867412567139,
216
+ "mae_last": 0.05901147425174713,
217
+ "spectral_error": 0.0,
218
+ "eval_seconds_per_batch": 0.027752995491027832,
219
+ "mean_energy_drift": 0.0056073026498779655,
220
+ "mean_reverse_error": 5.720729596703222e-07,
221
+ "mean_fold_dyn_error": 9.704723510139956e-06,
222
+ "gate_closed": 1.0,
223
+ "gate_spectral": 0.0,
224
+ "gate_ber": 0.25,
225
+ "gate_fold": 0.0,
226
+ "gate_null": 0.0,
227
+ "mean_ber_budget_error": 0.005079662332718726,
228
+ "mean_ber_strength": 0.004828195786103606,
229
+ "mean_ber_smoothness": 0.0023447183848475106,
230
+ "lead_1_rmse": 0.07879633456468582,
231
+ "lead_2_rmse": 0.07450859248638153,
232
+ "lead_3_rmse": 0.07273802161216736,
233
+ "lead_4_rmse": 0.07408247888088226,
234
+ "lead_5_rmse": 0.07892803847789764,
235
+ "lead_6_rmse": 0.0869465097784996,
236
+ "lead_7_rmse": 0.09770043939352036,
237
+ "lead_8_rmse": 0.11132312566041946,
238
+ "lead_1_mae": 0.0550764799118042,
239
+ "lead_2_mae": 0.05140285938978195,
240
+ "lead_3_mae": 0.049004264175891876,
241
+ "lead_4_mae": 0.0478326678276062,
242
+ "lead_5_mae": 0.0482155978679657,
243
+ "lead_6_mae": 0.050053659826517105,
244
+ "lead_7_mae": 0.053632400929927826,
245
+ "lead_8_mae": 0.05901147425174713
246
+ },
247
+ {
248
+ "step": 250,
249
+ "loss_pred": 0.007421562913805246,
250
+ "loss_total": 0.00785469077527523,
251
+ "loss_align": 0.0032446803525090218,
252
+ "loss_energy": 0.0035184037405997515,
253
+ "loss_reverse": 6.66320829623146e-07,
254
+ "loss_fold": 7.1160347943077795e-06,
255
+ "loss_spectral": 0.0,
256
+ "loss_ber_budget": 0.0023224479518830776,
257
+ "loss_ber_sparse": 0.005339125171303749,
258
+ "loss_ber_smooth": 0.0029911487363278866,
259
+ "loss_ber_residual": 0.0005757315666414797,
260
+ "loss_gate_dead": 0.000416666705859825,
261
+ "loss_gate_sparse": 0.0833333358168602,
262
+ "rmse_mean": 0.07524864375591278,
263
+ "rmse_last": 0.10341174900531769,
264
+ "mae_mean": 0.04741162434220314,
265
+ "mae_last": 0.05699252337217331,
266
+ "spectral_error": 0.0,
267
+ "eval_seconds_per_batch": 0.027699962258338928,
268
+ "mean_energy_drift": 0.0020471688476391137,
269
+ "mean_reverse_error": 7.662676004827063e-07,
270
+ "mean_fold_dyn_error": 5.665044369607131e-06,
271
+ "gate_closed": 1.0,
272
+ "gate_spectral": 0.0,
273
+ "gate_ber": 0.25,
274
+ "gate_fold": 0.0,
275
+ "gate_null": 0.0,
276
+ "mean_ber_budget_error": 0.0013520590364350937,
277
+ "mean_ber_strength": 0.004361906772828661,
278
+ "mean_ber_smoothness": 0.0028177046187920496,
279
+ "lead_1_rmse": 0.06552814692258835,
280
+ "lead_2_rmse": 0.06240709498524666,
281
+ "lead_3_rmse": 0.0626600831747055,
282
+ "lead_4_rmse": 0.06569910794496536,
283
+ "lead_5_rmse": 0.0715363398194313,
284
+ "lead_6_rmse": 0.0800660252571106,
285
+ "lead_7_rmse": 0.09068059921264648,
286
+ "lead_8_rmse": 0.10341174900531769,
287
+ "lead_1_mae": 0.04633927345275879,
288
+ "lead_2_mae": 0.043997205793857574,
289
+ "lead_3_mae": 0.04316556453704834,
290
+ "lead_4_mae": 0.04366866871714592,
291
+ "lead_5_mae": 0.04531903192400932,
292
+ "lead_6_mae": 0.04795663803815842,
293
+ "lead_7_mae": 0.051854074001312256,
294
+ "lead_8_mae": 0.05699252337217331
295
+ }
296
+ ]
实验1/stic_m_v51_burgers1d_exp1/unet_lite/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9e19a9a916f9f8e942a2771f3576fc124f1de2924b1006ace881719e97d951cd
3
+ size 812789
实验1/stic_m_v51_burgers1d_exp1/unet_lite/metrics.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.07586526870727539,
3
+ "rmse_last": 0.10237125307321548,
4
+ "mae_mean": 0.04688773304224014,
5
+ "mae_last": 0.06050208956003189,
6
+ "spectral_error": 0.0,
7
+ "eval_seconds_per_batch": 0.0025882530212402344,
8
+ "mean_energy_drift": NaN,
9
+ "mean_reverse_error": NaN,
10
+ "mean_fold_dyn_error": NaN,
11
+ "lead_1_rmse": 0.0636776015162468,
12
+ "lead_2_rmse": 0.05986357107758522,
13
+ "lead_3_rmse": 0.06647041440010071,
14
+ "lead_4_rmse": 0.06815812736749649,
15
+ "lead_5_rmse": 0.07358342409133911,
16
+ "lead_6_rmse": 0.08224538713693619,
17
+ "lead_7_rmse": 0.090552419424057,
18
+ "lead_8_rmse": 0.10237125307321548,
19
+ "lead_1_mae": 0.040816523134708405,
20
+ "lead_2_mae": 0.03926742821931839,
21
+ "lead_3_mae": 0.04167184978723526,
22
+ "lead_4_mae": 0.04260941594839096,
23
+ "lead_5_mae": 0.04512389004230499,
24
+ "lead_6_mae": 0.05105298385024071,
25
+ "lead_7_mae": 0.054057683795690536,
26
+ "lead_8_mae": 0.06050208956003189,
27
+ "model": "unet_lite",
28
+ "params": 200360,
29
+ "train_seconds": 1.8435311317443848
30
+ }
/345/256/236/351/252/2141/stic_m_v51_burgers1d_exp1/unet_lite/prediction_example.png ADDED
实验1/stic_m_v51_burgers1d_exp1/unet_lite/train_log.json ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_total": 1.3537262678146362,
5
+ "loss_pred": 1.3537262678146362,
6
+ "rmse_mean": 0.5743931531906128,
7
+ "rmse_last": 0.5867730975151062,
8
+ "mae_mean": 0.37016332149505615,
9
+ "mae_last": 0.35970985889434814,
10
+ "spectral_error": 0.0,
11
+ "eval_seconds_per_batch": 0.0025913864374160767,
12
+ "mean_energy_drift": NaN,
13
+ "mean_reverse_error": NaN,
14
+ "mean_fold_dyn_error": NaN,
15
+ "lead_1_rmse": 0.5381829738616943,
16
+ "lead_2_rmse": 0.5104970932006836,
17
+ "lead_3_rmse": 0.6306595802307129,
18
+ "lead_4_rmse": 0.6094532608985901,
19
+ "lead_5_rmse": 0.5661670565605164,
20
+ "lead_6_rmse": 0.5757074952125549,
21
+ "lead_7_rmse": 0.5777045488357544,
22
+ "lead_8_rmse": 0.5867730975151062,
23
+ "lead_1_mae": 0.37118473649024963,
24
+ "lead_2_mae": 0.32678744196891785,
25
+ "lead_3_mae": 0.40173467993736267,
26
+ "lead_4_mae": 0.4099004864692688,
27
+ "lead_5_mae": 0.3786844313144684,
28
+ "lead_6_mae": 0.3576129376888275,
29
+ "lead_7_mae": 0.35569190979003906,
30
+ "lead_8_mae": 0.35970985889434814
31
+ },
32
+ {
33
+ "step": 50,
34
+ "loss_total": 0.04698263108730316,
35
+ "loss_pred": 0.04698263108730316,
36
+ "rmse_mean": 0.1445436030626297,
37
+ "rmse_last": 0.17790652811527252,
38
+ "mae_mean": 0.09264853596687317,
39
+ "mae_last": 0.10525387525558472,
40
+ "spectral_error": 0.0,
41
+ "eval_seconds_per_batch": 0.0024665892124176025,
42
+ "mean_energy_drift": NaN,
43
+ "mean_reverse_error": NaN,
44
+ "mean_fold_dyn_error": NaN,
45
+ "lead_1_rmse": 0.1336781233549118,
46
+ "lead_2_rmse": 0.12955091893672943,
47
+ "lead_3_rmse": 0.12828350067138672,
48
+ "lead_4_rmse": 0.12608209252357483,
49
+ "lead_5_rmse": 0.1439070850610733,
50
+ "lead_6_rmse": 0.15247014164924622,
51
+ "lead_7_rmse": 0.16447040438652039,
52
+ "lead_8_rmse": 0.17790652811527252,
53
+ "lead_1_mae": 0.08926746994256973,
54
+ "lead_2_mae": 0.09004706144332886,
55
+ "lead_3_mae": 0.08456481993198395,
56
+ "lead_4_mae": 0.0858519971370697,
57
+ "lead_5_mae": 0.09116407483816147,
58
+ "lead_6_mae": 0.09548216313123703,
59
+ "lead_7_mae": 0.09955684095621109,
60
+ "lead_8_mae": 0.10525387525558472
61
+ },
62
+ {
63
+ "step": 100,
64
+ "loss_total": 0.027815379202365875,
65
+ "loss_pred": 0.027815379202365875,
66
+ "rmse_mean": 0.10603903979063034,
67
+ "rmse_last": 0.13637737929821014,
68
+ "mae_mean": 0.05967092141509056,
69
+ "mae_last": 0.07197850942611694,
70
+ "spectral_error": 0.0,
71
+ "eval_seconds_per_batch": 0.0024371743202209473,
72
+ "mean_energy_drift": NaN,
73
+ "mean_reverse_error": NaN,
74
+ "mean_fold_dyn_error": NaN,
75
+ "lead_1_rmse": 0.0945533812046051,
76
+ "lead_2_rmse": 0.08993449062108994,
77
+ "lead_3_rmse": 0.09338685870170593,
78
+ "lead_4_rmse": 0.09854976087808609,
79
+ "lead_5_rmse": 0.09952262789011002,
80
+ "lead_6_rmse": 0.10925678163766861,
81
+ "lead_7_rmse": 0.12673106789588928,
82
+ "lead_8_rmse": 0.13637737929821014,
83
+ "lead_1_mae": 0.05571668595075607,
84
+ "lead_2_mae": 0.05309775099158287,
85
+ "lead_3_mae": 0.05330291762948036,
86
+ "lead_4_mae": 0.05770663544535637,
87
+ "lead_5_mae": 0.05538209155201912,
88
+ "lead_6_mae": 0.05994800105690956,
89
+ "lead_7_mae": 0.07023477554321289,
90
+ "lead_8_mae": 0.07197850942611694
91
+ },
92
+ {
93
+ "step": 150,
94
+ "loss_total": 0.009784603491425514,
95
+ "loss_pred": 0.009784603491425514,
96
+ "rmse_mean": 0.08953796327114105,
97
+ "rmse_last": 0.13183803856372833,
98
+ "mae_mean": 0.05550890788435936,
99
+ "mae_last": 0.07975108176469803,
100
+ "spectral_error": 0.0,
101
+ "eval_seconds_per_batch": 0.002755671739578247,
102
+ "mean_energy_drift": NaN,
103
+ "mean_reverse_error": NaN,
104
+ "mean_fold_dyn_error": NaN,
105
+ "lead_1_rmse": 0.06370962411165237,
106
+ "lead_2_rmse": 0.06361910700798035,
107
+ "lead_3_rmse": 0.0694461539387703,
108
+ "lead_4_rmse": 0.07201915979385376,
109
+ "lead_5_rmse": 0.09017783403396606,
110
+ "lead_6_rmse": 0.10349494963884354,
111
+ "lead_7_rmse": 0.12199888378381729,
112
+ "lead_8_rmse": 0.13183803856372833,
113
+ "lead_1_mae": 0.038926344364881516,
114
+ "lead_2_mae": 0.03799569979310036,
115
+ "lead_3_mae": 0.04099191352725029,
116
+ "lead_4_mae": 0.044453781098127365,
117
+ "lead_5_mae": 0.05711162090301514,
118
+ "lead_6_mae": 0.06767003238201141,
119
+ "lead_7_mae": 0.07717078179121017,
120
+ "lead_8_mae": 0.07975108176469803
121
+ },
122
+ {
123
+ "step": 200,
124
+ "loss_total": 0.010004515759646893,
125
+ "loss_pred": 0.010004515759646893,
126
+ "rmse_mean": 0.07641930133104324,
127
+ "rmse_last": 0.10377932339906693,
128
+ "mae_mean": 0.04417412728071213,
129
+ "mae_last": 0.05485154315829277,
130
+ "spectral_error": 0.0,
131
+ "eval_seconds_per_batch": 0.0025566071271896362,
132
+ "mean_energy_drift": NaN,
133
+ "mean_reverse_error": NaN,
134
+ "mean_fold_dyn_error": NaN,
135
+ "lead_1_rmse": 0.06530535221099854,
136
+ "lead_2_rmse": 0.06180840730667114,
137
+ "lead_3_rmse": 0.06482072919607162,
138
+ "lead_4_rmse": 0.06955575942993164,
139
+ "lead_5_rmse": 0.0737747922539711,
140
+ "lead_6_rmse": 0.0805981308221817,
141
+ "lead_7_rmse": 0.09171189367771149,
142
+ "lead_8_rmse": 0.10377932339906693,
143
+ "lead_1_mae": 0.04270835965871811,
144
+ "lead_2_mae": 0.03871550038456917,
145
+ "lead_3_mae": 0.03801741451025009,
146
+ "lead_4_mae": 0.04147300869226456,
147
+ "lead_5_mae": 0.04185572639107704,
148
+ "lead_6_mae": 0.04549020901322365,
149
+ "lead_7_mae": 0.05028124153614044,
150
+ "lead_8_mae": 0.05485154315829277
151
+ },
152
+ {
153
+ "step": 250,
154
+ "loss_total": 0.006938809063285589,
155
+ "loss_pred": 0.006938809063285589,
156
+ "rmse_mean": 0.07437743246555328,
157
+ "rmse_last": 0.09890764206647873,
158
+ "mae_mean": 0.046795982867479324,
159
+ "mae_last": 0.0595441609621048,
160
+ "spectral_error": 0.0,
161
+ "eval_seconds_per_batch": 0.002403855323791504,
162
+ "mean_energy_drift": NaN,
163
+ "mean_reverse_error": NaN,
164
+ "mean_fold_dyn_error": NaN,
165
+ "lead_1_rmse": 0.060500700026750565,
166
+ "lead_2_rmse": 0.058834951370954514,
167
+ "lead_3_rmse": 0.0658084899187088,
168
+ "lead_4_rmse": 0.06722620874643326,
169
+ "lead_5_rmse": 0.07332007586956024,
170
+ "lead_6_rmse": 0.08142586052417755,
171
+ "lead_7_rmse": 0.08899552375078201,
172
+ "lead_8_rmse": 0.09890764206647873,
173
+ "lead_1_mae": 0.040318939834833145,
174
+ "lead_2_mae": 0.03950178623199463,
175
+ "lead_3_mae": 0.04204961284995079,
176
+ "lead_4_mae": 0.04223434254527092,
177
+ "lead_5_mae": 0.045284204185009,
178
+ "lead_6_mae": 0.051279619336128235,
179
+ "lead_7_mae": 0.05415521189570427,
180
+ "lead_8_mae": 0.0595441609621048
181
+ }
182
+ ]