wuff-mann commited on
Commit
e1d6b8c
·
verified ·
1 Parent(s): fc32163

Upload folder using huggingface_hub

Browse files
Files changed (44) hide show
  1. .gitattributes +1 -0
  2. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/benchmark_summary.png +0 -0
  3. 实验1/stic_m_v5_fourier2d_exp1/config.json +27 -0
  4. 实验1/stic_m_v5_fourier2d_exp1/fno_lite/checkpoint.pt +3 -0
  5. 实验1/stic_m_v5_fourier2d_exp1/fno_lite/metrics.json +30 -0
  6. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/fno_lite/prediction_example.png +0 -0
  7. 实验1/stic_m_v5_fourier2d_exp1/fno_lite/train_log.json +182 -0
  8. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/gate_summary.png +0 -0
  9. 实验1/stic_m_v5_fourier2d_exp1/lead_rmse.png +3 -0
  10. 实验1/stic_m_v5_fourier2d_exp1/persistence/metrics.json +30 -0
  11. 实验1/stic_m_v5_fourier2d_exp1/results.csv +11 -0
  12. 实验1/stic_m_v5_fourier2d_exp1/results.json +354 -0
  13. 实验1/stic_m_v5_fourier2d_exp1/simvp_lite/checkpoint.pt +3 -0
  14. 实验1/stic_m_v5_fourier2d_exp1/simvp_lite/metrics.json +30 -0
  15. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/simvp_lite/prediction_example.png +0 -0
  16. 实验1/stic_m_v5_fourier2d_exp1/simvp_lite/train_log.json +182 -0
  17. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_blackbox/checkpoint.pt +3 -0
  18. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_blackbox/metrics.json +37 -0
  19. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_blackbox/prediction_example.png +0 -0
  20. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_blackbox/train_log.json +278 -0
  21. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_full/checkpoint.pt +3 -0
  22. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_full/metrics.json +37 -0
  23. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_full/prediction_example.png +0 -0
  24. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_full/train_log.json +278 -0
  25. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_ber/checkpoint.pt +3 -0
  26. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_ber/metrics.json +37 -0
  27. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_no_ber/prediction_example.png +0 -0
  28. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_ber/train_log.json +278 -0
  29. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_folding/checkpoint.pt +3 -0
  30. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_folding/metrics.json +37 -0
  31. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_no_folding/prediction_example.png +0 -0
  32. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_folding/train_log.json +278 -0
  33. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_gates/checkpoint.pt +3 -0
  34. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_gates/metrics.json +37 -0
  35. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_no_gates/prediction_example.png +0 -0
  36. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_gates/train_log.json +278 -0
  37. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_spectral/checkpoint.pt +3 -0
  38. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_spectral/metrics.json +37 -0
  39. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_no_spectral/prediction_example.png +0 -0
  40. 实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_spectral/train_log.json +278 -0
  41. 实验1/stic_m_v5_fourier2d_exp1/unet_lite/checkpoint.pt +3 -0
  42. 实验1/stic_m_v5_fourier2d_exp1/unet_lite/metrics.json +30 -0
  43. /345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/unet_lite/prediction_example.png +0 -0
  44. 实验1/stic_m_v5_fourier2d_exp1/unet_lite/train_log.json +182 -0
.gitattributes CHANGED
@@ -63,3 +63,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
63
  实验1/stic_m_v4_ks1d_exp1/sticm_v4_no_spectral/prediction_example.png filter=lfs diff=lfs merge=lfs -text
64
  实验1/stic_m_v4_ks1d_exp1/unet_lite/prediction_example.png filter=lfs diff=lfs merge=lfs -text
65
  实验1/stic_m_v4_moving_shapes_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
 
 
63
  实验1/stic_m_v4_ks1d_exp1/sticm_v4_no_spectral/prediction_example.png filter=lfs diff=lfs merge=lfs -text
64
  实验1/stic_m_v4_ks1d_exp1/unet_lite/prediction_example.png filter=lfs diff=lfs merge=lfs -text
65
  实验1/stic_m_v4_moving_shapes_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
66
+ 实验1/stic_m_v5_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/benchmark_summary.png ADDED
实验1/stic_m_v5_fourier2d_exp1/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cfg": {
3
+ "preset": "colab_quick",
4
+ "dataset": "fourier2d",
5
+ "n_seq": 72,
6
+ "total_steps": 64,
7
+ "height": 16,
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": 16,
25
+ "width": 32
26
+ }
27
+ }
实验1/stic_m_v5_fourier2d_exp1/fno_lite/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5a3bc46154bbf87216b6e7a3b2c28947911f4ec7e076c83440056ba14d6493e6
3
+ size 4228149
实验1/stic_m_v5_fourier2d_exp1/fno_lite/metrics.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.05903974920511246,
3
+ "rmse_last": 0.07812583446502686,
4
+ "mae_mean": 0.04540112614631653,
5
+ "mae_last": 0.06003786250948906,
6
+ "spectral_error": 0.0009713814663700759,
7
+ "eval_seconds_per_batch": 0.004485273361206054,
8
+ "mean_energy_drift": NaN,
9
+ "mean_reverse_error": NaN,
10
+ "mean_fold_dyn_error": NaN,
11
+ "lead_1_rmse": 0.04624466970562935,
12
+ "lead_2_rmse": 0.04497299715876579,
13
+ "lead_3_rmse": 0.04926005005836487,
14
+ "lead_4_rmse": 0.05257035419344902,
15
+ "lead_5_rmse": 0.060899991542100906,
16
+ "lead_6_rmse": 0.06867875903844833,
17
+ "lead_7_rmse": 0.07156533747911453,
18
+ "lead_8_rmse": 0.07812583446502686,
19
+ "lead_1_mae": 0.035505905747413635,
20
+ "lead_2_mae": 0.035244978964328766,
21
+ "lead_3_mae": 0.03824091702699661,
22
+ "lead_4_mae": 0.040464676916599274,
23
+ "lead_5_mae": 0.04651026800274849,
24
+ "lead_6_mae": 0.052599962800741196,
25
+ "lead_7_mae": 0.0546044260263443,
26
+ "lead_8_mae": 0.06003786250948906,
27
+ "model": "fno_lite",
28
+ "params": 530440,
29
+ "train_seconds": 3.39493465423584
30
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/fno_lite/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/fno_lite/train_log.json ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_total": 1.007692575454712,
5
+ "loss_pred": 1.007692575454712,
6
+ "rmse_mean": 1.004972219467163,
7
+ "rmse_last": 1.00913667678833,
8
+ "mae_mean": 0.8062737584114075,
9
+ "mae_last": 0.8094589710235596,
10
+ "spectral_error": 0.11128305830061436,
11
+ "eval_seconds_per_batch": 0.004865959286689758,
12
+ "mean_energy_drift": NaN,
13
+ "mean_reverse_error": NaN,
14
+ "mean_fold_dyn_error": NaN,
15
+ "lead_1_rmse": 1.006085991859436,
16
+ "lead_2_rmse": 1.0042319297790527,
17
+ "lead_3_rmse": 1.003846287727356,
18
+ "lead_4_rmse": 1.0029430389404297,
19
+ "lead_5_rmse": 1.0023937225341797,
20
+ "lead_6_rmse": 1.0082249641418457,
21
+ "lead_7_rmse": 1.0029150247573853,
22
+ "lead_8_rmse": 1.00913667678833,
23
+ "lead_1_mae": 0.8071235418319702,
24
+ "lead_2_mae": 0.8055191040039062,
25
+ "lead_3_mae": 0.8054127097129822,
26
+ "lead_4_mae": 0.8047939538955688,
27
+ "lead_5_mae": 0.8043482899665833,
28
+ "lead_6_mae": 0.8089028000831604,
29
+ "lead_7_mae": 0.8046305775642395,
30
+ "lead_8_mae": 0.8094589710235596
31
+ },
32
+ {
33
+ "step": 50,
34
+ "loss_total": 0.14926505088806152,
35
+ "loss_pred": 0.14926505088806152,
36
+ "rmse_mean": 0.42236244678497314,
37
+ "rmse_last": 0.5259019136428833,
38
+ "mae_mean": 0.3409338891506195,
39
+ "mae_last": 0.42486971616744995,
40
+ "spectral_error": 0.014005073113366961,
41
+ "eval_seconds_per_batch": 0.004274547100067139,
42
+ "mean_energy_drift": NaN,
43
+ "mean_reverse_error": NaN,
44
+ "mean_fold_dyn_error": NaN,
45
+ "lead_1_rmse": 0.5458560585975647,
46
+ "lead_2_rmse": 0.44301119446754456,
47
+ "lead_3_rmse": 0.3783442974090576,
48
+ "lead_4_rmse": 0.322628378868103,
49
+ "lead_5_rmse": 0.329407274723053,
50
+ "lead_6_rmse": 0.3857954740524292,
51
+ "lead_7_rmse": 0.4479549825191498,
52
+ "lead_8_rmse": 0.5259019136428833,
53
+ "lead_1_mae": 0.4410938620567322,
54
+ "lead_2_mae": 0.3581258952617645,
55
+ "lead_3_mae": 0.3057941794395447,
56
+ "lead_4_mae": 0.26045405864715576,
57
+ "lead_5_mae": 0.2655978202819824,
58
+ "lead_6_mae": 0.30981630086898804,
59
+ "lead_7_mae": 0.3617192506790161,
60
+ "lead_8_mae": 0.42486971616744995
61
+ },
62
+ {
63
+ "step": 100,
64
+ "loss_total": 0.008870820514857769,
65
+ "loss_pred": 0.008870820514857769,
66
+ "rmse_mean": 0.12287838757038116,
67
+ "rmse_last": 0.1556117832660675,
68
+ "mae_mean": 0.09720441699028015,
69
+ "mae_last": 0.12364188581705093,
70
+ "spectral_error": 0.0033113631507148966,
71
+ "eval_seconds_per_batch": 0.004447922110557556,
72
+ "mean_energy_drift": NaN,
73
+ "mean_reverse_error": NaN,
74
+ "mean_fold_dyn_error": NaN,
75
+ "lead_1_rmse": 0.13210329413414001,
76
+ "lead_2_rmse": 0.10884080827236176,
77
+ "lead_3_rmse": 0.10346794128417969,
78
+ "lead_4_rmse": 0.10453586280345917,
79
+ "lead_5_rmse": 0.1187654361128807,
80
+ "lead_6_rmse": 0.13226279616355896,
81
+ "lead_7_rmse": 0.12743914127349854,
82
+ "lead_8_rmse": 0.1556117832660675,
83
+ "lead_1_mae": 0.10705140233039856,
84
+ "lead_2_mae": 0.0883430540561676,
85
+ "lead_3_mae": 0.08281314373016357,
86
+ "lead_4_mae": 0.08190295100212097,
87
+ "lead_5_mae": 0.09205637872219086,
88
+ "lead_6_mae": 0.10241828858852386,
89
+ "lead_7_mae": 0.09940823912620544,
90
+ "lead_8_mae": 0.12364188581705093
91
+ },
92
+ {
93
+ "step": 150,
94
+ "loss_total": 0.0036768526770174503,
95
+ "loss_pred": 0.0036768526770174503,
96
+ "rmse_mean": 0.08358736336231232,
97
+ "rmse_last": 0.11180184781551361,
98
+ "mae_mean": 0.06438218802213669,
99
+ "mae_last": 0.08643743395805359,
100
+ "spectral_error": 0.0017763002069841605,
101
+ "eval_seconds_per_batch": 0.0045658499002456665,
102
+ "mean_energy_drift": NaN,
103
+ "mean_reverse_error": NaN,
104
+ "mean_fold_dyn_error": NaN,
105
+ "lead_1_rmse": 0.07528053224086761,
106
+ "lead_2_rmse": 0.06313637644052505,
107
+ "lead_3_rmse": 0.06506625562906265,
108
+ "lead_4_rmse": 0.07314234972000122,
109
+ "lead_5_rmse": 0.08943372964859009,
110
+ "lead_6_rmse": 0.09948057681322098,
111
+ "lead_7_rmse": 0.0913572609424591,
112
+ "lead_8_rmse": 0.11180184781551361,
113
+ "lead_1_mae": 0.05893624946475029,
114
+ "lead_2_mae": 0.049947258085012436,
115
+ "lead_3_mae": 0.05082863196730614,
116
+ "lead_4_mae": 0.05590762197971344,
117
+ "lead_5_mae": 0.06851177662611008,
118
+ "lead_6_mae": 0.07585451751947403,
119
+ "lead_7_mae": 0.06863401085138321,
120
+ "lead_8_mae": 0.08643743395805359
121
+ },
122
+ {
123
+ "step": 200,
124
+ "loss_total": 0.0022899359464645386,
125
+ "loss_pred": 0.0022899359464645386,
126
+ "rmse_mean": 0.06606148183345795,
127
+ "rmse_last": 0.08567673712968826,
128
+ "mae_mean": 0.05052238330245018,
129
+ "mae_last": 0.06541410088539124,
130
+ "spectral_error": 0.0012627590585907456,
131
+ "eval_seconds_per_batch": 0.004437059164047241,
132
+ "mean_energy_drift": NaN,
133
+ "mean_reverse_error": NaN,
134
+ "mean_fold_dyn_error": NaN,
135
+ "lead_1_rmse": 0.05516507476568222,
136
+ "lead_2_rmse": 0.050041090697050095,
137
+ "lead_3_rmse": 0.052873216569423676,
138
+ "lead_4_rmse": 0.05678911134600639,
139
+ "lead_5_rmse": 0.07227689027786255,
140
+ "lead_6_rmse": 0.07953749597072601,
141
+ "lead_7_rmse": 0.07613223046064377,
142
+ "lead_8_rmse": 0.08567673712968826,
143
+ "lead_1_mae": 0.04235931113362312,
144
+ "lead_2_mae": 0.039183638989925385,
145
+ "lead_3_mae": 0.0412062332034111,
146
+ "lead_4_mae": 0.04336893931031227,
147
+ "lead_5_mae": 0.05514317750930786,
148
+ "lead_6_mae": 0.060540929436683655,
149
+ "lead_7_mae": 0.05696272477507591,
150
+ "lead_8_mae": 0.06541410088539124
151
+ },
152
+ {
153
+ "step": 250,
154
+ "loss_total": 0.001835353672504425,
155
+ "loss_pred": 0.001835353672504425,
156
+ "rmse_mean": 0.06123147904872894,
157
+ "rmse_last": 0.07974175363779068,
158
+ "mae_mean": 0.046716973185539246,
159
+ "mae_last": 0.06079002842307091,
160
+ "spectral_error": 0.001047272904543206,
161
+ "eval_seconds_per_batch": 0.004458889365196228,
162
+ "mean_energy_drift": NaN,
163
+ "mean_reverse_error": NaN,
164
+ "mean_fold_dyn_error": NaN,
165
+ "lead_1_rmse": 0.0479053370654583,
166
+ "lead_2_rmse": 0.04641152545809746,
167
+ "lead_3_rmse": 0.05025503784418106,
168
+ "lead_4_rmse": 0.054726772010326385,
169
+ "lead_5_rmse": 0.06450248509645462,
170
+ "lead_6_rmse": 0.07182224094867706,
171
+ "lead_7_rmse": 0.07448667287826538,
172
+ "lead_8_rmse": 0.07974175363779068,
173
+ "lead_1_mae": 0.03671153634786606,
174
+ "lead_2_mae": 0.03620974346995354,
175
+ "lead_3_mae": 0.03886019438505173,
176
+ "lead_4_mae": 0.04171492159366608,
177
+ "lead_5_mae": 0.04876033961772919,
178
+ "lead_6_mae": 0.054490555077791214,
179
+ "lead_7_mae": 0.05619846284389496,
180
+ "lead_8_mae": 0.06079002842307091
181
+ }
182
+ ]
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/gate_summary.png ADDED
实验1/stic_m_v5_fourier2d_exp1/lead_rmse.png ADDED

Git LFS Details

  • SHA256: ba51b86332240b31346722b47799f3c38698874d958beb4b7273a6458de5f082
  • Pointer size: 131 Bytes
  • Size of remote file: 108 kB
实验1/stic_m_v5_fourier2d_exp1/persistence/metrics.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.8526968955993652,
3
+ "rmse_last": 1.418277382850647,
4
+ "mae_mean": 0.6894320249557495,
5
+ "mae_last": 1.1444883346557617,
6
+ "spectral_error": 0.0004859390303317923,
7
+ "eval_seconds_per_batch": 0.01539076805114746,
8
+ "mean_energy_drift": NaN,
9
+ "mean_reverse_error": NaN,
10
+ "mean_fold_dyn_error": NaN,
11
+ "lead_1_rmse": 0.20528657734394073,
12
+ "lead_2_rmse": 0.40774935483932495,
13
+ "lead_3_rmse": 0.6046169400215149,
14
+ "lead_4_rmse": 0.7932250499725342,
15
+ "lead_5_rmse": 0.9710681438446045,
16
+ "lead_6_rmse": 1.1358461380004883,
17
+ "lead_7_rmse": 1.2855055332183838,
18
+ "lead_8_rmse": 1.418277382850647,
19
+ "lead_1_mae": 0.16642609238624573,
20
+ "lead_2_mae": 0.3304644823074341,
21
+ "lead_3_mae": 0.4897997975349426,
22
+ "lead_4_mae": 0.642201840877533,
23
+ "lead_5_mae": 0.7856255173683167,
24
+ "lead_6_mae": 0.9181843400001526,
25
+ "lead_7_mae": 1.038265585899353,
26
+ "lead_8_mae": 1.1444883346557617,
27
+ "model": "persistence",
28
+ "params": 0,
29
+ "train_seconds": 0.0
30
+ }
实验1/stic_m_v5_fourier2d_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,mean_ber_budget_error,mean_ber_strength,mean_ber_smoothness
2
+ 0.8526968955993652,1.418277382850647,0.6894320249557495,1.1444883346557617,0.0004859390303317923,0.01539076805114746,nan,nan,nan,0.20528657734394073,0.40774935483932495,0.6046169400215149,0.7932250499725342,0.9710681438446045,1.1358461380004883,1.2855055332183838,1.418277382850647,0.16642609238624573,0.3304644823074341,0.4897997975349426,0.642201840877533,0.7856255173683167,0.9181843400001526,1.038265585899353,1.1444883346557617,persistence,0,0.0,fourier2d,,,,,,,
3
+ 0.11489522457122803,0.13722680509090424,0.08923457562923431,0.10772684961557388,0.0035863831173628567,0.03256593704223633,0.0008919570315629243,1.4767183856747578e-05,9.955184505088255e-05,0.10539936274290085,0.09207549691200256,0.10363198071718216,0.11601786315441132,0.12207050621509552,0.12169763445854187,0.1210421547293663,0.13722680509090424,0.08182567358016968,0.0707143023610115,0.08039607852697372,0.09024564921855927,0.09488930553197861,0.0943114310503006,0.09376736730337143,0.10772684961557388,sticm_v5_full,563787,29.38373899459839,fourier2d,0.983570396900177,0.9703139662742615,0.6843883991241455,0.03823713958263397,0.0010209224571008236,0.025099289268255234,0.026605723798274993
4
+ 0.09956569969654083,0.14015652239322662,0.07649077475070953,0.1103443056344986,0.0026797121344134213,0.031223058700561523,0.0012471535382792354,1.704977115878137e-05,0.00011423115502111614,0.09767971932888031,0.07233092933893204,0.07886102795600891,0.09041908383369446,0.0991159975528717,0.10474014282226562,0.11322219669818878,0.14015652239322662,0.07587723433971405,0.05343770980834961,0.05926048383116722,0.0689907968044281,0.07601960003376007,0.08042627573013306,0.08756981045007706,0.1103443056344986,sticm_v5_no_gates,563787,28.310848236083984,fourier2d,1.0,1.0,1.0,1.0,0.0014279886963777244,0.0257864198833704,0.026013574004173277
5
+ 0.10544708371162415,0.14692232012748718,0.07823842763900757,0.10961441695690155,0.003832120983861387,0.04081446647644043,0.0005818171775899827,9.312847214459908e-06,1.1814569188572931e-05,0.11193090677261353,0.07363789528608322,0.08401075005531311,0.09855448454618454,0.10523155331611633,0.10787275433540344,0.115416020154953,0.14692232012748718,0.0874655693769455,0.053431496024131775,0.06234487518668175,0.07441934198141098,0.07884614914655685,0.07837548851966858,0.08141008019447327,0.10961441695690155,sticm_v5_no_spectral,563787,29.446154356002808,fourier2d,0.999695897102356,0.0,0.8651288747787476,0.0510786809027195,0.0006605989648960531,0.027598810121417044,0.032997722625732424
6
+ 0.12230516970157623,0.16288183629512787,0.09729142487049103,0.12976165115833282,0.0038570506125688553,0.03235496520996094,0.0015326575725339354,5.384019923440064e-06,8.308870572363958e-05,0.11249541491270065,0.0978073999285698,0.11001311987638474,0.11966757476329803,0.12222155928611755,0.12262140959501266,0.13073310256004333,0.16288183629512787,0.08837781846523285,0.07791199535131454,0.08839351683855057,0.0959237590432167,0.09739072620868683,0.09708140045404434,0.10349052399396896,0.12976165115833282,sticm_v5_no_ber,563787,29.499062299728394,fourier2d,0.9830273389816284,0.974965512752533,0.0,0.05540664121508598,0.0016338127327617258,0.006429464668035507,0.02059303417801857
7
+ 0.08839182555675507,0.12014340609312057,0.0677429735660553,0.09491284191608429,0.0019062193017452954,0.036140975952148435,0.001090119704604149,8.865703584888251e-06,0.0014917266089469194,0.08398281037807465,0.06395571678876877,0.07415983825922012,0.08580789715051651,0.0913805365562439,0.09203339368104935,0.09567102789878845,0.12014340609312057,0.06517621129751205,0.04758854955434799,0.05595213919878006,0.06525424867868423,0.06955640017986298,0.07000525295734406,0.07349810749292374,0.09491284191608429,sticm_v5_no_folding,563787,30.469767570495605,fourier2d,0.9821056127548218,0.9728848934173584,0.5295224189758301,0.0,0.0009878960996866227,0.020433358252048492,0.019024907648563384
8
+ 0.11819155514240265,0.1799832284450531,0.08506141602993011,0.1273489147424698,0.006381887309253216,0.018937692642211915,0.4882969081401825,0.0445132865011692,0.15531862437725066,0.0875796303153038,0.07868093252182007,0.08862219005823135,0.10338715463876724,0.119210384786129,0.13504676520824432,0.1530221551656723,0.1799832284450531,0.06306484341621399,0.05837750807404518,0.06560419499874115,0.07580558210611343,0.08638148009777069,0.09632705897092819,0.10758178681135178,0.1273489147424698,sticm_v5_blackbox,563787,17.528498649597168,fourier2d,0.0,0.0,0.0,0.0,0.4882969081401825,0.0,0.0
9
+ 0.10180974006652832,0.15764455497264862,0.07247424125671387,0.10650485008955002,0.005311094997450709,0.0056912899017333984,nan,nan,nan,0.057401757687330246,0.06330998241901398,0.07740829885005951,0.09156352281570435,0.10645144432783127,0.1212628185749054,0.13943549990653992,0.15764455497264862,0.04362691938877106,0.047516822814941406,0.05823716148734093,0.06738650053739548,0.07654205709695816,0.08413264900445938,0.09584696590900421,0.10650485008955002,simvp_lite,309960,3.370600700378418,fourier2d,,,,,,,
10
+ 0.05903974920511246,0.07812583446502686,0.04540112614631653,0.06003786250948906,0.0009713814663700759,0.004485273361206054,nan,nan,nan,0.04624466970562935,0.04497299715876579,0.04926005005836487,0.05257035419344902,0.060899991542100906,0.06867875903844833,0.07156533747911453,0.07812583446502686,0.035505905747413635,0.035244978964328766,0.03824091702699661,0.040464676916599274,0.04651026800274849,0.052599962800741196,0.0546044260263443,0.06003786250948906,fno_lite,530440,3.39493465423584,fourier2d,,,,,,,
11
+ 0.10898668318986893,0.16276666522026062,0.0766124352812767,0.10827792435884476,0.006398446802049876,0.004583511352539062,nan,nan,nan,0.07468467950820923,0.07552670687437057,0.08437737822532654,0.09549727290868759,0.10989666730165482,0.12608195841312408,0.14306211471557617,0.16276666522026062,0.05614011734724045,0.05682067945599556,0.06289079785346985,0.0695003941655159,0.07733221352100372,0.08576978743076324,0.09616755694150925,0.10827792435884476,unet_lite,200360,2.131986379623413,fourier2d,,,,,,,
实验1/stic_m_v5_fourier2d_exp1/results.json ADDED
@@ -0,0 +1,354 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "rmse_mean": 0.8526968955993652,
4
+ "rmse_last": 1.418277382850647,
5
+ "mae_mean": 0.6894320249557495,
6
+ "mae_last": 1.1444883346557617,
7
+ "spectral_error": 0.0004859390303317923,
8
+ "eval_seconds_per_batch": 0.01539076805114746,
9
+ "mean_energy_drift": NaN,
10
+ "mean_reverse_error": NaN,
11
+ "mean_fold_dyn_error": NaN,
12
+ "lead_1_rmse": 0.20528657734394073,
13
+ "lead_2_rmse": 0.40774935483932495,
14
+ "lead_3_rmse": 0.6046169400215149,
15
+ "lead_4_rmse": 0.7932250499725342,
16
+ "lead_5_rmse": 0.9710681438446045,
17
+ "lead_6_rmse": 1.1358461380004883,
18
+ "lead_7_rmse": 1.2855055332183838,
19
+ "lead_8_rmse": 1.418277382850647,
20
+ "lead_1_mae": 0.16642609238624573,
21
+ "lead_2_mae": 0.3304644823074341,
22
+ "lead_3_mae": 0.4897997975349426,
23
+ "lead_4_mae": 0.642201840877533,
24
+ "lead_5_mae": 0.7856255173683167,
25
+ "lead_6_mae": 0.9181843400001526,
26
+ "lead_7_mae": 1.038265585899353,
27
+ "lead_8_mae": 1.1444883346557617,
28
+ "model": "persistence",
29
+ "params": 0,
30
+ "train_seconds": 0.0,
31
+ "dataset": "fourier2d"
32
+ },
33
+ {
34
+ "rmse_mean": 0.11489522457122803,
35
+ "rmse_last": 0.13722680509090424,
36
+ "mae_mean": 0.08923457562923431,
37
+ "mae_last": 0.10772684961557388,
38
+ "spectral_error": 0.0035863831173628567,
39
+ "eval_seconds_per_batch": 0.03256593704223633,
40
+ "mean_energy_drift": 0.0008919570315629243,
41
+ "mean_reverse_error": 1.4767183856747578e-05,
42
+ "mean_fold_dyn_error": 9.955184505088255e-05,
43
+ "gate_closed": 0.983570396900177,
44
+ "gate_spectral": 0.9703139662742615,
45
+ "gate_ber": 0.6843883991241455,
46
+ "gate_fold": 0.03823713958263397,
47
+ "mean_ber_budget_error": 0.0010209224571008236,
48
+ "mean_ber_strength": 0.025099289268255234,
49
+ "mean_ber_smoothness": 0.026605723798274993,
50
+ "lead_1_rmse": 0.10539936274290085,
51
+ "lead_2_rmse": 0.09207549691200256,
52
+ "lead_3_rmse": 0.10363198071718216,
53
+ "lead_4_rmse": 0.11601786315441132,
54
+ "lead_5_rmse": 0.12207050621509552,
55
+ "lead_6_rmse": 0.12169763445854187,
56
+ "lead_7_rmse": 0.1210421547293663,
57
+ "lead_8_rmse": 0.13722680509090424,
58
+ "lead_1_mae": 0.08182567358016968,
59
+ "lead_2_mae": 0.0707143023610115,
60
+ "lead_3_mae": 0.08039607852697372,
61
+ "lead_4_mae": 0.09024564921855927,
62
+ "lead_5_mae": 0.09488930553197861,
63
+ "lead_6_mae": 0.0943114310503006,
64
+ "lead_7_mae": 0.09376736730337143,
65
+ "lead_8_mae": 0.10772684961557388,
66
+ "model": "sticm_v5_full",
67
+ "params": 563787,
68
+ "train_seconds": 29.38373899459839,
69
+ "dataset": "fourier2d"
70
+ },
71
+ {
72
+ "rmse_mean": 0.09956569969654083,
73
+ "rmse_last": 0.14015652239322662,
74
+ "mae_mean": 0.07649077475070953,
75
+ "mae_last": 0.1103443056344986,
76
+ "spectral_error": 0.0026797121344134213,
77
+ "eval_seconds_per_batch": 0.031223058700561523,
78
+ "mean_energy_drift": 0.0012471535382792354,
79
+ "mean_reverse_error": 1.704977115878137e-05,
80
+ "mean_fold_dyn_error": 0.00011423115502111614,
81
+ "gate_closed": 1.0,
82
+ "gate_spectral": 1.0,
83
+ "gate_ber": 1.0,
84
+ "gate_fold": 1.0,
85
+ "mean_ber_budget_error": 0.0014279886963777244,
86
+ "mean_ber_strength": 0.0257864198833704,
87
+ "mean_ber_smoothness": 0.026013574004173277,
88
+ "lead_1_rmse": 0.09767971932888031,
89
+ "lead_2_rmse": 0.07233092933893204,
90
+ "lead_3_rmse": 0.07886102795600891,
91
+ "lead_4_rmse": 0.09041908383369446,
92
+ "lead_5_rmse": 0.0991159975528717,
93
+ "lead_6_rmse": 0.10474014282226562,
94
+ "lead_7_rmse": 0.11322219669818878,
95
+ "lead_8_rmse": 0.14015652239322662,
96
+ "lead_1_mae": 0.07587723433971405,
97
+ "lead_2_mae": 0.05343770980834961,
98
+ "lead_3_mae": 0.05926048383116722,
99
+ "lead_4_mae": 0.0689907968044281,
100
+ "lead_5_mae": 0.07601960003376007,
101
+ "lead_6_mae": 0.08042627573013306,
102
+ "lead_7_mae": 0.08756981045007706,
103
+ "lead_8_mae": 0.1103443056344986,
104
+ "model": "sticm_v5_no_gates",
105
+ "params": 563787,
106
+ "train_seconds": 28.310848236083984,
107
+ "dataset": "fourier2d"
108
+ },
109
+ {
110
+ "rmse_mean": 0.10544708371162415,
111
+ "rmse_last": 0.14692232012748718,
112
+ "mae_mean": 0.07823842763900757,
113
+ "mae_last": 0.10961441695690155,
114
+ "spectral_error": 0.003832120983861387,
115
+ "eval_seconds_per_batch": 0.04081446647644043,
116
+ "mean_energy_drift": 0.0005818171775899827,
117
+ "mean_reverse_error": 9.312847214459908e-06,
118
+ "mean_fold_dyn_error": 1.1814569188572931e-05,
119
+ "gate_closed": 0.999695897102356,
120
+ "gate_spectral": 0.0,
121
+ "gate_ber": 0.8651288747787476,
122
+ "gate_fold": 0.0510786809027195,
123
+ "mean_ber_budget_error": 0.0006605989648960531,
124
+ "mean_ber_strength": 0.027598810121417044,
125
+ "mean_ber_smoothness": 0.032997722625732424,
126
+ "lead_1_rmse": 0.11193090677261353,
127
+ "lead_2_rmse": 0.07363789528608322,
128
+ "lead_3_rmse": 0.08401075005531311,
129
+ "lead_4_rmse": 0.09855448454618454,
130
+ "lead_5_rmse": 0.10523155331611633,
131
+ "lead_6_rmse": 0.10787275433540344,
132
+ "lead_7_rmse": 0.115416020154953,
133
+ "lead_8_rmse": 0.14692232012748718,
134
+ "lead_1_mae": 0.0874655693769455,
135
+ "lead_2_mae": 0.053431496024131775,
136
+ "lead_3_mae": 0.06234487518668175,
137
+ "lead_4_mae": 0.07441934198141098,
138
+ "lead_5_mae": 0.07884614914655685,
139
+ "lead_6_mae": 0.07837548851966858,
140
+ "lead_7_mae": 0.08141008019447327,
141
+ "lead_8_mae": 0.10961441695690155,
142
+ "model": "sticm_v5_no_spectral",
143
+ "params": 563787,
144
+ "train_seconds": 29.446154356002808,
145
+ "dataset": "fourier2d"
146
+ },
147
+ {
148
+ "rmse_mean": 0.12230516970157623,
149
+ "rmse_last": 0.16288183629512787,
150
+ "mae_mean": 0.09729142487049103,
151
+ "mae_last": 0.12976165115833282,
152
+ "spectral_error": 0.0038570506125688553,
153
+ "eval_seconds_per_batch": 0.03235496520996094,
154
+ "mean_energy_drift": 0.0015326575725339354,
155
+ "mean_reverse_error": 5.384019923440064e-06,
156
+ "mean_fold_dyn_error": 8.308870572363958e-05,
157
+ "gate_closed": 0.9830273389816284,
158
+ "gate_spectral": 0.974965512752533,
159
+ "gate_ber": 0.0,
160
+ "gate_fold": 0.05540664121508598,
161
+ "mean_ber_budget_error": 0.0016338127327617258,
162
+ "mean_ber_strength": 0.006429464668035507,
163
+ "mean_ber_smoothness": 0.02059303417801857,
164
+ "lead_1_rmse": 0.11249541491270065,
165
+ "lead_2_rmse": 0.0978073999285698,
166
+ "lead_3_rmse": 0.11001311987638474,
167
+ "lead_4_rmse": 0.11966757476329803,
168
+ "lead_5_rmse": 0.12222155928611755,
169
+ "lead_6_rmse": 0.12262140959501266,
170
+ "lead_7_rmse": 0.13073310256004333,
171
+ "lead_8_rmse": 0.16288183629512787,
172
+ "lead_1_mae": 0.08837781846523285,
173
+ "lead_2_mae": 0.07791199535131454,
174
+ "lead_3_mae": 0.08839351683855057,
175
+ "lead_4_mae": 0.0959237590432167,
176
+ "lead_5_mae": 0.09739072620868683,
177
+ "lead_6_mae": 0.09708140045404434,
178
+ "lead_7_mae": 0.10349052399396896,
179
+ "lead_8_mae": 0.12976165115833282,
180
+ "model": "sticm_v5_no_ber",
181
+ "params": 563787,
182
+ "train_seconds": 29.499062299728394,
183
+ "dataset": "fourier2d"
184
+ },
185
+ {
186
+ "rmse_mean": 0.08839182555675507,
187
+ "rmse_last": 0.12014340609312057,
188
+ "mae_mean": 0.0677429735660553,
189
+ "mae_last": 0.09491284191608429,
190
+ "spectral_error": 0.0019062193017452954,
191
+ "eval_seconds_per_batch": 0.036140975952148435,
192
+ "mean_energy_drift": 0.001090119704604149,
193
+ "mean_reverse_error": 8.865703584888251e-06,
194
+ "mean_fold_dyn_error": 0.0014917266089469194,
195
+ "gate_closed": 0.9821056127548218,
196
+ "gate_spectral": 0.9728848934173584,
197
+ "gate_ber": 0.5295224189758301,
198
+ "gate_fold": 0.0,
199
+ "mean_ber_budget_error": 0.0009878960996866227,
200
+ "mean_ber_strength": 0.020433358252048492,
201
+ "mean_ber_smoothness": 0.019024907648563384,
202
+ "lead_1_rmse": 0.08398281037807465,
203
+ "lead_2_rmse": 0.06395571678876877,
204
+ "lead_3_rmse": 0.07415983825922012,
205
+ "lead_4_rmse": 0.08580789715051651,
206
+ "lead_5_rmse": 0.0913805365562439,
207
+ "lead_6_rmse": 0.09203339368104935,
208
+ "lead_7_rmse": 0.09567102789878845,
209
+ "lead_8_rmse": 0.12014340609312057,
210
+ "lead_1_mae": 0.06517621129751205,
211
+ "lead_2_mae": 0.04758854955434799,
212
+ "lead_3_mae": 0.05595213919878006,
213
+ "lead_4_mae": 0.06525424867868423,
214
+ "lead_5_mae": 0.06955640017986298,
215
+ "lead_6_mae": 0.07000525295734406,
216
+ "lead_7_mae": 0.07349810749292374,
217
+ "lead_8_mae": 0.09491284191608429,
218
+ "model": "sticm_v5_no_folding",
219
+ "params": 563787,
220
+ "train_seconds": 30.469767570495605,
221
+ "dataset": "fourier2d"
222
+ },
223
+ {
224
+ "rmse_mean": 0.11819155514240265,
225
+ "rmse_last": 0.1799832284450531,
226
+ "mae_mean": 0.08506141602993011,
227
+ "mae_last": 0.1273489147424698,
228
+ "spectral_error": 0.006381887309253216,
229
+ "eval_seconds_per_batch": 0.018937692642211915,
230
+ "mean_energy_drift": 0.4882969081401825,
231
+ "mean_reverse_error": 0.0445132865011692,
232
+ "mean_fold_dyn_error": 0.15531862437725066,
233
+ "gate_closed": 0.0,
234
+ "gate_spectral": 0.0,
235
+ "gate_ber": 0.0,
236
+ "gate_fold": 0.0,
237
+ "mean_ber_budget_error": 0.4882969081401825,
238
+ "mean_ber_strength": 0.0,
239
+ "mean_ber_smoothness": 0.0,
240
+ "lead_1_rmse": 0.0875796303153038,
241
+ "lead_2_rmse": 0.07868093252182007,
242
+ "lead_3_rmse": 0.08862219005823135,
243
+ "lead_4_rmse": 0.10338715463876724,
244
+ "lead_5_rmse": 0.119210384786129,
245
+ "lead_6_rmse": 0.13504676520824432,
246
+ "lead_7_rmse": 0.1530221551656723,
247
+ "lead_8_rmse": 0.1799832284450531,
248
+ "lead_1_mae": 0.06306484341621399,
249
+ "lead_2_mae": 0.05837750807404518,
250
+ "lead_3_mae": 0.06560419499874115,
251
+ "lead_4_mae": 0.07580558210611343,
252
+ "lead_5_mae": 0.08638148009777069,
253
+ "lead_6_mae": 0.09632705897092819,
254
+ "lead_7_mae": 0.10758178681135178,
255
+ "lead_8_mae": 0.1273489147424698,
256
+ "model": "sticm_v5_blackbox",
257
+ "params": 563787,
258
+ "train_seconds": 17.528498649597168,
259
+ "dataset": "fourier2d"
260
+ },
261
+ {
262
+ "rmse_mean": 0.10180974006652832,
263
+ "rmse_last": 0.15764455497264862,
264
+ "mae_mean": 0.07247424125671387,
265
+ "mae_last": 0.10650485008955002,
266
+ "spectral_error": 0.005311094997450709,
267
+ "eval_seconds_per_batch": 0.0056912899017333984,
268
+ "mean_energy_drift": NaN,
269
+ "mean_reverse_error": NaN,
270
+ "mean_fold_dyn_error": NaN,
271
+ "lead_1_rmse": 0.057401757687330246,
272
+ "lead_2_rmse": 0.06330998241901398,
273
+ "lead_3_rmse": 0.07740829885005951,
274
+ "lead_4_rmse": 0.09156352281570435,
275
+ "lead_5_rmse": 0.10645144432783127,
276
+ "lead_6_rmse": 0.1212628185749054,
277
+ "lead_7_rmse": 0.13943549990653992,
278
+ "lead_8_rmse": 0.15764455497264862,
279
+ "lead_1_mae": 0.04362691938877106,
280
+ "lead_2_mae": 0.047516822814941406,
281
+ "lead_3_mae": 0.05823716148734093,
282
+ "lead_4_mae": 0.06738650053739548,
283
+ "lead_5_mae": 0.07654205709695816,
284
+ "lead_6_mae": 0.08413264900445938,
285
+ "lead_7_mae": 0.09584696590900421,
286
+ "lead_8_mae": 0.10650485008955002,
287
+ "model": "simvp_lite",
288
+ "params": 309960,
289
+ "train_seconds": 3.370600700378418,
290
+ "dataset": "fourier2d"
291
+ },
292
+ {
293
+ "rmse_mean": 0.05903974920511246,
294
+ "rmse_last": 0.07812583446502686,
295
+ "mae_mean": 0.04540112614631653,
296
+ "mae_last": 0.06003786250948906,
297
+ "spectral_error": 0.0009713814663700759,
298
+ "eval_seconds_per_batch": 0.004485273361206054,
299
+ "mean_energy_drift": NaN,
300
+ "mean_reverse_error": NaN,
301
+ "mean_fold_dyn_error": NaN,
302
+ "lead_1_rmse": 0.04624466970562935,
303
+ "lead_2_rmse": 0.04497299715876579,
304
+ "lead_3_rmse": 0.04926005005836487,
305
+ "lead_4_rmse": 0.05257035419344902,
306
+ "lead_5_rmse": 0.060899991542100906,
307
+ "lead_6_rmse": 0.06867875903844833,
308
+ "lead_7_rmse": 0.07156533747911453,
309
+ "lead_8_rmse": 0.07812583446502686,
310
+ "lead_1_mae": 0.035505905747413635,
311
+ "lead_2_mae": 0.035244978964328766,
312
+ "lead_3_mae": 0.03824091702699661,
313
+ "lead_4_mae": 0.040464676916599274,
314
+ "lead_5_mae": 0.04651026800274849,
315
+ "lead_6_mae": 0.052599962800741196,
316
+ "lead_7_mae": 0.0546044260263443,
317
+ "lead_8_mae": 0.06003786250948906,
318
+ "model": "fno_lite",
319
+ "params": 530440,
320
+ "train_seconds": 3.39493465423584,
321
+ "dataset": "fourier2d"
322
+ },
323
+ {
324
+ "rmse_mean": 0.10898668318986893,
325
+ "rmse_last": 0.16276666522026062,
326
+ "mae_mean": 0.0766124352812767,
327
+ "mae_last": 0.10827792435884476,
328
+ "spectral_error": 0.006398446802049876,
329
+ "eval_seconds_per_batch": 0.004583511352539062,
330
+ "mean_energy_drift": NaN,
331
+ "mean_reverse_error": NaN,
332
+ "mean_fold_dyn_error": NaN,
333
+ "lead_1_rmse": 0.07468467950820923,
334
+ "lead_2_rmse": 0.07552670687437057,
335
+ "lead_3_rmse": 0.08437737822532654,
336
+ "lead_4_rmse": 0.09549727290868759,
337
+ "lead_5_rmse": 0.10989666730165482,
338
+ "lead_6_rmse": 0.12608195841312408,
339
+ "lead_7_rmse": 0.14306211471557617,
340
+ "lead_8_rmse": 0.16276666522026062,
341
+ "lead_1_mae": 0.05614011734724045,
342
+ "lead_2_mae": 0.05682067945599556,
343
+ "lead_3_mae": 0.06289079785346985,
344
+ "lead_4_mae": 0.0695003941655159,
345
+ "lead_5_mae": 0.07733221352100372,
346
+ "lead_6_mae": 0.08576978743076324,
347
+ "lead_7_mae": 0.09616755694150925,
348
+ "lead_8_mae": 0.10827792435884476,
349
+ "model": "unet_lite",
350
+ "params": 200360,
351
+ "train_seconds": 2.131986379623413,
352
+ "dataset": "fourier2d"
353
+ }
354
+ ]
实验1/stic_m_v5_fourier2d_exp1/simvp_lite/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:82b53dbb046b8a99d6d39d843d07a07c89fd452870d2a37f48031b55be00c0d8
3
+ size 1252021
实验1/stic_m_v5_fourier2d_exp1/simvp_lite/metrics.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.10180974006652832,
3
+ "rmse_last": 0.15764455497264862,
4
+ "mae_mean": 0.07247424125671387,
5
+ "mae_last": 0.10650485008955002,
6
+ "spectral_error": 0.005311094997450709,
7
+ "eval_seconds_per_batch": 0.0056912899017333984,
8
+ "mean_energy_drift": NaN,
9
+ "mean_reverse_error": NaN,
10
+ "mean_fold_dyn_error": NaN,
11
+ "lead_1_rmse": 0.057401757687330246,
12
+ "lead_2_rmse": 0.06330998241901398,
13
+ "lead_3_rmse": 0.07740829885005951,
14
+ "lead_4_rmse": 0.09156352281570435,
15
+ "lead_5_rmse": 0.10645144432783127,
16
+ "lead_6_rmse": 0.1212628185749054,
17
+ "lead_7_rmse": 0.13943549990653992,
18
+ "lead_8_rmse": 0.15764455497264862,
19
+ "lead_1_mae": 0.04362691938877106,
20
+ "lead_2_mae": 0.047516822814941406,
21
+ "lead_3_mae": 0.05823716148734093,
22
+ "lead_4_mae": 0.06738650053739548,
23
+ "lead_5_mae": 0.07654205709695816,
24
+ "lead_6_mae": 0.08413264900445938,
25
+ "lead_7_mae": 0.09584696590900421,
26
+ "lead_8_mae": 0.10650485008955002,
27
+ "model": "simvp_lite",
28
+ "params": 309960,
29
+ "train_seconds": 3.370600700378418
30
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/simvp_lite/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/simvp_lite/train_log.json ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_total": 1.0527725219726562,
5
+ "loss_pred": 1.0527725219726562,
6
+ "rmse_mean": 1.1967062950134277,
7
+ "rmse_last": 1.2970647811889648,
8
+ "mae_mean": 0.9669005870819092,
9
+ "mae_last": 1.0389641523361206,
10
+ "spectral_error": 0.09893679618835449,
11
+ "eval_seconds_per_batch": 0.005027458071708679,
12
+ "mean_energy_drift": NaN,
13
+ "mean_reverse_error": NaN,
14
+ "mean_fold_dyn_error": NaN,
15
+ "lead_1_rmse": 0.9412859678268433,
16
+ "lead_2_rmse": 0.7953841686248779,
17
+ "lead_3_rmse": 1.076296329498291,
18
+ "lead_4_rmse": 1.4809627532958984,
19
+ "lead_5_rmse": 1.030861735343933,
20
+ "lead_6_rmse": 1.4178903102874756,
21
+ "lead_7_rmse": 1.5339040756225586,
22
+ "lead_8_rmse": 1.2970647811889648,
23
+ "lead_1_mae": 0.7472929358482361,
24
+ "lead_2_mae": 0.6372385025024414,
25
+ "lead_3_mae": 0.8606797456741333,
26
+ "lead_4_mae": 1.2237621545791626,
27
+ "lead_5_mae": 0.8272441029548645,
28
+ "lead_6_mae": 1.1378536224365234,
29
+ "lead_7_mae": 1.262169361114502,
30
+ "lead_8_mae": 1.0389641523361206
31
+ },
32
+ {
33
+ "step": 50,
34
+ "loss_total": 0.047562867403030396,
35
+ "loss_pred": 0.047562867403030396,
36
+ "rmse_mean": 0.21305851638317108,
37
+ "rmse_last": 0.2720375657081604,
38
+ "mae_mean": 0.14198525249958038,
39
+ "mae_last": 0.17600223422050476,
40
+ "spectral_error": 0.01760606182506308,
41
+ "eval_seconds_per_batch": 0.005067601799964905,
42
+ "mean_energy_drift": NaN,
43
+ "mean_reverse_error": NaN,
44
+ "mean_fold_dyn_error": NaN,
45
+ "lead_1_rmse": 0.14882919192314148,
46
+ "lead_2_rmse": 0.16178558766841888,
47
+ "lead_3_rmse": 0.18480178713798523,
48
+ "lead_4_rmse": 0.20343109965324402,
49
+ "lead_5_rmse": 0.22544118762016296,
50
+ "lead_6_rmse": 0.2459692656993866,
51
+ "lead_7_rmse": 0.2621724009513855,
52
+ "lead_8_rmse": 0.2720375657081604,
53
+ "lead_1_mae": 0.10225903987884521,
54
+ "lead_2_mae": 0.1130925714969635,
55
+ "lead_3_mae": 0.12569735944271088,
56
+ "lead_4_mae": 0.1355876326560974,
57
+ "lead_5_mae": 0.14862070977687836,
58
+ "lead_6_mae": 0.164024218916893,
59
+ "lead_7_mae": 0.17059823870658875,
60
+ "lead_8_mae": 0.17600223422050476
61
+ },
62
+ {
63
+ "step": 100,
64
+ "loss_total": 0.024606207385659218,
65
+ "loss_pred": 0.024606207385659218,
66
+ "rmse_mean": 0.15813812613487244,
67
+ "rmse_last": 0.22557751834392548,
68
+ "mae_mean": 0.10673326253890991,
69
+ "mae_last": 0.1450999528169632,
70
+ "spectral_error": 0.011960919189732522,
71
+ "eval_seconds_per_batch": 0.005132883787155151,
72
+ "mean_energy_drift": NaN,
73
+ "mean_reverse_error": NaN,
74
+ "mean_fold_dyn_error": NaN,
75
+ "lead_1_rmse": 0.09837506711483002,
76
+ "lead_2_rmse": 0.10916873067617416,
77
+ "lead_3_rmse": 0.12436894327402115,
78
+ "lead_4_rmse": 0.14495806396007538,
79
+ "lead_5_rmse": 0.16607823967933655,
80
+ "lead_6_rmse": 0.18754491209983826,
81
+ "lead_7_rmse": 0.2090335637331009,
82
+ "lead_8_rmse": 0.22557751834392548,
83
+ "lead_1_mae": 0.07111510634422302,
84
+ "lead_2_mae": 0.07843858748674393,
85
+ "lead_3_mae": 0.08651497215032578,
86
+ "lead_4_mae": 0.09908472001552582,
87
+ "lead_5_mae": 0.11262458562850952,
88
+ "lead_6_mae": 0.12418860197067261,
89
+ "lead_7_mae": 0.1367996484041214,
90
+ "lead_8_mae": 0.1450999528169632
91
+ },
92
+ {
93
+ "step": 150,
94
+ "loss_total": 0.021619215607643127,
95
+ "loss_pred": 0.021619215607643127,
96
+ "rmse_mean": 0.1593559980392456,
97
+ "rmse_last": 0.22742025554180145,
98
+ "mae_mean": 0.12313874810934067,
99
+ "mae_last": 0.16962726414203644,
100
+ "spectral_error": 0.012132228119298816,
101
+ "eval_seconds_per_batch": 0.005337953567504883,
102
+ "mean_energy_drift": NaN,
103
+ "mean_reverse_error": NaN,
104
+ "mean_fold_dyn_error": NaN,
105
+ "lead_1_rmse": 0.09084750711917877,
106
+ "lead_2_rmse": 0.10778816789388657,
107
+ "lead_3_rmse": 0.12818096578121185,
108
+ "lead_4_rmse": 0.14983654022216797,
109
+ "lead_5_rmse": 0.16568629443645477,
110
+ "lead_6_rmse": 0.1962691992521286,
111
+ "lead_7_rmse": 0.20881904661655426,
112
+ "lead_8_rmse": 0.22742025554180145,
113
+ "lead_1_mae": 0.07036161422729492,
114
+ "lead_2_mae": 0.08477093279361725,
115
+ "lead_3_mae": 0.10166829079389572,
116
+ "lead_4_mae": 0.11861589550971985,
117
+ "lead_5_mae": 0.12821583449840546,
118
+ "lead_6_mae": 0.15390896797180176,
119
+ "lead_7_mae": 0.15794116258621216,
120
+ "lead_8_mae": 0.16962726414203644
121
+ },
122
+ {
123
+ "step": 200,
124
+ "loss_total": 0.014352165162563324,
125
+ "loss_pred": 0.014352165162563324,
126
+ "rmse_mean": 0.12096041440963745,
127
+ "rmse_last": 0.18254436552524567,
128
+ "mae_mean": 0.08584462851285934,
129
+ "mae_last": 0.12356103956699371,
130
+ "spectral_error": 0.006483289384050295,
131
+ "eval_seconds_per_batch": 0.0054803937673568726,
132
+ "mean_energy_drift": NaN,
133
+ "mean_reverse_error": NaN,
134
+ "mean_fold_dyn_error": NaN,
135
+ "lead_1_rmse": 0.06836529076099396,
136
+ "lead_2_rmse": 0.07950416952371597,
137
+ "lead_3_rmse": 0.09123043715953827,
138
+ "lead_4_rmse": 0.10964558273553848,
139
+ "lead_5_rmse": 0.12467759102582932,
140
+ "lead_6_rmse": 0.1484490931034088,
141
+ "lead_7_rmse": 0.1632668375968933,
142
+ "lead_8_rmse": 0.18254436552524567,
143
+ "lead_1_mae": 0.05141524598002434,
144
+ "lead_2_mae": 0.05966144800186157,
145
+ "lead_3_mae": 0.06724559515714645,
146
+ "lead_4_mae": 0.07982005923986435,
147
+ "lead_5_mae": 0.08869072794914246,
148
+ "lead_6_mae": 0.10446267575025558,
149
+ "lead_7_mae": 0.1119002178311348,
150
+ "lead_8_mae": 0.12356103956699371
151
+ },
152
+ {
153
+ "step": 250,
154
+ "loss_total": 0.00890486128628254,
155
+ "loss_pred": 0.00890486128628254,
156
+ "rmse_mean": 0.10171239823102951,
157
+ "rmse_last": 0.15627485513687134,
158
+ "mae_mean": 0.0724303275346756,
159
+ "mae_last": 0.10527961701154709,
160
+ "spectral_error": 0.005209483366343193,
161
+ "eval_seconds_per_batch": 0.005777254700660706,
162
+ "mean_energy_drift": NaN,
163
+ "mean_reverse_error": NaN,
164
+ "mean_fold_dyn_error": NaN,
165
+ "lead_1_rmse": 0.05794046074151993,
166
+ "lead_2_rmse": 0.06395066529512405,
167
+ "lead_3_rmse": 0.07832654565572739,
168
+ "lead_4_rmse": 0.09214197844266891,
169
+ "lead_5_rmse": 0.10625213384628296,
170
+ "lead_6_rmse": 0.12060561031103134,
171
+ "lead_7_rmse": 0.13820689916610718,
172
+ "lead_8_rmse": 0.15627485513687134,
173
+ "lead_1_mae": 0.04428783431649208,
174
+ "lead_2_mae": 0.04814622178673744,
175
+ "lead_3_mae": 0.059060245752334595,
176
+ "lead_4_mae": 0.06788838654756546,
177
+ "lead_5_mae": 0.07643713057041168,
178
+ "lead_6_mae": 0.08358225971460342,
179
+ "lead_7_mae": 0.09476090967655182,
180
+ "lead_8_mae": 0.10527961701154709
181
+ }
182
+ ]
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_blackbox/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9cf7c1ffd177001a1b2b2ec11aef225ecb639da43983a6b26fbaa90e55e8ab74
3
+ size 2813877
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_blackbox/metrics.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.11819155514240265,
3
+ "rmse_last": 0.1799832284450531,
4
+ "mae_mean": 0.08506141602993011,
5
+ "mae_last": 0.1273489147424698,
6
+ "spectral_error": 0.006381887309253216,
7
+ "eval_seconds_per_batch": 0.018937692642211915,
8
+ "mean_energy_drift": 0.4882969081401825,
9
+ "mean_reverse_error": 0.0445132865011692,
10
+ "mean_fold_dyn_error": 0.15531862437725066,
11
+ "gate_closed": 0.0,
12
+ "gate_spectral": 0.0,
13
+ "gate_ber": 0.0,
14
+ "gate_fold": 0.0,
15
+ "mean_ber_budget_error": 0.4882969081401825,
16
+ "mean_ber_strength": 0.0,
17
+ "mean_ber_smoothness": 0.0,
18
+ "lead_1_rmse": 0.0875796303153038,
19
+ "lead_2_rmse": 0.07868093252182007,
20
+ "lead_3_rmse": 0.08862219005823135,
21
+ "lead_4_rmse": 0.10338715463876724,
22
+ "lead_5_rmse": 0.119210384786129,
23
+ "lead_6_rmse": 0.13504676520824432,
24
+ "lead_7_rmse": 0.1530221551656723,
25
+ "lead_8_rmse": 0.1799832284450531,
26
+ "lead_1_mae": 0.06306484341621399,
27
+ "lead_2_mae": 0.05837750807404518,
28
+ "lead_3_mae": 0.06560419499874115,
29
+ "lead_4_mae": 0.07580558210611343,
30
+ "lead_5_mae": 0.08638148009777069,
31
+ "lead_6_mae": 0.09632705897092819,
32
+ "lead_7_mae": 0.10758178681135178,
33
+ "lead_8_mae": 0.1273489147424698,
34
+ "model": "sticm_v5_blackbox",
35
+ "params": 563787,
36
+ "train_seconds": 17.528498649597168
37
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_blackbox/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_blackbox/train_log.json ADDED
@@ -0,0 +1,278 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.368159532546997,
5
+ "loss_total": 1.368159532546997,
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_gate_budget": 0.0,
15
+ "rmse_mean": 1.2811636924743652,
16
+ "rmse_last": 1.3594143390655518,
17
+ "mae_mean": 1.0106258392333984,
18
+ "mae_last": 1.071336030960083,
19
+ "spectral_error": 0.10568014811724424,
20
+ "eval_seconds_per_batch": 0.02026420831680298,
21
+ "mean_energy_drift": 0.3999395538121462,
22
+ "mean_reverse_error": 0.003142182613373734,
23
+ "mean_fold_dyn_error": 0.012368123803753406,
24
+ "gate_closed": 0.0,
25
+ "gate_spectral": 0.0,
26
+ "gate_ber": 0.0,
27
+ "gate_fold": 0.0,
28
+ "mean_ber_budget_error": 0.3999395538121462,
29
+ "mean_ber_strength": 0.0,
30
+ "mean_ber_smoothness": 0.0,
31
+ "lead_1_rmse": 1.1583976745605469,
32
+ "lead_2_rmse": 1.205841064453125,
33
+ "lead_3_rmse": 1.2476673126220703,
34
+ "lead_4_rmse": 1.2830283641815186,
35
+ "lead_5_rmse": 1.3116862773895264,
36
+ "lead_6_rmse": 1.3337509632110596,
37
+ "lead_7_rmse": 1.349523663520813,
38
+ "lead_8_rmse": 1.3594143390655518,
39
+ "lead_1_mae": 0.9157183170318604,
40
+ "lead_2_mae": 0.9516249895095825,
41
+ "lead_3_mae": 0.9839591979980469,
42
+ "lead_4_mae": 1.0117692947387695,
43
+ "lead_5_mae": 1.034549593925476,
44
+ "lead_6_mae": 1.0519524812698364,
45
+ "lead_7_mae": 1.0640960931777954,
46
+ "lead_8_mae": 1.071336030960083
47
+ },
48
+ {
49
+ "step": 50,
50
+ "loss_pred": 0.15083768963813782,
51
+ "loss_total": 0.15083768963813782,
52
+ "loss_align": 0.0,
53
+ "loss_energy": 0.0,
54
+ "loss_reverse": 0.0,
55
+ "loss_fold": 0.0,
56
+ "loss_spectral": 0.0,
57
+ "loss_ber_budget": 0.0,
58
+ "loss_ber_sparse": 0.0,
59
+ "loss_ber_smooth": 0.0,
60
+ "loss_gate_budget": 0.0,
61
+ "rmse_mean": 0.37854379415512085,
62
+ "rmse_last": 0.4571198523044586,
63
+ "mae_mean": 0.2873426079750061,
64
+ "mae_last": 0.35470741987228394,
65
+ "spectral_error": 0.025563094532117248,
66
+ "eval_seconds_per_batch": 0.02053210139274597,
67
+ "mean_energy_drift": 0.1734660193324089,
68
+ "mean_reverse_error": 0.039451492484658957,
69
+ "mean_fold_dyn_error": 0.15074798744171858,
70
+ "gate_closed": 0.0,
71
+ "gate_spectral": 0.0,
72
+ "gate_ber": 0.0,
73
+ "gate_fold": 0.0,
74
+ "mean_ber_budget_error": 0.1734660193324089,
75
+ "mean_ber_strength": 0.0,
76
+ "mean_ber_smoothness": 0.0,
77
+ "lead_1_rmse": 0.4299697279930115,
78
+ "lead_2_rmse": 0.37373366951942444,
79
+ "lead_3_rmse": 0.33498844504356384,
80
+ "lead_4_rmse": 0.320673406124115,
81
+ "lead_5_rmse": 0.3349112868309021,
82
+ "lead_6_rmse": 0.36769339442253113,
83
+ "lead_7_rmse": 0.40926069021224976,
84
+ "lead_8_rmse": 0.4571198523044586,
85
+ "lead_1_mae": 0.33453795313835144,
86
+ "lead_2_mae": 0.2854368984699249,
87
+ "lead_3_mae": 0.2505298852920532,
88
+ "lead_4_mae": 0.23626092076301575,
89
+ "lead_5_mae": 0.24827991425991058,
90
+ "lead_6_mae": 0.2765760123729706,
91
+ "lead_7_mae": 0.31241196393966675,
92
+ "lead_8_mae": 0.35470741987228394
93
+ },
94
+ {
95
+ "step": 100,
96
+ "loss_pred": 0.03961377590894699,
97
+ "loss_total": 0.03961377590894699,
98
+ "loss_align": 0.0,
99
+ "loss_energy": 0.0,
100
+ "loss_reverse": 0.0,
101
+ "loss_fold": 0.0,
102
+ "loss_spectral": 0.0,
103
+ "loss_ber_budget": 0.0,
104
+ "loss_ber_sparse": 0.0,
105
+ "loss_ber_smooth": 0.0,
106
+ "loss_gate_budget": 0.0,
107
+ "rmse_mean": 0.19761814177036285,
108
+ "rmse_last": 0.2675760090351105,
109
+ "mae_mean": 0.13986513018608093,
110
+ "mae_last": 0.19606536626815796,
111
+ "spectral_error": 0.014721723215188831,
112
+ "eval_seconds_per_batch": 0.02051408588886261,
113
+ "mean_energy_drift": 0.22601451305672526,
114
+ "mean_reverse_error": 0.04780587553977966,
115
+ "mean_fold_dyn_error": 0.173534176312387,
116
+ "gate_closed": 0.0,
117
+ "gate_spectral": 0.0,
118
+ "gate_ber": 0.0,
119
+ "gate_fold": 0.0,
120
+ "mean_ber_budget_error": 0.22601451305672526,
121
+ "mean_ber_strength": 0.0,
122
+ "mean_ber_smoothness": 0.0,
123
+ "lead_1_rmse": 0.182599276304245,
124
+ "lead_2_rmse": 0.15597470104694366,
125
+ "lead_3_rmse": 0.16840361058712006,
126
+ "lead_4_rmse": 0.18373258411884308,
127
+ "lead_5_rmse": 0.1950056254863739,
128
+ "lead_6_rmse": 0.20510268211364746,
129
+ "lead_7_rmse": 0.22255061566829681,
130
+ "lead_8_rmse": 0.2675760090351105,
131
+ "lead_1_mae": 0.13008661568164825,
132
+ "lead_2_mae": 0.10896701365709305,
133
+ "lead_3_mae": 0.12088961154222488,
134
+ "lead_4_mae": 0.131161168217659,
135
+ "lead_5_mae": 0.13746027648448944,
136
+ "lead_6_mae": 0.14156889915466309,
137
+ "lead_7_mae": 0.1527220457792282,
138
+ "lead_8_mae": 0.19606536626815796
139
+ },
140
+ {
141
+ "step": 150,
142
+ "loss_pred": 0.01956130564212799,
143
+ "loss_total": 0.01956130564212799,
144
+ "loss_align": 0.0,
145
+ "loss_energy": 0.0,
146
+ "loss_reverse": 0.0,
147
+ "loss_fold": 0.0,
148
+ "loss_spectral": 0.0,
149
+ "loss_ber_budget": 0.0,
150
+ "loss_ber_sparse": 0.0,
151
+ "loss_ber_smooth": 0.0,
152
+ "loss_gate_budget": 0.0,
153
+ "rmse_mean": 0.16931360960006714,
154
+ "rmse_last": 0.21819382905960083,
155
+ "mae_mean": 0.12575028836727142,
156
+ "mae_last": 0.15605595707893372,
157
+ "spectral_error": 0.011715056840330362,
158
+ "eval_seconds_per_batch": 0.022482842206954956,
159
+ "mean_energy_drift": 0.2754241800867021,
160
+ "mean_reverse_error": 0.04501218139193952,
161
+ "mean_fold_dyn_error": 0.16140688490122557,
162
+ "gate_closed": 0.0,
163
+ "gate_spectral": 0.0,
164
+ "gate_ber": 0.0,
165
+ "gate_fold": 0.0,
166
+ "mean_ber_budget_error": 0.2754241800867021,
167
+ "mean_ber_strength": 0.0,
168
+ "mean_ber_smoothness": 0.0,
169
+ "lead_1_rmse": 0.15320104360580444,
170
+ "lead_2_rmse": 0.1268579363822937,
171
+ "lead_3_rmse": 0.13273853063583374,
172
+ "lead_4_rmse": 0.1522092968225479,
173
+ "lead_5_rmse": 0.17544841766357422,
174
+ "lead_6_rmse": 0.19297783076763153,
175
+ "lead_7_rmse": 0.20288196206092834,
176
+ "lead_8_rmse": 0.21819382905960083,
177
+ "lead_1_mae": 0.11356722563505173,
178
+ "lead_2_mae": 0.09344738721847534,
179
+ "lead_3_mae": 0.09921224415302277,
180
+ "lead_4_mae": 0.11542811244726181,
181
+ "lead_5_mae": 0.13379046320915222,
182
+ "lead_6_mae": 0.1453961431980133,
183
+ "lead_7_mae": 0.14910472929477692,
184
+ "lead_8_mae": 0.15605595707893372
185
+ },
186
+ {
187
+ "step": 200,
188
+ "loss_pred": 0.016723910346627235,
189
+ "loss_total": 0.016723910346627235,
190
+ "loss_align": 0.0,
191
+ "loss_energy": 0.0,
192
+ "loss_reverse": 0.0,
193
+ "loss_fold": 0.0,
194
+ "loss_spectral": 0.0,
195
+ "loss_ber_budget": 0.0,
196
+ "loss_ber_sparse": 0.0,
197
+ "loss_ber_smooth": 0.0,
198
+ "loss_gate_budget": 0.0,
199
+ "rmse_mean": 0.13034933805465698,
200
+ "rmse_last": 0.19727057218551636,
201
+ "mae_mean": 0.09287294745445251,
202
+ "mae_last": 0.14059443771839142,
203
+ "spectral_error": 0.008066698006587103,
204
+ "eval_seconds_per_batch": 0.02026684582233429,
205
+ "mean_energy_drift": 0.3900038506835699,
206
+ "mean_reverse_error": 0.04395088320598006,
207
+ "mean_fold_dyn_error": 0.15506337583065033,
208
+ "gate_closed": 0.0,
209
+ "gate_spectral": 0.0,
210
+ "gate_ber": 0.0,
211
+ "gate_fold": 0.0,
212
+ "mean_ber_budget_error": 0.3900038506835699,
213
+ "mean_ber_strength": 0.0,
214
+ "mean_ber_smoothness": 0.0,
215
+ "lead_1_rmse": 0.1061028316617012,
216
+ "lead_2_rmse": 0.09129839390516281,
217
+ "lead_3_rmse": 0.09881585091352463,
218
+ "lead_4_rmse": 0.111533984541893,
219
+ "lead_5_rmse": 0.127571702003479,
220
+ "lead_6_rmse": 0.14488030970096588,
221
+ "lead_7_rmse": 0.16532112658023834,
222
+ "lead_8_rmse": 0.19727057218551636,
223
+ "lead_1_mae": 0.07492280751466751,
224
+ "lead_2_mae": 0.06588280946016312,
225
+ "lead_3_mae": 0.07190034538507462,
226
+ "lead_4_mae": 0.08050825446844101,
227
+ "lead_5_mae": 0.09122666716575623,
228
+ "lead_6_mae": 0.10226202011108398,
229
+ "lead_7_mae": 0.11568628251552582,
230
+ "lead_8_mae": 0.14059443771839142
231
+ },
232
+ {
233
+ "step": 250,
234
+ "loss_pred": 0.013266948983073235,
235
+ "loss_total": 0.013266948983073235,
236
+ "loss_align": 0.0,
237
+ "loss_energy": 0.0,
238
+ "loss_reverse": 0.0,
239
+ "loss_fold": 0.0,
240
+ "loss_spectral": 0.0,
241
+ "loss_ber_budget": 0.0,
242
+ "loss_ber_sparse": 0.0,
243
+ "loss_ber_smooth": 0.0,
244
+ "loss_gate_budget": 0.0,
245
+ "rmse_mean": 0.11884138733148575,
246
+ "rmse_last": 0.18016532063484192,
247
+ "mae_mean": 0.08498997241258621,
248
+ "mae_last": 0.12646731734275818,
249
+ "spectral_error": 0.0064870672358665615,
250
+ "eval_seconds_per_batch": 0.020410165190696716,
251
+ "mean_energy_drift": 0.47657865658402443,
252
+ "mean_reverse_error": 0.04459866043180227,
253
+ "mean_fold_dyn_error": 0.1544333416968584,
254
+ "gate_closed": 0.0,
255
+ "gate_spectral": 0.0,
256
+ "gate_ber": 0.0,
257
+ "gate_fold": 0.0,
258
+ "mean_ber_budget_error": 0.47657865658402443,
259
+ "mean_ber_strength": 0.0,
260
+ "mean_ber_smoothness": 0.0,
261
+ "lead_1_rmse": 0.0896994024515152,
262
+ "lead_2_rmse": 0.08055946230888367,
263
+ "lead_3_rmse": 0.09029114991426468,
264
+ "lead_4_rmse": 0.10462350398302078,
265
+ "lead_5_rmse": 0.11939383298158646,
266
+ "lead_6_rmse": 0.1341361105442047,
267
+ "lead_7_rmse": 0.15186229348182678,
268
+ "lead_8_rmse": 0.18016532063484192,
269
+ "lead_1_mae": 0.06480500847101212,
270
+ "lead_2_mae": 0.059738628566265106,
271
+ "lead_3_mae": 0.06668224185705185,
272
+ "lead_4_mae": 0.07640910893678665,
273
+ "lead_5_mae": 0.08580984175205231,
274
+ "lead_6_mae": 0.09454378485679626,
275
+ "lead_7_mae": 0.10546386986970901,
276
+ "lead_8_mae": 0.12646731734275818
277
+ }
278
+ ]
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_full/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1ce967316912b53c24efba9c9367078c2b552d7bc131b1fed1773a8a672a11d7
3
+ size 2813877
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_full/metrics.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.11489522457122803,
3
+ "rmse_last": 0.13722680509090424,
4
+ "mae_mean": 0.08923457562923431,
5
+ "mae_last": 0.10772684961557388,
6
+ "spectral_error": 0.0035863831173628567,
7
+ "eval_seconds_per_batch": 0.03256593704223633,
8
+ "mean_energy_drift": 0.0008919570315629243,
9
+ "mean_reverse_error": 1.4767183856747578e-05,
10
+ "mean_fold_dyn_error": 9.955184505088255e-05,
11
+ "gate_closed": 0.983570396900177,
12
+ "gate_spectral": 0.9703139662742615,
13
+ "gate_ber": 0.6843883991241455,
14
+ "gate_fold": 0.03823713958263397,
15
+ "mean_ber_budget_error": 0.0010209224571008236,
16
+ "mean_ber_strength": 0.025099289268255234,
17
+ "mean_ber_smoothness": 0.026605723798274993,
18
+ "lead_1_rmse": 0.10539936274290085,
19
+ "lead_2_rmse": 0.09207549691200256,
20
+ "lead_3_rmse": 0.10363198071718216,
21
+ "lead_4_rmse": 0.11601786315441132,
22
+ "lead_5_rmse": 0.12207050621509552,
23
+ "lead_6_rmse": 0.12169763445854187,
24
+ "lead_7_rmse": 0.1210421547293663,
25
+ "lead_8_rmse": 0.13722680509090424,
26
+ "lead_1_mae": 0.08182567358016968,
27
+ "lead_2_mae": 0.0707143023610115,
28
+ "lead_3_mae": 0.08039607852697372,
29
+ "lead_4_mae": 0.09024564921855927,
30
+ "lead_5_mae": 0.09488930553197861,
31
+ "lead_6_mae": 0.0943114310503006,
32
+ "lead_7_mae": 0.09376736730337143,
33
+ "lead_8_mae": 0.10772684961557388,
34
+ "model": "sticm_v5_full",
35
+ "params": 563787,
36
+ "train_seconds": 29.38373899459839
37
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_full/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_full/train_log.json ADDED
@@ -0,0 +1,278 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.0756430625915527,
5
+ "loss_total": 1.0924530029296875,
6
+ "loss_align": 0.2639383375644684,
7
+ "loss_energy": 0.0029475754126906395,
8
+ "loss_reverse": 1.0626416724335286e-07,
9
+ "loss_fold": 0.00019014481222257018,
10
+ "loss_spectral": 0.08073453605175018,
11
+ "loss_ber_budget": 0.0029115588404238224,
12
+ "loss_ber_sparse": 0.004953199066221714,
13
+ "loss_ber_smooth": 0.01632896438241005,
14
+ "loss_gate_budget": 0.0903254821896553,
15
+ "rmse_mean": 1.024571180343628,
16
+ "rmse_last": 1.3497190475463867,
17
+ "mae_mean": 0.8173033595085144,
18
+ "mae_last": 1.070939064025879,
19
+ "spectral_error": 0.07676951959729195,
20
+ "eval_seconds_per_batch": 0.035392194986343384,
21
+ "mean_energy_drift": 0.0041276766860391945,
22
+ "mean_reverse_error": 1.4446913887411483e-07,
23
+ "mean_fold_dyn_error": 0.000293201253953157,
24
+ "gate_closed": 0.5406109690666199,
25
+ "gate_spectral": 0.4674893915653229,
26
+ "gate_ber": 0.4970141351222992,
27
+ "gate_fold": 0.4913189113140106,
28
+ "mean_ber_budget_error": 0.0019240866095060483,
29
+ "mean_ber_strength": 0.006048444454791024,
30
+ "mean_ber_smoothness": 0.016741600120440125,
31
+ "lead_1_rmse": 0.7221002578735352,
32
+ "lead_2_rmse": 0.7875795960426331,
33
+ "lead_3_rmse": 0.8723345994949341,
34
+ "lead_4_rmse": 0.9679713845252991,
35
+ "lead_5_rmse": 1.0678664445877075,
36
+ "lead_6_rmse": 1.167070984840393,
37
+ "lead_7_rmse": 1.261926531791687,
38
+ "lead_8_rmse": 1.3497190475463867,
39
+ "lead_1_mae": 0.5752546787261963,
40
+ "lead_2_mae": 0.6296119093894958,
41
+ "lead_3_mae": 0.6987972259521484,
42
+ "lead_4_mae": 0.7752482891082764,
43
+ "lead_5_mae": 0.8537687659263611,
44
+ "lead_6_mae": 0.9308673143386841,
45
+ "lead_7_mae": 1.0039397478103638,
46
+ "lead_8_mae": 1.070939064025879
47
+ },
48
+ {
49
+ "step": 50,
50
+ "loss_pred": 0.23635733127593994,
51
+ "loss_total": 0.24748891592025757,
52
+ "loss_align": 0.1869160532951355,
53
+ "loss_energy": 0.006080277264118195,
54
+ "loss_reverse": 5.045694138061663e-07,
55
+ "loss_fold": 0.00024183689674828202,
56
+ "loss_spectral": 0.02611970715224743,
57
+ "loss_ber_budget": 0.006472986191511154,
58
+ "loss_ber_sparse": 0.00930146686732769,
59
+ "loss_ber_smooth": 0.011184293776750565,
60
+ "loss_gate_budget": 0.1896241307258606,
61
+ "rmse_mean": 0.506642758846283,
62
+ "rmse_last": 0.625403642654419,
63
+ "mae_mean": 0.39528733491897583,
64
+ "mae_last": 0.5003582239151001,
65
+ "spectral_error": 0.02347199385985732,
66
+ "eval_seconds_per_batch": 0.03103277087211609,
67
+ "mean_energy_drift": 0.007622454548254609,
68
+ "mean_reverse_error": 5.250495522801657e-07,
69
+ "mean_fold_dyn_error": 0.0003023525396201876,
70
+ "gate_closed": 0.8944003582000732,
71
+ "gate_spectral": 0.9345483183860779,
72
+ "gate_ber": 0.5301856398582458,
73
+ "gate_fold": 0.21988487243652344,
74
+ "mean_ber_budget_error": 0.0074020521133206785,
75
+ "mean_ber_strength": 0.009206805843859911,
76
+ "mean_ber_smoothness": 0.011607925640419126,
77
+ "lead_1_rmse": 0.606340229511261,
78
+ "lead_2_rmse": 0.514817476272583,
79
+ "lead_3_rmse": 0.4477297067642212,
80
+ "lead_4_rmse": 0.41630759835243225,
81
+ "lead_5_rmse": 0.42657601833343506,
82
+ "lead_6_rmse": 0.4729820787906647,
83
+ "lead_7_rmse": 0.5429853796958923,
84
+ "lead_8_rmse": 0.625403642654419,
85
+ "lead_1_mae": 0.484203577041626,
86
+ "lead_2_mae": 0.4055040776729584,
87
+ "lead_3_mae": 0.34407687187194824,
88
+ "lead_4_mae": 0.3122265934944153,
89
+ "lead_5_mae": 0.3212498724460602,
90
+ "lead_6_mae": 0.3656456470489502,
91
+ "lead_7_mae": 0.42903390526771545,
92
+ "lead_8_mae": 0.5003582239151001
93
+ },
94
+ {
95
+ "step": 100,
96
+ "loss_pred": 0.06818564236164093,
97
+ "loss_total": 0.07409294694662094,
98
+ "loss_align": 0.08605198562145233,
99
+ "loss_energy": 0.002607211470603943,
100
+ "loss_reverse": 5.934006821917137e-06,
101
+ "loss_fold": 0.00017627092893235385,
102
+ "loss_spectral": 0.017414450645446777,
103
+ "loss_ber_budget": 0.0030742515809834003,
104
+ "loss_ber_sparse": 0.024269884452223778,
105
+ "loss_ber_smooth": 0.027025703340768814,
106
+ "loss_gate_budget": 0.296798437833786,
107
+ "rmse_mean": 0.23616652190685272,
108
+ "rmse_last": 0.3027307391166687,
109
+ "mae_mean": 0.17147797346115112,
110
+ "mae_last": 0.23110297322273254,
111
+ "spectral_error": 0.014764957188162953,
112
+ "eval_seconds_per_batch": 0.031242161989212036,
113
+ "mean_energy_drift": 0.004300452885217965,
114
+ "mean_reverse_error": 5.327437065716367e-06,
115
+ "mean_fold_dyn_error": 0.0001667261103648343,
116
+ "gate_closed": 0.9943668246269226,
117
+ "gate_spectral": 0.9953864812850952,
118
+ "gate_ber": 0.7696623206138611,
119
+ "gate_fold": 0.04893270134925842,
120
+ "mean_ber_budget_error": 0.004548869146674406,
121
+ "mean_ber_strength": 0.023071754374541342,
122
+ "mean_ber_smoothness": 0.026657276321202517,
123
+ "lead_1_rmse": 0.204519122838974,
124
+ "lead_2_rmse": 0.1817196011543274,
125
+ "lead_3_rmse": 0.20383140444755554,
126
+ "lead_4_rmse": 0.23134328424930573,
127
+ "lead_5_rmse": 0.24704644083976746,
128
+ "lead_6_rmse": 0.25317883491516113,
129
+ "lead_7_rmse": 0.264962762594223,
130
+ "lead_8_rmse": 0.3027307391166687,
131
+ "lead_1_mae": 0.14911137521266937,
132
+ "lead_2_mae": 0.12111343443393707,
133
+ "lead_3_mae": 0.14266546070575714,
134
+ "lead_4_mae": 0.1675972044467926,
135
+ "lead_5_mae": 0.1803521066904068,
136
+ "lead_6_mae": 0.18454381823539734,
137
+ "lead_7_mae": 0.19533734023571014,
138
+ "lead_8_mae": 0.23110297322273254
139
+ },
140
+ {
141
+ "step": 150,
142
+ "loss_pred": 0.029731135815382004,
143
+ "loss_total": 0.034315239638090134,
144
+ "loss_align": 0.06508860737085342,
145
+ "loss_energy": 0.0014783279038965702,
146
+ "loss_reverse": 9.165578376268968e-06,
147
+ "loss_fold": 0.00010757263225968927,
148
+ "loss_spectral": 0.01098607387393713,
149
+ "loss_ber_budget": 0.00236095255240798,
150
+ "loss_ber_sparse": 0.027732636779546738,
151
+ "loss_ber_smooth": 0.029964100569486618,
152
+ "loss_gate_budget": 0.2951419949531555,
153
+ "rmse_mean": 0.16512587666511536,
154
+ "rmse_last": 0.21033592522144318,
155
+ "mae_mean": 0.12110565602779388,
156
+ "mae_last": 0.16006878018379211,
157
+ "spectral_error": 0.009726930438773707,
158
+ "eval_seconds_per_batch": 0.031501591205596924,
159
+ "mean_energy_drift": 0.001870917243650183,
160
+ "mean_reverse_error": 9.052493794570182e-06,
161
+ "mean_fold_dyn_error": 0.00011567746287255432,
162
+ "gate_closed": 0.9906197190284729,
163
+ "gate_spectral": 0.9916191697120667,
164
+ "gate_ber": 0.7795383334159851,
165
+ "gate_fold": 0.06375465542078018,
166
+ "mean_ber_budget_error": 0.002785013748507481,
167
+ "mean_ber_strength": 0.027436425792984664,
168
+ "mean_ber_smoothness": 0.030705213197506964,
169
+ "lead_1_rmse": 0.18625366687774658,
170
+ "lead_2_rmse": 0.13526327908039093,
171
+ "lead_3_rmse": 0.13532978296279907,
172
+ "lead_4_rmse": 0.15138013660907745,
173
+ "lead_5_rmse": 0.16149625182151794,
174
+ "lead_6_rmse": 0.16545137763023376,
175
+ "lead_7_rmse": 0.1754966825246811,
176
+ "lead_8_rmse": 0.21033592522144318,
177
+ "lead_1_mae": 0.14539408683776855,
178
+ "lead_2_mae": 0.09809984266757965,
179
+ "lead_3_mae": 0.09603404998779297,
180
+ "lead_4_mae": 0.10900695621967316,
181
+ "lead_5_mae": 0.11606162786483765,
182
+ "lead_6_mae": 0.11759696900844574,
183
+ "lead_7_mae": 0.12658292055130005,
184
+ "lead_8_mae": 0.16006878018379211
185
+ },
186
+ {
187
+ "step": 200,
188
+ "loss_pred": 0.014360811561346054,
189
+ "loss_total": 0.016530459746718407,
190
+ "loss_align": 0.024136880412697792,
191
+ "loss_energy": 0.0009286152198910713,
192
+ "loss_reverse": 1.000526208372321e-05,
193
+ "loss_fold": 8.347249240614474e-05,
194
+ "loss_spectral": 0.005611706990748644,
195
+ "loss_ber_budget": 0.0014189062640070915,
196
+ "loss_ber_sparse": 0.02429274469614029,
197
+ "loss_ber_smooth": 0.025660201907157898,
198
+ "loss_gate_budget": 0.2519419193267822,
199
+ "rmse_mean": 0.12076189368963242,
200
+ "rmse_last": 0.15823444724082947,
201
+ "mae_mean": 0.09203220903873444,
202
+ "mae_last": 0.1241995170712471,
203
+ "spectral_error": 0.00521983097132761,
204
+ "eval_seconds_per_batch": 0.030576974153518677,
205
+ "mean_energy_drift": 0.0006601460190722719,
206
+ "mean_reverse_error": 1.0448620344050141e-05,
207
+ "mean_fold_dyn_error": 8.911678150980151e-05,
208
+ "gate_closed": 0.9718247056007385,
209
+ "gate_spectral": 0.9645270109176636,
210
+ "gate_ber": 0.679330587387085,
211
+ "gate_fold": 0.0711430013179779,
212
+ "mean_ber_budget_error": 0.000741845833545085,
213
+ "mean_ber_strength": 0.024308976717293262,
214
+ "mean_ber_smoothness": 0.025823417236097157,
215
+ "lead_1_rmse": 0.12847264111042023,
216
+ "lead_2_rmse": 0.09367300570011139,
217
+ "lead_3_rmse": 0.10164645314216614,
218
+ "lead_4_rmse": 0.11595503985881805,
219
+ "lead_5_rmse": 0.12192638218402863,
220
+ "lead_6_rmse": 0.12088881433010101,
221
+ "lead_7_rmse": 0.12529832124710083,
222
+ "lead_8_rmse": 0.15823444724082947,
223
+ "lead_1_mae": 0.10061759501695633,
224
+ "lead_2_mae": 0.06919923424720764,
225
+ "lead_3_mae": 0.07603782415390015,
226
+ "lead_4_mae": 0.08776313066482544,
227
+ "lead_5_mae": 0.09217772632837296,
228
+ "lead_6_mae": 0.09100527316331863,
229
+ "lead_7_mae": 0.09525737166404724,
230
+ "lead_8_mae": 0.1241995170712471
231
+ },
232
+ {
233
+ "step": 250,
234
+ "loss_pred": 0.018492773175239563,
235
+ "loss_total": 0.0204300619661808,
236
+ "loss_align": 0.021989965811371803,
237
+ "loss_energy": 0.0010737464763224125,
238
+ "loss_reverse": 1.4019407899468206e-05,
239
+ "loss_fold": 8.330823038704693e-05,
240
+ "loss_spectral": 0.0025336260441690683,
241
+ "loss_ber_budget": 0.00110604427754879,
242
+ "loss_ber_sparse": 0.024939782917499542,
243
+ "loss_ber_smooth": 0.02647550031542778,
244
+ "loss_gate_budget": 0.25320979952812195,
245
+ "rmse_mean": 0.11634978652000427,
246
+ "rmse_last": 0.14177466928958893,
247
+ "mae_mean": 0.09001261740922928,
248
+ "mae_last": 0.1108260527253151,
249
+ "spectral_error": 0.003907876074663363,
250
+ "eval_seconds_per_batch": 0.04401247203350067,
251
+ "mean_energy_drift": 0.0005445242568384856,
252
+ "mean_reverse_error": 1.589371680665863e-05,
253
+ "mean_fold_dyn_error": 9.261762716050725e-05,
254
+ "gate_closed": 0.9838928580284119,
255
+ "gate_spectral": 0.9708428978919983,
256
+ "gate_ber": 0.6854583621025085,
257
+ "gate_fold": 0.03763886168599129,
258
+ "mean_ber_budget_error": 0.0007013801878201775,
259
+ "mean_ber_strength": 0.025256962864659727,
260
+ "mean_ber_smoothness": 0.026601532590575516,
261
+ "lead_1_rmse": 0.10622269660234451,
262
+ "lead_2_rmse": 0.09178195893764496,
263
+ "lead_3_rmse": 0.10486529767513275,
264
+ "lead_4_rmse": 0.11799854785203934,
265
+ "lead_5_rmse": 0.12360508739948273,
266
+ "lead_6_rmse": 0.12243546545505524,
267
+ "lead_7_rmse": 0.12211459875106812,
268
+ "lead_8_rmse": 0.14177466928958893,
269
+ "lead_1_mae": 0.08222970366477966,
270
+ "lead_2_mae": 0.07010017335414886,
271
+ "lead_3_mae": 0.08126150816679001,
272
+ "lead_4_mae": 0.09167180210351944,
273
+ "lead_5_mae": 0.09574198722839355,
274
+ "lead_6_mae": 0.09427429735660553,
275
+ "lead_7_mae": 0.09399539232254028,
276
+ "lead_8_mae": 0.1108260527253151
277
+ }
278
+ ]
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_ber/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:76ebf7347c1a7f3508356d84c970b96592683796d0dacdc96b3d76953ecb81a2
3
+ size 2813877
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_ber/metrics.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.12230516970157623,
3
+ "rmse_last": 0.16288183629512787,
4
+ "mae_mean": 0.09729142487049103,
5
+ "mae_last": 0.12976165115833282,
6
+ "spectral_error": 0.0038570506125688553,
7
+ "eval_seconds_per_batch": 0.03235496520996094,
8
+ "mean_energy_drift": 0.0015326575725339354,
9
+ "mean_reverse_error": 5.384019923440064e-06,
10
+ "mean_fold_dyn_error": 8.308870572363958e-05,
11
+ "gate_closed": 0.9830273389816284,
12
+ "gate_spectral": 0.974965512752533,
13
+ "gate_ber": 0.0,
14
+ "gate_fold": 0.05540664121508598,
15
+ "mean_ber_budget_error": 0.0016338127327617258,
16
+ "mean_ber_strength": 0.006429464668035507,
17
+ "mean_ber_smoothness": 0.02059303417801857,
18
+ "lead_1_rmse": 0.11249541491270065,
19
+ "lead_2_rmse": 0.0978073999285698,
20
+ "lead_3_rmse": 0.11001311987638474,
21
+ "lead_4_rmse": 0.11966757476329803,
22
+ "lead_5_rmse": 0.12222155928611755,
23
+ "lead_6_rmse": 0.12262140959501266,
24
+ "lead_7_rmse": 0.13073310256004333,
25
+ "lead_8_rmse": 0.16288183629512787,
26
+ "lead_1_mae": 0.08837781846523285,
27
+ "lead_2_mae": 0.07791199535131454,
28
+ "lead_3_mae": 0.08839351683855057,
29
+ "lead_4_mae": 0.0959237590432167,
30
+ "lead_5_mae": 0.09739072620868683,
31
+ "lead_6_mae": 0.09708140045404434,
32
+ "lead_7_mae": 0.10349052399396896,
33
+ "lead_8_mae": 0.12976165115833282,
34
+ "model": "sticm_v5_no_ber",
35
+ "params": 563787,
36
+ "train_seconds": 29.499062299728394
37
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_no_ber/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_ber/train_log.json ADDED
@@ -0,0 +1,278 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.110379695892334,
5
+ "loss_total": 1.126243233680725,
6
+ "loss_align": 0.23736640810966492,
7
+ "loss_energy": 0.0027519473806023598,
8
+ "loss_reverse": 6.377526506895492e-09,
9
+ "loss_fold": 0.00015747957513667643,
10
+ "loss_spectral": 0.0956040546298027,
11
+ "loss_ber_budget": 0.0,
12
+ "loss_ber_sparse": 0.0,
13
+ "loss_ber_smooth": 0.0,
14
+ "loss_gate_budget": 0.07056029140949249,
15
+ "rmse_mean": 1.5479439496994019,
16
+ "rmse_last": 1.69785475730896,
17
+ "mae_mean": 1.2798950672149658,
18
+ "mae_last": 1.3700523376464844,
19
+ "spectral_error": 0.12570867221802473,
20
+ "eval_seconds_per_batch": 0.03203164041042328,
21
+ "mean_energy_drift": 0.005977488763164729,
22
+ "mean_reverse_error": 4.920534035779411e-09,
23
+ "mean_fold_dyn_error": 0.00023987732583918842,
24
+ "gate_closed": 0.5360288619995117,
25
+ "gate_spectral": 0.4943971335887909,
26
+ "gate_ber": 0.0,
27
+ "gate_fold": 0.48871514201164246,
28
+ "mean_ber_budget_error": 0.006005112692946568,
29
+ "mean_ber_strength": 0.006110596703365445,
30
+ "mean_ber_smoothness": 0.020469396840780973,
31
+ "lead_1_rmse": 1.4274202585220337,
32
+ "lead_2_rmse": 1.448000431060791,
33
+ "lead_3_rmse": 1.478104829788208,
34
+ "lead_4_rmse": 1.5158377885818481,
35
+ "lead_5_rmse": 1.5589762926101685,
36
+ "lead_6_rmse": 1.6051819324493408,
37
+ "lead_7_rmse": 1.6521751880645752,
38
+ "lead_8_rmse": 1.69785475730896,
39
+ "lead_1_mae": 1.2025867700576782,
40
+ "lead_2_mae": 1.2170913219451904,
41
+ "lead_3_mae": 1.2373137474060059,
42
+ "lead_4_mae": 1.2619050741195679,
43
+ "lead_5_mae": 1.2890019416809082,
44
+ "lead_6_mae": 1.3169033527374268,
45
+ "lead_7_mae": 1.344305396080017,
46
+ "lead_8_mae": 1.3700523376464844
47
+ },
48
+ {
49
+ "step": 50,
50
+ "loss_pred": 0.1543072909116745,
51
+ "loss_total": 0.16177667677402496,
52
+ "loss_align": 0.11370742321014404,
53
+ "loss_energy": 0.026703564450144768,
54
+ "loss_reverse": 4.1564857156117796e-07,
55
+ "loss_fold": 0.00022089152480475605,
56
+ "loss_spectral": 0.02696921117603779,
57
+ "loss_ber_budget": 0.0,
58
+ "loss_ber_sparse": 0.0,
59
+ "loss_ber_smooth": 0.0,
60
+ "loss_gate_budget": 0.21744981408119202,
61
+ "rmse_mean": 0.4018489122390747,
62
+ "rmse_last": 0.4551093876361847,
63
+ "mae_mean": 0.31219249963760376,
64
+ "mae_last": 0.35393908619880676,
65
+ "spectral_error": 0.02119192632380873,
66
+ "eval_seconds_per_batch": 0.031485989689826965,
67
+ "mean_energy_drift": 0.01738999388180673,
68
+ "mean_reverse_error": 4.0888324726040537e-07,
69
+ "mean_fold_dyn_error": 0.00025363747681694804,
70
+ "gate_closed": 0.9894289374351501,
71
+ "gate_spectral": 0.9913135766983032,
72
+ "gate_ber": 0.0,
73
+ "gate_fold": 0.021940769627690315,
74
+ "mean_ber_budget_error": 0.018255994538776577,
75
+ "mean_ber_strength": 0.006471924367360771,
76
+ "mean_ber_smoothness": 0.02109010925050825,
77
+ "lead_1_rmse": 0.45290476083755493,
78
+ "lead_2_rmse": 0.3843764066696167,
79
+ "lead_3_rmse": 0.35623398423194885,
80
+ "lead_4_rmse": 0.3594242036342621,
81
+ "lead_5_rmse": 0.3784000277519226,
82
+ "lead_6_rmse": 0.40188726782798767,
83
+ "lead_7_rmse": 0.4264550805091858,
84
+ "lead_8_rmse": 0.4551093876361847,
85
+ "lead_1_mae": 0.36196985840797424,
86
+ "lead_2_mae": 0.30270326137542725,
87
+ "lead_3_mae": 0.2761048376560211,
88
+ "lead_4_mae": 0.27583548426628113,
89
+ "lead_5_mae": 0.2896808385848999,
90
+ "lead_6_mae": 0.308400422334671,
91
+ "lead_7_mae": 0.3289063572883606,
92
+ "lead_8_mae": 0.35393908619880676
93
+ },
94
+ {
95
+ "step": 100,
96
+ "loss_pred": 0.04277442395687103,
97
+ "loss_total": 0.04850787669420242,
98
+ "loss_align": 0.09456504881381989,
99
+ "loss_energy": 0.005679701454937458,
100
+ "loss_reverse": 1.6379362932639197e-06,
101
+ "loss_fold": 0.00011015989002771676,
102
+ "loss_spectral": 0.012447082437574863,
103
+ "loss_ber_budget": 0.0,
104
+ "loss_ber_sparse": 0.0,
105
+ "loss_ber_smooth": 0.0,
106
+ "loss_gate_budget": 0.2244250774383545,
107
+ "rmse_mean": 0.2871556282043457,
108
+ "rmse_last": 0.33956378698349,
109
+ "mae_mean": 0.23960120975971222,
110
+ "mae_last": 0.27674970030784607,
111
+ "spectral_error": 0.022677320055663586,
112
+ "eval_seconds_per_batch": 0.04310688376426697,
113
+ "mean_energy_drift": 0.0054937442764639854,
114
+ "mean_reverse_error": 1.7243894632201773e-06,
115
+ "mean_fold_dyn_error": 0.0001279345606235438,
116
+ "gate_closed": 0.9969854354858398,
117
+ "gate_spectral": 0.9967554807662964,
118
+ "gate_ber": 0.0,
119
+ "gate_fold": 0.021498048678040504,
120
+ "mean_ber_budget_error": 0.005977771579637192,
121
+ "mean_ber_strength": 0.006457317795138806,
122
+ "mean_ber_smoothness": 0.020848450483754277,
123
+ "lead_1_rmse": 0.2790411710739136,
124
+ "lead_2_rmse": 0.2466607540845871,
125
+ "lead_3_rmse": 0.2560974955558777,
126
+ "lead_4_rmse": 0.27689698338508606,
127
+ "lead_5_rmse": 0.29145151376724243,
128
+ "lead_6_rmse": 0.2985857427120209,
129
+ "lead_7_rmse": 0.3089475929737091,
130
+ "lead_8_rmse": 0.33956378698349,
131
+ "lead_1_mae": 0.2274458259344101,
132
+ "lead_2_mae": 0.21007713675498962,
133
+ "lead_3_mae": 0.2201307862997055,
134
+ "lead_4_mae": 0.2337471842765808,
135
+ "lead_5_mae": 0.24371051788330078,
136
+ "lead_6_mae": 0.24914146959781647,
137
+ "lead_7_mae": 0.2558070123195648,
138
+ "lead_8_mae": 0.27674970030784607
139
+ },
140
+ {
141
+ "step": 150,
142
+ "loss_pred": 0.026023510843515396,
143
+ "loss_total": 0.029594365507364273,
144
+ "loss_align": 0.05657024681568146,
145
+ "loss_energy": 0.003806149121373892,
146
+ "loss_reverse": 2.4171406494133407e-06,
147
+ "loss_fold": 8.776623144512996e-05,
148
+ "loss_spectral": 0.006617008708417416,
149
+ "loss_ber_budget": 0.0,
150
+ "loss_ber_sparse": 0.0,
151
+ "loss_ber_smooth": 0.0,
152
+ "loss_gate_budget": 0.21913033723831177,
153
+ "rmse_mean": 0.1467561572790146,
154
+ "rmse_last": 0.20187385380268097,
155
+ "mae_mean": 0.10922718048095703,
156
+ "mae_last": 0.15643717348575592,
157
+ "spectral_error": 0.007260976635734551,
158
+ "eval_seconds_per_batch": 0.03392213582992554,
159
+ "mean_energy_drift": 0.002516654916689731,
160
+ "mean_reverse_error": 2.8278455914687584e-06,
161
+ "mean_fold_dyn_error": 9.833350213739322e-05,
162
+ "gate_closed": 0.9906066656112671,
163
+ "gate_spectral": 0.9894852638244629,
164
+ "gate_ber": 0.0,
165
+ "gate_fold": 0.05776030942797661,
166
+ "mean_ber_budget_error": 0.002653905536135426,
167
+ "mean_ber_strength": 0.006229036283912137,
168
+ "mean_ber_smoothness": 0.020726317772641778,
169
+ "lead_1_rmse": 0.16584676504135132,
170
+ "lead_2_rmse": 0.11518155783414841,
171
+ "lead_3_rmse": 0.11496774852275848,
172
+ "lead_4_rmse": 0.12944169342517853,
173
+ "lead_5_rmse": 0.13945253193378448,
174
+ "lead_6_rmse": 0.14619992673397064,
175
+ "lead_7_rmse": 0.16108515858650208,
176
+ "lead_8_rmse": 0.20187385380268097,
177
+ "lead_1_mae": 0.13110005855560303,
178
+ "lead_2_mae": 0.08529601991176605,
179
+ "lead_3_mae": 0.08280867338180542,
180
+ "lead_4_mae": 0.09382367134094238,
181
+ "lead_5_mae": 0.10045292228460312,
182
+ "lead_6_mae": 0.10495969653129578,
183
+ "lead_7_mae": 0.11893921345472336,
184
+ "lead_8_mae": 0.15643717348575592
185
+ },
186
+ {
187
+ "step": 200,
188
+ "loss_pred": 0.009959638118743896,
189
+ "loss_total": 0.011914156377315521,
190
+ "loss_align": 0.02805027924478054,
191
+ "loss_energy": 0.002285066293552518,
192
+ "loss_reverse": 3.363082214491442e-06,
193
+ "loss_fold": 8.020839595701545e-05,
194
+ "loss_spectral": 0.0025712831411510706,
195
+ "loss_ber_budget": 0.0,
196
+ "loss_ber_sparse": 0.0,
197
+ "loss_ber_smooth": 0.0,
198
+ "loss_gate_budget": 0.2125324159860611,
199
+ "rmse_mean": 0.11467903107404709,
200
+ "rmse_last": 0.16411447525024414,
201
+ "mae_mean": 0.0877678170800209,
202
+ "mae_last": 0.12974423170089722,
203
+ "spectral_error": 0.003975168685428798,
204
+ "eval_seconds_per_batch": 0.04048040509223938,
205
+ "mean_energy_drift": 0.002497637950000353,
206
+ "mean_reverse_error": 4.121748801821923e-06,
207
+ "mean_fold_dyn_error": 8.362927928828867e-05,
208
+ "gate_closed": 0.9828752279281616,
209
+ "gate_spectral": 0.9773637652397156,
210
+ "gate_ber": 0.0,
211
+ "gate_fold": 0.059507373720407486,
212
+ "mean_ber_budget_error": 0.002850106822734233,
213
+ "mean_ber_strength": 0.006366818706737831,
214
+ "mean_ber_smoothness": 0.020633560605347157,
215
+ "lead_1_rmse": 0.12301002442836761,
216
+ "lead_2_rmse": 0.08270097523927689,
217
+ "lead_3_rmse": 0.08552348613739014,
218
+ "lead_4_rmse": 0.09863542020320892,
219
+ "lead_5_rmse": 0.11063753068447113,
220
+ "lead_6_rmse": 0.12039458751678467,
221
+ "lead_7_rmse": 0.13241571187973022,
222
+ "lead_8_rmse": 0.16411447525024414,
223
+ "lead_1_mae": 0.09733279049396515,
224
+ "lead_2_mae": 0.06194460764527321,
225
+ "lead_3_mae": 0.06321357190608978,
226
+ "lead_4_mae": 0.07384200394153595,
227
+ "lead_5_mae": 0.08324168622493744,
228
+ "lead_6_mae": 0.09097126126289368,
229
+ "lead_7_mae": 0.1018524169921875,
230
+ "lead_8_mae": 0.12974423170089722
231
+ },
232
+ {
233
+ "step": 250,
234
+ "loss_pred": 0.007946285419166088,
235
+ "loss_total": 0.009649966843426228,
236
+ "loss_align": 0.023348640650510788,
237
+ "loss_energy": 0.002050994895398617,
238
+ "loss_reverse": 5.343506927601993e-06,
239
+ "loss_fold": 7.397314766421914e-05,
240
+ "loss_spectral": 0.002209937432780862,
241
+ "loss_ber_budget": 0.0,
242
+ "loss_ber_sparse": 0.0,
243
+ "loss_ber_smooth": 0.0,
244
+ "loss_gate_budget": 0.21309000253677368,
245
+ "rmse_mean": 0.12612879276275635,
246
+ "rmse_last": 0.17239762842655182,
247
+ "mae_mean": 0.10001480579376221,
248
+ "mae_last": 0.13710038363933563,
249
+ "spectral_error": 0.0041324705962324515,
250
+ "eval_seconds_per_batch": 0.03204679489135742,
251
+ "mean_energy_drift": 0.0013965551042929292,
252
+ "mean_reverse_error": 5.84519918334081e-06,
253
+ "mean_fold_dyn_error": 8.112761088341358e-05,
254
+ "gate_closed": 0.9840137958526611,
255
+ "gate_spectral": 0.9762985706329346,
256
+ "gate_ber": 0.0,
257
+ "gate_fold": 0.053031083196401596,
258
+ "mean_ber_budget_error": 0.0016193562387343263,
259
+ "mean_ber_strength": 0.006427292508305982,
260
+ "mean_ber_smoothness": 0.020594083704054356,
261
+ "lead_1_rmse": 0.11554501205682755,
262
+ "lead_2_rmse": 0.09894455969333649,
263
+ "lead_3_rmse": 0.11210948973894119,
264
+ "lead_4_rmse": 0.12236537039279938,
265
+ "lead_5_rmse": 0.12502488493919373,
266
+ "lead_6_rmse": 0.12614531815052032,
267
+ "lead_7_rmse": 0.13649806380271912,
268
+ "lead_8_rmse": 0.17239762842655182,
269
+ "lead_1_mae": 0.09072712063789368,
270
+ "lead_2_mae": 0.07830015569925308,
271
+ "lead_3_mae": 0.0897248163819313,
272
+ "lead_4_mae": 0.09777450561523438,
273
+ "lead_5_mae": 0.09925924241542816,
274
+ "lead_6_mae": 0.09946807473897934,
275
+ "lead_7_mae": 0.10776416212320328,
276
+ "lead_8_mae": 0.13710038363933563
277
+ }
278
+ ]
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_folding/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bfb53bc3bd265796bafb529360dc935b5aa530adb1770aa0c4df5e6a3a690ac2
3
+ size 2813877
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_folding/metrics.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.08839182555675507,
3
+ "rmse_last": 0.12014340609312057,
4
+ "mae_mean": 0.0677429735660553,
5
+ "mae_last": 0.09491284191608429,
6
+ "spectral_error": 0.0019062193017452954,
7
+ "eval_seconds_per_batch": 0.036140975952148435,
8
+ "mean_energy_drift": 0.001090119704604149,
9
+ "mean_reverse_error": 8.865703584888251e-06,
10
+ "mean_fold_dyn_error": 0.0014917266089469194,
11
+ "gate_closed": 0.9821056127548218,
12
+ "gate_spectral": 0.9728848934173584,
13
+ "gate_ber": 0.5295224189758301,
14
+ "gate_fold": 0.0,
15
+ "mean_ber_budget_error": 0.0009878960996866227,
16
+ "mean_ber_strength": 0.020433358252048492,
17
+ "mean_ber_smoothness": 0.019024907648563384,
18
+ "lead_1_rmse": 0.08398281037807465,
19
+ "lead_2_rmse": 0.06395571678876877,
20
+ "lead_3_rmse": 0.07415983825922012,
21
+ "lead_4_rmse": 0.08580789715051651,
22
+ "lead_5_rmse": 0.0913805365562439,
23
+ "lead_6_rmse": 0.09203339368104935,
24
+ "lead_7_rmse": 0.09567102789878845,
25
+ "lead_8_rmse": 0.12014340609312057,
26
+ "lead_1_mae": 0.06517621129751205,
27
+ "lead_2_mae": 0.04758854955434799,
28
+ "lead_3_mae": 0.05595213919878006,
29
+ "lead_4_mae": 0.06525424867868423,
30
+ "lead_5_mae": 0.06955640017986298,
31
+ "lead_6_mae": 0.07000525295734406,
32
+ "lead_7_mae": 0.07349810749292374,
33
+ "lead_8_mae": 0.09491284191608429,
34
+ "model": "sticm_v5_no_folding",
35
+ "params": 563787,
36
+ "train_seconds": 30.469767570495605
37
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_no_folding/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_folding/train_log.json ADDED
@@ -0,0 +1,278 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.140615463256836,
5
+ "loss_total": 1.1550877094268799,
6
+ "loss_align": 0.2190265655517578,
7
+ "loss_energy": 0.004283142276108265,
8
+ "loss_reverse": 1.2792955317308952e-07,
9
+ "loss_fold": 0.0,
10
+ "loss_spectral": 0.07950279116630554,
11
+ "loss_ber_budget": 0.0040826741605997086,
12
+ "loss_ber_sparse": 0.005185491871088743,
13
+ "loss_ber_smooth": 0.015773773193359375,
14
+ "loss_gate_budget": 0.04349564388394356,
15
+ "rmse_mean": 1.0254652500152588,
16
+ "rmse_last": 1.152025818824768,
17
+ "mae_mean": 0.8203779458999634,
18
+ "mae_last": 0.9213906526565552,
19
+ "spectral_error": 0.07644287450239062,
20
+ "eval_seconds_per_batch": 0.032221272587776184,
21
+ "mean_energy_drift": 0.005088037374662235,
22
+ "mean_reverse_error": 2.0475990236690222e-07,
23
+ "mean_fold_dyn_error": 0.0002921339701060788,
24
+ "gate_closed": 0.535532534122467,
25
+ "gate_spectral": 0.5356343388557434,
26
+ "gate_ber": 0.5204505324363708,
27
+ "gate_fold": 0.0,
28
+ "mean_ber_budget_error": 0.003374928666744381,
29
+ "mean_ber_strength": 0.0066255002457182854,
30
+ "mean_ber_smoothness": 0.016191046684980392,
31
+ "lead_1_rmse": 0.9189311861991882,
32
+ "lead_2_rmse": 0.9376689791679382,
33
+ "lead_3_rmse": 0.9653169512748718,
34
+ "lead_4_rmse": 0.9994509220123291,
35
+ "lead_5_rmse": 1.0375021696090698,
36
+ "lead_6_rmse": 1.077017068862915,
37
+ "lead_7_rmse": 1.1158087253570557,
38
+ "lead_8_rmse": 1.152025818824768,
39
+ "lead_1_mae": 0.7333515286445618,
40
+ "lead_2_mae": 0.7494992613792419,
41
+ "lead_3_mae": 0.7724869847297668,
42
+ "lead_4_mae": 0.8002978563308716,
43
+ "lead_5_mae": 0.8308467864990234,
44
+ "lead_6_mae": 0.8622646927833557,
45
+ "lead_7_mae": 0.8928858041763306,
46
+ "lead_8_mae": 0.9213906526565552
47
+ },
48
+ {
49
+ "step": 50,
50
+ "loss_pred": 0.13724316656589508,
51
+ "loss_total": 0.14732494950294495,
52
+ "loss_align": 0.15558718144893646,
53
+ "loss_energy": 0.009099039249122143,
54
+ "loss_reverse": 1.4026544704393018e-05,
55
+ "loss_fold": 0.0,
56
+ "loss_spectral": 0.023019172251224518,
57
+ "loss_ber_budget": 0.008627466857433319,
58
+ "loss_ber_sparse": 0.0364379808306694,
59
+ "loss_ber_smooth": 0.05226954072713852,
60
+ "loss_gate_budget": 0.34301263093948364,
61
+ "rmse_mean": 0.3778042793273926,
62
+ "rmse_last": 0.48475295305252075,
63
+ "mae_mean": 0.2898995280265808,
64
+ "mae_last": 0.3818768262863159,
65
+ "spectral_error": 0.024834697018377483,
66
+ "eval_seconds_per_batch": 0.0328204482793808,
67
+ "mean_energy_drift": 0.009459827211685479,
68
+ "mean_reverse_error": 1.543520954783162e-05,
69
+ "mean_fold_dyn_error": 0.0032283152104355395,
70
+ "gate_closed": 0.9928910732269287,
71
+ "gate_spectral": 0.9992178678512573,
72
+ "gate_ber": 0.9372632503509521,
73
+ "gate_fold": 0.0,
74
+ "mean_ber_budget_error": 0.008372434982447885,
75
+ "mean_ber_strength": 0.03710663691163063,
76
+ "mean_ber_smoothness": 0.05464907200075686,
77
+ "lead_1_rmse": 0.39856863021850586,
78
+ "lead_2_rmse": 0.3322593867778778,
79
+ "lead_3_rmse": 0.3079552948474884,
80
+ "lead_4_rmse": 0.3195968568325043,
81
+ "lead_5_rmse": 0.3517131209373474,
82
+ "lead_6_rmse": 0.3918735086917877,
83
+ "lead_7_rmse": 0.4357145130634308,
84
+ "lead_8_rmse": 0.48475295305252075,
85
+ "lead_1_mae": 0.31554335355758667,
86
+ "lead_2_mae": 0.25334489345550537,
87
+ "lead_3_mae": 0.22662679851055145,
88
+ "lead_4_mae": 0.23633870482444763,
89
+ "lead_5_mae": 0.265379935503006,
90
+ "lead_6_mae": 0.3008948266506195,
91
+ "lead_7_mae": 0.3391910791397095,
92
+ "lead_8_mae": 0.3818768262863159
93
+ },
94
+ {
95
+ "step": 100,
96
+ "loss_pred": 0.049259454011917114,
97
+ "loss_total": 0.05605505406856537,
98
+ "loss_align": 0.10334920883178711,
99
+ "loss_energy": 0.0030933567322790623,
100
+ "loss_reverse": 1.4546181773766875e-05,
101
+ "loss_fold": 0.0,
102
+ "loss_spectral": 0.010814767330884933,
103
+ "loss_ber_budget": 0.005279510747641325,
104
+ "loss_ber_sparse": 0.03450654447078705,
105
+ "loss_ber_smooth": 0.05136362835764885,
106
+ "loss_gate_budget": 0.3437846899032593,
107
+ "rmse_mean": 0.2152453362941742,
108
+ "rmse_last": 0.26495349407196045,
109
+ "mae_mean": 0.16378153860569,
110
+ "mae_last": 0.20668205618858337,
111
+ "spectral_error": 0.010634621721692383,
112
+ "eval_seconds_per_batch": 0.03242579102516174,
113
+ "mean_energy_drift": 0.0026672264793887734,
114
+ "mean_reverse_error": 1.4136813035747764e-05,
115
+ "mean_fold_dyn_error": 0.0035930980957346037,
116
+ "gate_closed": 0.9948633313179016,
117
+ "gate_spectral": 0.9989094734191895,
118
+ "gate_ber": 0.9170454144477844,
119
+ "gate_fold": 0.0,
120
+ "mean_ber_budget_error": 0.004097890527191339,
121
+ "mean_ber_strength": 0.03450192231684923,
122
+ "mean_ber_smoothness": 0.05133843584917486,
123
+ "lead_1_rmse": 0.20999009907245636,
124
+ "lead_2_rmse": 0.17586898803710938,
125
+ "lead_3_rmse": 0.1847085952758789,
126
+ "lead_4_rmse": 0.204886332154274,
127
+ "lead_5_rmse": 0.21903038024902344,
128
+ "lead_6_rmse": 0.22628839313983917,
129
+ "lead_7_rmse": 0.23623648285865784,
130
+ "lead_8_rmse": 0.26495349407196045,
131
+ "lead_1_mae": 0.16321654617786407,
132
+ "lead_2_mae": 0.13082848489284515,
133
+ "lead_3_mae": 0.1375827193260193,
134
+ "lead_4_mae": 0.15455254912376404,
135
+ "lead_5_mae": 0.16583649814128876,
136
+ "lead_6_mae": 0.17130574584007263,
137
+ "lead_7_mae": 0.1802477240562439,
138
+ "lead_8_mae": 0.20668205618858337
139
+ },
140
+ {
141
+ "step": 150,
142
+ "loss_pred": 0.022420208901166916,
143
+ "loss_total": 0.025609105825424194,
144
+ "loss_align": 0.043149128556251526,
145
+ "loss_energy": 0.0014980114065110683,
146
+ "loss_reverse": 7.33835986466147e-06,
147
+ "loss_fold": 0.0,
148
+ "loss_spectral": 0.005702342372387648,
149
+ "loss_ber_budget": 0.0011826014379039407,
150
+ "loss_ber_sparse": 0.025226838886737823,
151
+ "loss_ber_smooth": 0.02675069309771061,
152
+ "loss_gate_budget": 0.2828714847564697,
153
+ "rmse_mean": 0.13547779619693756,
154
+ "rmse_last": 0.19653140008449554,
155
+ "mae_mean": 0.10344728827476501,
156
+ "mae_last": 0.15470045804977417,
157
+ "spectral_error": 0.005604206075076945,
158
+ "eval_seconds_per_batch": 0.04010346531867981,
159
+ "mean_energy_drift": 0.0015727863210486248,
160
+ "mean_reverse_error": 7.630994332430419e-06,
161
+ "mean_fold_dyn_error": 0.0022328459381242283,
162
+ "gate_closed": 0.986115574836731,
163
+ "gate_spectral": 0.9909265041351318,
164
+ "gate_ber": 0.7390954494476318,
165
+ "gate_fold": 0.0,
166
+ "mean_ber_budget_error": 0.0013183642440708354,
167
+ "mean_ber_strength": 0.025100008002482355,
168
+ "mean_ber_smoothness": 0.026808877009898424,
169
+ "lead_1_rmse": 0.14460986852645874,
170
+ "lead_2_rmse": 0.0982576534152031,
171
+ "lead_3_rmse": 0.10068614035844803,
172
+ "lead_4_rmse": 0.11645197868347168,
173
+ "lead_5_rmse": 0.12935645878314972,
174
+ "lead_6_rmse": 0.140394389629364,
175
+ "lead_7_rmse": 0.15753450989723206,
176
+ "lead_8_rmse": 0.19653140008449554,
177
+ "lead_1_mae": 0.1149718388915062,
178
+ "lead_2_mae": 0.073992058634758,
179
+ "lead_3_mae": 0.07458620518445969,
180
+ "lead_4_mae": 0.0868234857916832,
181
+ "lead_5_mae": 0.09658145159482956,
182
+ "lead_6_mae": 0.10541019588708878,
183
+ "lead_7_mae": 0.12051262706518173,
184
+ "lead_8_mae": 0.15470045804977417
185
+ },
186
+ {
187
+ "step": 200,
188
+ "loss_pred": 0.030487829819321632,
189
+ "loss_total": 0.03264971822500229,
190
+ "loss_align": 0.027641963213682175,
191
+ "loss_energy": 0.0007290435023605824,
192
+ "loss_reverse": 6.7380447035247926e-06,
193
+ "loss_fold": 0.0,
194
+ "loss_spectral": 0.0031552931759506464,
195
+ "loss_ber_budget": 0.0007135160267353058,
196
+ "loss_ber_sparse": 0.021361835300922394,
197
+ "loss_ber_smooth": 0.02147670090198517,
198
+ "loss_gate_budget": 0.2356848418712616,
199
+ "rmse_mean": 0.13577419519424438,
200
+ "rmse_last": 0.17281761765480042,
201
+ "mae_mean": 0.1079539954662323,
202
+ "mae_last": 0.13810496032238007,
203
+ "spectral_error": 0.006258790759602562,
204
+ "eval_seconds_per_batch": 0.030926808714866638,
205
+ "mean_energy_drift": 0.00126662477850914,
206
+ "mean_reverse_error": 7.602999943401301e-06,
207
+ "mean_fold_dyn_error": 0.0017641063896007836,
208
+ "gate_closed": 0.9828303456306458,
209
+ "gate_spectral": 0.974198043346405,
210
+ "gate_ber": 0.5880838632583618,
211
+ "gate_fold": 0.0,
212
+ "mean_ber_budget_error": 0.00101977299527789,
213
+ "mean_ber_strength": 0.022077325033023953,
214
+ "mean_ber_smoothness": 0.02186239161528647,
215
+ "lead_1_rmse": 0.13260969519615173,
216
+ "lead_2_rmse": 0.10942740738391876,
217
+ "lead_3_rmse": 0.12142665684223175,
218
+ "lead_4_rmse": 0.13443365693092346,
219
+ "lead_5_rmse": 0.13814809918403625,
220
+ "lead_6_rmse": 0.1362372189760208,
221
+ "lead_7_rmse": 0.14109323918819427,
222
+ "lead_8_rmse": 0.17281761765480042,
223
+ "lead_1_mae": 0.10560266673564911,
224
+ "lead_2_mae": 0.08779549598693848,
225
+ "lead_3_mae": 0.09701402485370636,
226
+ "lead_4_mae": 0.10674625635147095,
227
+ "lead_5_mae": 0.109125055372715,
228
+ "lead_6_mae": 0.10743017494678497,
229
+ "lead_7_mae": 0.11181329190731049,
230
+ "lead_8_mae": 0.13810496032238007
231
+ },
232
+ {
233
+ "step": 250,
234
+ "loss_pred": 0.008386584930121899,
235
+ "loss_total": 0.010102430358529091,
236
+ "loss_align": 0.02038860321044922,
237
+ "loss_energy": 0.0009061796590685844,
238
+ "loss_reverse": 8.888096999726258e-06,
239
+ "loss_fold": 0.0,
240
+ "loss_spectral": 0.0015422379365190864,
241
+ "loss_ber_budget": 0.0007121836533769965,
242
+ "loss_ber_sparse": 0.020585492253303528,
243
+ "loss_ber_smooth": 0.019095465540885925,
244
+ "loss_gate_budget": 0.23050974309444427,
245
+ "rmse_mean": 0.09159194678068161,
246
+ "rmse_last": 0.12938159704208374,
247
+ "mae_mean": 0.07000472396612167,
248
+ "mae_last": 0.10207559168338776,
249
+ "spectral_error": 0.0019950512287323363,
250
+ "eval_seconds_per_batch": 0.042105406522750854,
251
+ "mean_energy_drift": 0.0009909447835525498,
252
+ "mean_reverse_error": 9.650731783494848e-06,
253
+ "mean_fold_dyn_error": 0.0015331734830397181,
254
+ "gate_closed": 0.9828727841377258,
255
+ "gate_spectral": 0.9739606380462646,
256
+ "gate_ber": 0.5307450890541077,
257
+ "gate_fold": 0.0,
258
+ "mean_ber_budget_error": 0.0008791775362624321,
259
+ "mean_ber_strength": 0.02063221321441233,
260
+ "mean_ber_smoothness": 0.01901559520047158,
261
+ "lead_1_rmse": 0.08555392920970917,
262
+ "lead_2_rmse": 0.06355733424425125,
263
+ "lead_3_rmse": 0.07574672996997833,
264
+ "lead_4_rmse": 0.08890582621097565,
265
+ "lead_5_rmse": 0.09460889548063278,
266
+ "lead_6_rmse": 0.09491268545389175,
267
+ "lead_7_rmse": 0.1000685766339302,
268
+ "lead_8_rmse": 0.12938159704208374,
269
+ "lead_1_mae": 0.06657537817955017,
270
+ "lead_2_mae": 0.047069985419511795,
271
+ "lead_3_mae": 0.056978870183229446,
272
+ "lead_4_mae": 0.0674707368016243,
273
+ "lead_5_mae": 0.07172077894210815,
274
+ "lead_6_mae": 0.07168959081172943,
275
+ "lead_7_mae": 0.07645685225725174,
276
+ "lead_8_mae": 0.10207559168338776
277
+ }
278
+ ]
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_gates/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8482f6092a38efd126c953a6f296fc8655ca683eccb5ff981fe6ffe385c91389
3
+ size 2813877
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_gates/metrics.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.09956569969654083,
3
+ "rmse_last": 0.14015652239322662,
4
+ "mae_mean": 0.07649077475070953,
5
+ "mae_last": 0.1103443056344986,
6
+ "spectral_error": 0.0026797121344134213,
7
+ "eval_seconds_per_batch": 0.031223058700561523,
8
+ "mean_energy_drift": 0.0012471535382792354,
9
+ "mean_reverse_error": 1.704977115878137e-05,
10
+ "mean_fold_dyn_error": 0.00011423115502111614,
11
+ "gate_closed": 1.0,
12
+ "gate_spectral": 1.0,
13
+ "gate_ber": 1.0,
14
+ "gate_fold": 1.0,
15
+ "mean_ber_budget_error": 0.0014279886963777244,
16
+ "mean_ber_strength": 0.0257864198833704,
17
+ "mean_ber_smoothness": 0.026013574004173277,
18
+ "lead_1_rmse": 0.09767971932888031,
19
+ "lead_2_rmse": 0.07233092933893204,
20
+ "lead_3_rmse": 0.07886102795600891,
21
+ "lead_4_rmse": 0.09041908383369446,
22
+ "lead_5_rmse": 0.0991159975528717,
23
+ "lead_6_rmse": 0.10474014282226562,
24
+ "lead_7_rmse": 0.11322219669818878,
25
+ "lead_8_rmse": 0.14015652239322662,
26
+ "lead_1_mae": 0.07587723433971405,
27
+ "lead_2_mae": 0.05343770980834961,
28
+ "lead_3_mae": 0.05926048383116722,
29
+ "lead_4_mae": 0.0689907968044281,
30
+ "lead_5_mae": 0.07601960003376007,
31
+ "lead_6_mae": 0.08042627573013306,
32
+ "lead_7_mae": 0.08756981045007706,
33
+ "lead_8_mae": 0.1103443056344986,
34
+ "model": "sticm_v5_no_gates",
35
+ "params": 563787,
36
+ "train_seconds": 28.310848236083984
37
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_no_gates/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_gates/train_log.json ADDED
@@ -0,0 +1,278 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.2158539295196533,
5
+ "loss_total": 1.2324784994125366,
6
+ "loss_align": 0.22837278246879578,
7
+ "loss_energy": 0.008842338807880878,
8
+ "loss_reverse": 5.872603310308477e-07,
9
+ "loss_fold": 0.0004217010864522308,
10
+ "loss_spectral": 0.08816300332546234,
11
+ "loss_ber_budget": 0.009021289646625519,
12
+ "loss_ber_sparse": 0.004988241009414196,
13
+ "loss_ber_smooth": 0.015076222829520702,
14
+ "loss_gate_budget": 0.6018750071525574,
15
+ "rmse_mean": 1.5973538160324097,
16
+ "rmse_last": 1.7488164901733398,
17
+ "mae_mean": 1.303790807723999,
18
+ "mae_last": 1.404922366142273,
19
+ "spectral_error": 0.13448066636919975,
20
+ "eval_seconds_per_batch": 0.031466320157051086,
21
+ "mean_energy_drift": 0.009871298272628337,
22
+ "mean_reverse_error": 6.247245032398041e-07,
23
+ "mean_fold_dyn_error": 0.0004489405509957578,
24
+ "gate_closed": 1.0,
25
+ "gate_spectral": 1.0,
26
+ "gate_ber": 1.0,
27
+ "gate_fold": 1.0,
28
+ "mean_ber_budget_error": 0.008549023827072233,
29
+ "mean_ber_strength": 0.00583245133748278,
30
+ "mean_ber_smoothness": 0.01537085702875629,
31
+ "lead_1_rmse": 1.4753549098968506,
32
+ "lead_2_rmse": 1.4965934753417969,
33
+ "lead_3_rmse": 1.5271196365356445,
34
+ "lead_4_rmse": 1.565110445022583,
35
+ "lead_5_rmse": 1.608460783958435,
36
+ "lead_6_rmse": 1.6549568176269531,
37
+ "lead_7_rmse": 1.7024180889129639,
38
+ "lead_8_rmse": 1.7488164901733398,
39
+ "lead_1_mae": 1.2162983417510986,
40
+ "lead_2_mae": 1.2334084510803223,
41
+ "lead_3_mae": 1.2566726207733154,
42
+ "lead_4_mae": 1.284116506576538,
43
+ "lead_5_mae": 1.3141494989395142,
44
+ "lead_6_mae": 1.3451159000396729,
45
+ "lead_7_mae": 1.3756422996520996,
46
+ "lead_8_mae": 1.404922366142273
47
+ },
48
+ {
49
+ "step": 50,
50
+ "loss_pred": 0.2343272864818573,
51
+ "loss_total": 0.24373272061347961,
52
+ "loss_align": 0.12466157972812653,
53
+ "loss_energy": 0.005235652439296246,
54
+ "loss_reverse": 1.0444548024679534e-05,
55
+ "loss_fold": 0.0002589710056781769,
56
+ "loss_spectral": 0.038062699139118195,
57
+ "loss_ber_budget": 0.004775961861014366,
58
+ "loss_ber_sparse": 0.025929320603609085,
59
+ "loss_ber_smooth": 0.03962114825844765,
60
+ "loss_gate_budget": 0.6018750071525574,
61
+ "rmse_mean": 0.5175704956054688,
62
+ "rmse_last": 0.6653640270233154,
63
+ "mae_mean": 0.40964698791503906,
64
+ "mae_last": 0.5281745791435242,
65
+ "spectral_error": 0.04042145248968154,
66
+ "eval_seconds_per_batch": 0.031124800443649292,
67
+ "mean_energy_drift": 0.004877267754636705,
68
+ "mean_reverse_error": 1.1019614646556875e-05,
69
+ "mean_fold_dyn_error": 0.00029965043449919904,
70
+ "gate_closed": 1.0,
71
+ "gate_spectral": 1.0,
72
+ "gate_ber": 1.0,
73
+ "gate_fold": 1.0,
74
+ "mean_ber_budget_error": 0.004720581157016568,
75
+ "mean_ber_strength": 0.026698325527831912,
76
+ "mean_ber_smoothness": 0.04033453203737736,
77
+ "lead_1_rmse": 0.49555787444114685,
78
+ "lead_2_rmse": 0.4425004720687866,
79
+ "lead_3_rmse": 0.42949777841567993,
80
+ "lead_4_rmse": 0.45168355107307434,
81
+ "lead_5_rmse": 0.49631455540657043,
82
+ "lead_6_rmse": 0.5511206984519958,
83
+ "lead_7_rmse": 0.6085250973701477,
84
+ "lead_8_rmse": 0.6653640270233154,
85
+ "lead_1_mae": 0.394224613904953,
86
+ "lead_2_mae": 0.3477088212966919,
87
+ "lead_3_mae": 0.3367305099964142,
88
+ "lead_4_mae": 0.3567177951335907,
89
+ "lead_5_mae": 0.3934614062309265,
90
+ "lead_6_mae": 0.43730705976486206,
91
+ "lead_7_mae": 0.48285117745399475,
92
+ "lead_8_mae": 0.5281745791435242
93
+ },
94
+ {
95
+ "step": 100,
96
+ "loss_pred": 0.061172254383563995,
97
+ "loss_total": 0.07008014619350433,
98
+ "loss_align": 0.13044089078903198,
99
+ "loss_energy": 0.00405310420319438,
100
+ "loss_reverse": 1.9548773707356304e-05,
101
+ "loss_fold": 0.00017862781533040106,
102
+ "loss_spectral": 0.01847563497722149,
103
+ "loss_ber_budget": 0.0034471971448510885,
104
+ "loss_ber_sparse": 0.03685024380683899,
105
+ "loss_ber_smooth": 0.04386947676539421,
106
+ "loss_gate_budget": 0.6018750071525574,
107
+ "rmse_mean": 0.25418320298194885,
108
+ "rmse_last": 0.3179241716861725,
109
+ "mae_mean": 0.19241154193878174,
110
+ "mae_last": 0.24568654596805573,
111
+ "spectral_error": 0.016614224761724472,
112
+ "eval_seconds_per_batch": 0.033148303627967834,
113
+ "mean_energy_drift": 0.00539790719631128,
114
+ "mean_reverse_error": 1.9181972902515554e-05,
115
+ "mean_fold_dyn_error": 0.0001836240971897496,
116
+ "gate_closed": 1.0,
117
+ "gate_spectral": 1.0,
118
+ "gate_ber": 1.0,
119
+ "gate_fold": 1.0,
120
+ "mean_ber_budget_error": 0.005168213145225309,
121
+ "mean_ber_strength": 0.03642767574638128,
122
+ "mean_ber_smoothness": 0.04294962645508349,
123
+ "lead_1_rmse": 0.2236904799938202,
124
+ "lead_2_rmse": 0.19051297008991241,
125
+ "lead_3_rmse": 0.21269389986991882,
126
+ "lead_4_rmse": 0.24688757956027985,
127
+ "lead_5_rmse": 0.2697976529598236,
128
+ "lead_6_rmse": 0.28064820170402527,
129
+ "lead_7_rmse": 0.291310578584671,
130
+ "lead_8_rmse": 0.3179241716861725,
131
+ "lead_1_mae": 0.17261013388633728,
132
+ "lead_2_mae": 0.13881418108940125,
133
+ "lead_3_mae": 0.1569383591413498,
134
+ "lead_4_mae": 0.18635793030261993,
135
+ "lead_5_mae": 0.20474669337272644,
136
+ "lead_6_mae": 0.21267198026180267,
137
+ "lead_7_mae": 0.22146646678447723,
138
+ "lead_8_mae": 0.24568654596805573
139
+ },
140
+ {
141
+ "step": 150,
142
+ "loss_pred": 0.03014017827808857,
143
+ "loss_total": 0.03446779400110245,
144
+ "loss_align": 0.049760933965444565,
145
+ "loss_energy": 0.001576411770656705,
146
+ "loss_reverse": 1.268524101760704e-05,
147
+ "loss_fold": 0.00011499095853650942,
148
+ "loss_spectral": 0.008946500718593597,
149
+ "loss_ber_budget": 0.0014684514608234167,
150
+ "loss_ber_sparse": 0.02836388349533081,
151
+ "loss_ber_smooth": 0.031833015382289886,
152
+ "loss_gate_budget": 0.6018750071525574,
153
+ "rmse_mean": 0.14293621480464935,
154
+ "rmse_last": 0.19145075976848602,
155
+ "mae_mean": 0.10710497200489044,
156
+ "mae_last": 0.1490228921175003,
157
+ "spectral_error": 0.006426192805520259,
158
+ "eval_seconds_per_batch": 0.03214725852012634,
159
+ "mean_energy_drift": 0.002036032543401234,
160
+ "mean_reverse_error": 1.3449007610688568e-05,
161
+ "mean_fold_dyn_error": 0.00011462263910289039,
162
+ "gate_closed": 1.0,
163
+ "gate_spectral": 1.0,
164
+ "gate_ber": 1.0,
165
+ "gate_fold": 1.0,
166
+ "mean_ber_budget_error": 0.0013723315933020785,
167
+ "mean_ber_strength": 0.028020581463351846,
168
+ "mean_ber_smoothness": 0.031186863430775702,
169
+ "lead_1_rmse": 0.15114173293113708,
170
+ "lead_2_rmse": 0.10893579572439194,
171
+ "lead_3_rmse": 0.11587982624769211,
172
+ "lead_4_rmse": 0.1320975124835968,
173
+ "lead_5_rmse": 0.14126309752464294,
174
+ "lead_6_rmse": 0.1459614485502243,
175
+ "lead_7_rmse": 0.15675954520702362,
176
+ "lead_8_rmse": 0.19145075976848602,
177
+ "lead_1_mae": 0.11885209381580353,
178
+ "lead_2_mae": 0.07957114279270172,
179
+ "lead_3_mae": 0.08412215113639832,
180
+ "lead_4_mae": 0.09743466973304749,
181
+ "lead_5_mae": 0.10386637598276138,
182
+ "lead_6_mae": 0.1069171205163002,
183
+ "lead_7_mae": 0.11705336719751358,
184
+ "lead_8_mae": 0.1490228921175003
185
+ },
186
+ {
187
+ "step": 200,
188
+ "loss_pred": 0.04039305821061134,
189
+ "loss_total": 0.04399970918893814,
190
+ "loss_align": 0.03474348783493042,
191
+ "loss_energy": 0.0011565377935767174,
192
+ "loss_reverse": 1.444721328880405e-05,
193
+ "loss_fold": 0.00017176632536575198,
194
+ "loss_spectral": 0.010703637264668941,
195
+ "loss_ber_budget": 0.0010790182277560234,
196
+ "loss_ber_sparse": 0.025969933718442917,
197
+ "loss_ber_smooth": 0.027215205132961273,
198
+ "loss_gate_budget": 0.6018750071525574,
199
+ "rmse_mean": 0.17608506977558136,
200
+ "rmse_last": 0.21448557078838348,
201
+ "mae_mean": 0.13548557460308075,
202
+ "mae_last": 0.16868068277835846,
203
+ "spectral_error": 0.006156901188660413,
204
+ "eval_seconds_per_batch": 0.03994089365005493,
205
+ "mean_energy_drift": 0.0015518327272729948,
206
+ "mean_reverse_error": 1.4692296133489435e-05,
207
+ "mean_fold_dyn_error": 0.00011845191920656362,
208
+ "gate_closed": 1.0,
209
+ "gate_spectral": 1.0,
210
+ "gate_ber": 1.0,
211
+ "gate_fold": 1.0,
212
+ "mean_ber_budget_error": 0.0014316699525807053,
213
+ "mean_ber_strength": 0.025628217146731913,
214
+ "mean_ber_smoothness": 0.027620892971754074,
215
+ "lead_1_rmse": 0.15660026669502258,
216
+ "lead_2_rmse": 0.14218127727508545,
217
+ "lead_3_rmse": 0.15990057587623596,
218
+ "lead_4_rmse": 0.1761075258255005,
219
+ "lead_5_rmse": 0.1830327808856964,
220
+ "lead_6_rmse": 0.1852208524942398,
221
+ "lead_7_rmse": 0.1911517083644867,
222
+ "lead_8_rmse": 0.21448557078838348,
223
+ "lead_1_mae": 0.11853484809398651,
224
+ "lead_2_mae": 0.10647373646497726,
225
+ "lead_3_mae": 0.12215802818536758,
226
+ "lead_4_mae": 0.13554057478904724,
227
+ "lead_5_mae": 0.14103449881076813,
228
+ "lead_6_mae": 0.14294502139091492,
229
+ "lead_7_mae": 0.1485171765089035,
230
+ "lead_8_mae": 0.16868068277835846
231
+ },
232
+ {
233
+ "step": 250,
234
+ "loss_pred": 0.0105960788205266,
235
+ "loss_total": 0.013522937893867493,
236
+ "loss_align": 0.027372412383556366,
237
+ "loss_energy": 0.001452407450415194,
238
+ "loss_reverse": 1.64374359883368e-05,
239
+ "loss_fold": 0.00011002909013768658,
240
+ "loss_spectral": 0.002869941294193268,
241
+ "loss_ber_budget": 0.001237266231328249,
242
+ "loss_ber_sparse": 0.025413814932107925,
243
+ "loss_ber_smooth": 0.026130594313144684,
244
+ "loss_gate_budget": 0.6018750071525574,
245
+ "rmse_mean": 0.10125081241130829,
246
+ "rmse_last": 0.14706143736839294,
247
+ "mae_mean": 0.07742874324321747,
248
+ "mae_last": 0.11561522632837296,
249
+ "spectral_error": 0.0028151704755146056,
250
+ "eval_seconds_per_batch": 0.03414042294025421,
251
+ "mean_energy_drift": 0.0010765205370262265,
252
+ "mean_reverse_error": 1.799845404093503e-05,
253
+ "mean_fold_dyn_error": 0.00011270283448538976,
254
+ "gate_closed": 1.0,
255
+ "gate_spectral": 1.0,
256
+ "gate_ber": 1.0,
257
+ "gate_fold": 1.0,
258
+ "mean_ber_budget_error": 0.0011493880210764473,
259
+ "mean_ber_strength": 0.025985382846556604,
260
+ "mean_ber_smoothness": 0.026185428723692894,
261
+ "lead_1_rmse": 0.0986352190375328,
262
+ "lead_2_rmse": 0.0716821625828743,
263
+ "lead_3_rmse": 0.07950375974178314,
264
+ "lead_4_rmse": 0.0917995274066925,
265
+ "lead_5_rmse": 0.10024486482143402,
266
+ "lead_6_rmse": 0.1055753082036972,
267
+ "lead_7_rmse": 0.11550416797399521,
268
+ "lead_8_rmse": 0.14706143736839294,
269
+ "lead_1_mae": 0.07671353220939636,
270
+ "lead_2_mae": 0.052454881370067596,
271
+ "lead_3_mae": 0.05937347188591957,
272
+ "lead_4_mae": 0.06963497400283813,
273
+ "lead_5_mae": 0.07633529603481293,
274
+ "lead_6_mae": 0.08044061809778214,
275
+ "lead_7_mae": 0.08886191248893738,
276
+ "lead_8_mae": 0.11561522632837296
277
+ }
278
+ ]
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_spectral/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:80dec947c6e3e1e2bf686747aeedc5dd1890fbdd149d271673db0d81bf50f137
3
+ size 2813877
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_spectral/metrics.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.10544708371162415,
3
+ "rmse_last": 0.14692232012748718,
4
+ "mae_mean": 0.07823842763900757,
5
+ "mae_last": 0.10961441695690155,
6
+ "spectral_error": 0.003832120983861387,
7
+ "eval_seconds_per_batch": 0.04081446647644043,
8
+ "mean_energy_drift": 0.0005818171775899827,
9
+ "mean_reverse_error": 9.312847214459908e-06,
10
+ "mean_fold_dyn_error": 1.1814569188572931e-05,
11
+ "gate_closed": 0.999695897102356,
12
+ "gate_spectral": 0.0,
13
+ "gate_ber": 0.8651288747787476,
14
+ "gate_fold": 0.0510786809027195,
15
+ "mean_ber_budget_error": 0.0006605989648960531,
16
+ "mean_ber_strength": 0.027598810121417044,
17
+ "mean_ber_smoothness": 0.032997722625732424,
18
+ "lead_1_rmse": 0.11193090677261353,
19
+ "lead_2_rmse": 0.07363789528608322,
20
+ "lead_3_rmse": 0.08401075005531311,
21
+ "lead_4_rmse": 0.09855448454618454,
22
+ "lead_5_rmse": 0.10523155331611633,
23
+ "lead_6_rmse": 0.10787275433540344,
24
+ "lead_7_rmse": 0.115416020154953,
25
+ "lead_8_rmse": 0.14692232012748718,
26
+ "lead_1_mae": 0.0874655693769455,
27
+ "lead_2_mae": 0.053431496024131775,
28
+ "lead_3_mae": 0.06234487518668175,
29
+ "lead_4_mae": 0.07441934198141098,
30
+ "lead_5_mae": 0.07884614914655685,
31
+ "lead_6_mae": 0.07837548851966858,
32
+ "lead_7_mae": 0.08141008019447327,
33
+ "lead_8_mae": 0.10961441695690155,
34
+ "model": "sticm_v5_no_spectral",
35
+ "params": 563787,
36
+ "train_seconds": 29.446154356002808
37
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/sticm_v5_no_spectral/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/sticm_v5_no_spectral/train_log.json ADDED
@@ -0,0 +1,278 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_pred": 1.1452443599700928,
5
+ "loss_total": 1.1578902006149292,
6
+ "loss_align": 0.24760974943637848,
7
+ "loss_energy": 0.00017112784553319216,
8
+ "loss_reverse": 1.6111259526496724e-07,
9
+ "loss_fold": 7.950245344545692e-05,
10
+ "loss_spectral": 0.0,
11
+ "loss_ber_budget": 8.395849727094173e-05,
12
+ "loss_ber_sparse": 0.006020604632794857,
13
+ "loss_ber_smooth": 0.020034413784742355,
14
+ "loss_gate_budget": 0.08768794685602188,
15
+ "rmse_mean": 1.6755661964416504,
16
+ "rmse_last": 1.7214655876159668,
17
+ "mae_mean": 1.3567421436309814,
18
+ "mae_last": 1.399032711982727,
19
+ "spectral_error": 0.14305579056963325,
20
+ "eval_seconds_per_batch": 0.03155173361301422,
21
+ "mean_energy_drift": 0.0010081816872116178,
22
+ "mean_reverse_error": 1.6415570414096692e-07,
23
+ "mean_fold_dyn_error": 0.00019027058533538366,
24
+ "gate_closed": 0.5385317802429199,
25
+ "gate_spectral": 0.0,
26
+ "gate_ber": 0.4989103674888611,
27
+ "gate_fold": 0.4625212252140045,
28
+ "mean_ber_budget_error": 0.001052104551490629,
29
+ "mean_ber_strength": 0.00628239952493459,
30
+ "mean_ber_smoothness": 0.019799223635345697,
31
+ "lead_1_rmse": 1.639732003211975,
32
+ "lead_2_rmse": 1.6449406147003174,
33
+ "lead_3_rmse": 1.6536177396774292,
34
+ "lead_4_rmse": 1.6651264429092407,
35
+ "lead_5_rmse": 1.6786386966705322,
36
+ "lead_6_rmse": 1.6932013034820557,
37
+ "lead_7_rmse": 1.707807183265686,
38
+ "lead_8_rmse": 1.7214655876159668,
39
+ "lead_1_mae": 1.3104336261749268,
40
+ "lead_2_mae": 1.3209067583084106,
41
+ "lead_3_mae": 1.3351494073867798,
42
+ "lead_4_mae": 1.3509676456451416,
43
+ "lead_5_mae": 1.3663573265075684,
44
+ "lead_6_mae": 1.3800179958343506,
45
+ "lead_7_mae": 1.3910713195800781,
46
+ "lead_8_mae": 1.399032711982727
47
+ },
48
+ {
49
+ "step": 50,
50
+ "loss_pred": 0.2329971194267273,
51
+ "loss_total": 0.24238504469394684,
52
+ "loss_align": 0.17018646001815796,
53
+ "loss_energy": 0.003702946938574314,
54
+ "loss_reverse": 9.745357601786964e-06,
55
+ "loss_fold": 0.00021922070300206542,
56
+ "loss_spectral": 0.0,
57
+ "loss_ber_budget": 0.003050415311008692,
58
+ "loss_ber_sparse": 0.026585694402456284,
59
+ "loss_ber_smooth": 0.04186767339706421,
60
+ "loss_gate_budget": 0.2497287392616272,
61
+ "rmse_mean": 0.45975932478904724,
62
+ "rmse_last": 0.6739307641983032,
63
+ "mae_mean": 0.36518657207489014,
64
+ "mae_last": 0.5402876734733582,
65
+ "spectral_error": 0.032907707267440856,
66
+ "eval_seconds_per_batch": 0.03109748661518097,
67
+ "mean_energy_drift": 0.003699146443977952,
68
+ "mean_reverse_error": 1.0789352074880298e-05,
69
+ "mean_fold_dyn_error": 0.0002790640783132403,
70
+ "gate_closed": 0.9999992847442627,
71
+ "gate_spectral": 0.0,
72
+ "gate_ber": 0.9960932731628418,
73
+ "gate_fold": 0.0022712559439241886,
74
+ "mean_ber_budget_error": 0.005460241638502339,
75
+ "mean_ber_strength": 0.027979153208434582,
76
+ "mean_ber_smoothness": 0.04265307844616473,
77
+ "lead_1_rmse": 0.4868483245372772,
78
+ "lead_2_rmse": 0.3856724202632904,
79
+ "lead_3_rmse": 0.3315145671367645,
80
+ "lead_4_rmse": 0.33946242928504944,
81
+ "lead_5_rmse": 0.39863502979278564,
82
+ "lead_6_rmse": 0.4838578402996063,
83
+ "lead_7_rmse": 0.5781530737876892,
84
+ "lead_8_rmse": 0.6739307641983032,
85
+ "lead_1_mae": 0.3902215361595154,
86
+ "lead_2_mae": 0.30587849020957947,
87
+ "lead_3_mae": 0.25866568088531494,
88
+ "lead_4_mae": 0.26403480768203735,
89
+ "lead_5_mae": 0.31426969170570374,
90
+ "lead_6_mae": 0.3854987621307373,
91
+ "lead_7_mae": 0.46263587474823,
92
+ "lead_8_mae": 0.5402876734733582
93
+ },
94
+ {
95
+ "step": 100,
96
+ "loss_pred": 0.042392048984766006,
97
+ "loss_total": 0.04840784892439842,
98
+ "loss_align": 0.10307280719280243,
99
+ "loss_energy": 0.001477058045566082,
100
+ "loss_reverse": 1.602397605893202e-05,
101
+ "loss_fold": 5.121316644363105e-05,
102
+ "loss_spectral": 0.0,
103
+ "loss_ber_budget": 0.0019757833797484636,
104
+ "loss_ber_sparse": 0.032391540706157684,
105
+ "loss_ber_smooth": 0.04812198504805565,
106
+ "loss_gate_budget": 0.2516883611679077,
107
+ "rmse_mean": 0.20113793015480042,
108
+ "rmse_last": 0.2673206031322479,
109
+ "mae_mean": 0.1456144154071808,
110
+ "mae_last": 0.2015782743692398,
111
+ "spectral_error": 0.01331124093849212,
112
+ "eval_seconds_per_batch": 0.031080469489097595,
113
+ "mean_energy_drift": 0.00276168086566031,
114
+ "mean_reverse_error": 1.614035727470764e-05,
115
+ "mean_fold_dyn_error": 5.8412003909324994e-05,
116
+ "gate_closed": 1.0,
117
+ "gate_spectral": 0.0,
118
+ "gate_ber": 0.9997779726982117,
119
+ "gate_fold": 0.004394021816551685,
120
+ "mean_ber_budget_error": 0.0028224458801560104,
121
+ "mean_ber_strength": 0.03262174897827208,
122
+ "mean_ber_smoothness": 0.04789091576822102,
123
+ "lead_1_rmse": 0.2190491110086441,
124
+ "lead_2_rmse": 0.1613687425851822,
125
+ "lead_3_rmse": 0.16320402920246124,
126
+ "lead_4_rmse": 0.1831827163696289,
127
+ "lead_5_rmse": 0.19467158615589142,
128
+ "lead_6_rmse": 0.20071223378181458,
129
+ "lead_7_rmse": 0.21959446370601654,
130
+ "lead_8_rmse": 0.2673206031322479,
131
+ "lead_1_mae": 0.1727025955915451,
132
+ "lead_2_mae": 0.11839548498392105,
133
+ "lead_3_mae": 0.11583536118268967,
134
+ "lead_4_mae": 0.13022492825984955,
135
+ "lead_5_mae": 0.13552042841911316,
136
+ "lead_6_mae": 0.1363227665424347,
137
+ "lead_7_mae": 0.15433546900749207,
138
+ "lead_8_mae": 0.2015782743692398
139
+ },
140
+ {
141
+ "step": 150,
142
+ "loss_pred": 0.025814617052674294,
143
+ "loss_total": 0.02951214089989662,
144
+ "loss_align": 0.05859774351119995,
145
+ "loss_energy": 0.0009858054108917713,
146
+ "loss_reverse": 1.1339440789015498e-05,
147
+ "loss_fold": 2.0861689336015843e-05,
148
+ "loss_spectral": 0.0,
149
+ "loss_ber_budget": 0.001206377986818552,
150
+ "loss_ber_sparse": 0.026294931769371033,
151
+ "loss_ber_smooth": 0.03591887652873993,
152
+ "loss_gate_budget": 0.2510966360569,
153
+ "rmse_mean": 0.16728368401527405,
154
+ "rmse_last": 0.22280851006507874,
155
+ "mae_mean": 0.12376027554273605,
156
+ "mae_last": 0.16626213490962982,
157
+ "spectral_error": 0.010803342360304669,
158
+ "eval_seconds_per_batch": 0.041071370244026184,
159
+ "mean_energy_drift": 0.0011059945391025394,
160
+ "mean_reverse_error": 1.0965946444230212e-05,
161
+ "mean_fold_dyn_error": 2.2532737261826696e-05,
162
+ "gate_closed": 1.0,
163
+ "gate_spectral": 0.0,
164
+ "gate_ber": 0.9996004700660706,
165
+ "gate_fold": 0.055342379957437515,
166
+ "mean_ber_budget_error": 0.00167081983636308,
167
+ "mean_ber_strength": 0.025920866057276726,
168
+ "mean_ber_smoothness": 0.03535005799494684,
169
+ "lead_1_rmse": 0.16918043792247772,
170
+ "lead_2_rmse": 0.12208288162946701,
171
+ "lead_3_rmse": 0.13580358028411865,
172
+ "lead_4_rmse": 0.15930208563804626,
173
+ "lead_5_rmse": 0.17022766172885895,
174
+ "lead_6_rmse": 0.17356336116790771,
175
+ "lead_7_rmse": 0.18530099093914032,
176
+ "lead_8_rmse": 0.22280851006507874,
177
+ "lead_1_mae": 0.1328900009393692,
178
+ "lead_2_mae": 0.09026703238487244,
179
+ "lead_3_mae": 0.10053162276744843,
180
+ "lead_4_mae": 0.11888816207647324,
181
+ "lead_5_mae": 0.1255037784576416,
182
+ "lead_6_mae": 0.1243702620267868,
183
+ "lead_7_mae": 0.13136917352676392,
184
+ "lead_8_mae": 0.16626213490962982
185
+ },
186
+ {
187
+ "step": 200,
188
+ "loss_pred": 0.017123643308877945,
189
+ "loss_total": 0.019759654998779297,
190
+ "loss_align": 0.03784100338816643,
191
+ "loss_energy": 0.0017863078974187374,
192
+ "loss_reverse": 1.0506803846510593e-05,
193
+ "loss_fold": 1.4816146176599432e-05,
194
+ "loss_spectral": 0.0,
195
+ "loss_ber_budget": 0.001012172200717032,
196
+ "loss_ber_sparse": 0.025445889681577682,
197
+ "loss_ber_smooth": 0.032072387635707855,
198
+ "loss_gate_budget": 0.24617287516593933,
199
+ "rmse_mean": 0.1309703290462494,
200
+ "rmse_last": 0.1831096112728119,
201
+ "mae_mean": 0.09636939316987991,
202
+ "mae_last": 0.13636700809001923,
203
+ "spectral_error": 0.005959802190773189,
204
+ "eval_seconds_per_batch": 0.030778169631958008,
205
+ "mean_energy_drift": 0.0016588725993642583,
206
+ "mean_reverse_error": 1.0861254963856481e-05,
207
+ "mean_fold_dyn_error": 1.761524123367053e-05,
208
+ "gate_closed": 0.9999799132347107,
209
+ "gate_spectral": 0.0,
210
+ "gate_ber": 0.9879745244979858,
211
+ "gate_fold": 0.04457975924015045,
212
+ "mean_ber_budget_error": 0.0006517067413369659,
213
+ "mean_ber_strength": 0.02573159709572792,
214
+ "mean_ber_smoothness": 0.03222172427922487,
215
+ "lead_1_rmse": 0.1390683501958847,
216
+ "lead_2_rmse": 0.09208393096923828,
217
+ "lead_3_rmse": 0.10334740579128265,
218
+ "lead_4_rmse": 0.12184891104698181,
219
+ "lead_5_rmse": 0.12942075729370117,
220
+ "lead_6_rmse": 0.13302068412303925,
221
+ "lead_7_rmse": 0.14586302638053894,
222
+ "lead_8_rmse": 0.1831096112728119,
223
+ "lead_1_mae": 0.10969743877649307,
224
+ "lead_2_mae": 0.0666629746556282,
225
+ "lead_3_mae": 0.07596376538276672,
226
+ "lead_4_mae": 0.09104645997285843,
227
+ "lead_5_mae": 0.09504426270723343,
228
+ "lead_6_mae": 0.0942150354385376,
229
+ "lead_7_mae": 0.10195821523666382,
230
+ "lead_8_mae": 0.13636700809001923
231
+ },
232
+ {
233
+ "step": 250,
234
+ "loss_pred": 0.012175124138593674,
235
+ "loss_total": 0.014084034599363804,
236
+ "loss_align": 0.025644786655902863,
237
+ "loss_energy": 0.0006159234326332808,
238
+ "loss_reverse": 8.90842238732148e-06,
239
+ "loss_fold": 1.0902853318839334e-05,
240
+ "loss_spectral": 0.0,
241
+ "loss_ber_budget": 0.0003982790221925825,
242
+ "loss_ber_sparse": 0.027721425518393517,
243
+ "loss_ber_smooth": 0.03345012664794922,
244
+ "loss_gate_budget": 0.1975412666797638,
245
+ "rmse_mean": 0.1068679690361023,
246
+ "rmse_last": 0.1491604447364807,
247
+ "mae_mean": 0.0790097787976265,
248
+ "mae_last": 0.11120916903018951,
249
+ "spectral_error": 0.003988312579167541,
250
+ "eval_seconds_per_batch": 0.043629780411720276,
251
+ "mean_energy_drift": 0.0004725194739876315,
252
+ "mean_reverse_error": 9.520657158645918e-06,
253
+ "mean_fold_dyn_error": 1.2260441053513205e-05,
254
+ "gate_closed": 0.9997268319129944,
255
+ "gate_spectral": 0.0,
256
+ "gate_ber": 0.867591381072998,
257
+ "gate_fold": 0.05024951696395874,
258
+ "mean_ber_budget_error": 0.0007201737935247365,
259
+ "mean_ber_strength": 0.027704871143214405,
260
+ "mean_ber_smoothness": 0.03304992662742734,
261
+ "lead_1_rmse": 0.11447501182556152,
262
+ "lead_2_rmse": 0.07428628206253052,
263
+ "lead_3_rmse": 0.08546343445777893,
264
+ "lead_4_rmse": 0.10017808526754379,
265
+ "lead_5_rmse": 0.10667665302753448,
266
+ "lead_6_rmse": 0.10889111459255219,
267
+ "lead_7_rmse": 0.11581271141767502,
268
+ "lead_8_rmse": 0.1491604447364807,
269
+ "lead_1_mae": 0.08957838267087936,
270
+ "lead_2_mae": 0.05336212366819382,
271
+ "lead_3_mae": 0.06308963894844055,
272
+ "lead_4_mae": 0.07531680166721344,
273
+ "lead_5_mae": 0.07957196235656738,
274
+ "lead_6_mae": 0.07880093157291412,
275
+ "lead_7_mae": 0.08114922046661377,
276
+ "lead_8_mae": 0.11120916903018951
277
+ }
278
+ ]
实验1/stic_m_v5_fourier2d_exp1/unet_lite/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5b4e24dfd80b5946027eaade5b8dd337408b55f9297733ae6ec86f762448ba0e
3
+ size 812789
实验1/stic_m_v5_fourier2d_exp1/unet_lite/metrics.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "rmse_mean": 0.10898668318986893,
3
+ "rmse_last": 0.16276666522026062,
4
+ "mae_mean": 0.0766124352812767,
5
+ "mae_last": 0.10827792435884476,
6
+ "spectral_error": 0.006398446802049876,
7
+ "eval_seconds_per_batch": 0.004583511352539062,
8
+ "mean_energy_drift": NaN,
9
+ "mean_reverse_error": NaN,
10
+ "mean_fold_dyn_error": NaN,
11
+ "lead_1_rmse": 0.07468467950820923,
12
+ "lead_2_rmse": 0.07552670687437057,
13
+ "lead_3_rmse": 0.08437737822532654,
14
+ "lead_4_rmse": 0.09549727290868759,
15
+ "lead_5_rmse": 0.10989666730165482,
16
+ "lead_6_rmse": 0.12608195841312408,
17
+ "lead_7_rmse": 0.14306211471557617,
18
+ "lead_8_rmse": 0.16276666522026062,
19
+ "lead_1_mae": 0.05614011734724045,
20
+ "lead_2_mae": 0.05682067945599556,
21
+ "lead_3_mae": 0.06289079785346985,
22
+ "lead_4_mae": 0.0695003941655159,
23
+ "lead_5_mae": 0.07733221352100372,
24
+ "lead_6_mae": 0.08576978743076324,
25
+ "lead_7_mae": 0.09616755694150925,
26
+ "lead_8_mae": 0.10827792435884476,
27
+ "model": "unet_lite",
28
+ "params": 200360,
29
+ "train_seconds": 2.131986379623413
30
+ }
/345/256/236/351/252/2141/stic_m_v5_fourier2d_exp1/unet_lite/prediction_example.png ADDED
实验1/stic_m_v5_fourier2d_exp1/unet_lite/train_log.json ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "step": 1,
4
+ "loss_total": 1.1459219455718994,
5
+ "loss_pred": 1.1459219455718994,
6
+ "rmse_mean": 0.9804725646972656,
7
+ "rmse_last": 0.9917585849761963,
8
+ "mae_mean": 0.7857269644737244,
9
+ "mae_last": 0.7941060066223145,
10
+ "spectral_error": 0.08429599041119218,
11
+ "eval_seconds_per_batch": 0.003394097089767456,
12
+ "mean_energy_drift": NaN,
13
+ "mean_reverse_error": NaN,
14
+ "mean_fold_dyn_error": NaN,
15
+ "lead_1_rmse": 0.9216433167457581,
16
+ "lead_2_rmse": 0.9077503681182861,
17
+ "lead_3_rmse": 0.9739089608192444,
18
+ "lead_4_rmse": 0.9942955374717712,
19
+ "lead_5_rmse": 1.0185227394104004,
20
+ "lead_6_rmse": 1.0140219926834106,
21
+ "lead_7_rmse": 1.0218793153762817,
22
+ "lead_8_rmse": 0.9917585849761963,
23
+ "lead_1_mae": 0.7392618060112,
24
+ "lead_2_mae": 0.7275773882865906,
25
+ "lead_3_mae": 0.7802670001983643,
26
+ "lead_4_mae": 0.7962925434112549,
27
+ "lead_5_mae": 0.8154462575912476,
28
+ "lead_6_mae": 0.8135167360305786,
29
+ "lead_7_mae": 0.8193477392196655,
30
+ "lead_8_mae": 0.7941060066223145
31
+ },
32
+ {
33
+ "step": 50,
34
+ "loss_total": 0.053566824644804,
35
+ "loss_pred": 0.053566824644804,
36
+ "rmse_mean": 0.23314428329467773,
37
+ "rmse_last": 0.2845434546470642,
38
+ "mae_mean": 0.1661311537027359,
39
+ "mae_last": 0.19970490038394928,
40
+ "spectral_error": 0.020712367841042578,
41
+ "eval_seconds_per_batch": 0.0036341100931167603,
42
+ "mean_energy_drift": NaN,
43
+ "mean_reverse_error": NaN,
44
+ "mean_fold_dyn_error": NaN,
45
+ "lead_1_rmse": 0.20512060821056366,
46
+ "lead_2_rmse": 0.19405075907707214,
47
+ "lead_3_rmse": 0.21021442115306854,
48
+ "lead_4_rmse": 0.21804578602313995,
49
+ "lead_5_rmse": 0.23685914278030396,
50
+ "lead_6_rmse": 0.25033172965049744,
51
+ "lead_7_rmse": 0.26598840951919556,
52
+ "lead_8_rmse": 0.2845434546470642,
53
+ "lead_1_mae": 0.14995215833187103,
54
+ "lead_2_mae": 0.14099560678005219,
55
+ "lead_3_mae": 0.15208469331264496,
56
+ "lead_4_mae": 0.15531983971595764,
57
+ "lead_5_mae": 0.1683196723461151,
58
+ "lead_6_mae": 0.17544609308242798,
59
+ "lead_7_mae": 0.1872262805700302,
60
+ "lead_8_mae": 0.19970490038394928
61
+ },
62
+ {
63
+ "step": 100,
64
+ "loss_total": 0.02693461813032627,
65
+ "loss_pred": 0.02693461813032627,
66
+ "rmse_mean": 0.16611886024475098,
67
+ "rmse_last": 0.2281043976545334,
68
+ "mae_mean": 0.11592809855937958,
69
+ "mae_last": 0.15365275740623474,
70
+ "spectral_error": 0.01171327504562214,
71
+ "eval_seconds_per_batch": 0.0033650249242782593,
72
+ "mean_energy_drift": NaN,
73
+ "mean_reverse_error": NaN,
74
+ "mean_fold_dyn_error": NaN,
75
+ "lead_1_rmse": 0.13352008163928986,
76
+ "lead_2_rmse": 0.12475463002920151,
77
+ "lead_3_rmse": 0.13597065210342407,
78
+ "lead_4_rmse": 0.1481340378522873,
79
+ "lead_5_rmse": 0.16699346899986267,
80
+ "lead_6_rmse": 0.18611471354961395,
81
+ "lead_7_rmse": 0.20535898208618164,
82
+ "lead_8_rmse": 0.2281043976545334,
83
+ "lead_1_mae": 0.096732497215271,
84
+ "lead_2_mae": 0.09124372154474258,
85
+ "lead_3_mae": 0.099178247153759,
86
+ "lead_4_mae": 0.10573916882276535,
87
+ "lead_5_mae": 0.11684579402208328,
88
+ "lead_6_mae": 0.12636899948120117,
89
+ "lead_7_mae": 0.13766361773014069,
90
+ "lead_8_mae": 0.15365275740623474
91
+ },
92
+ {
93
+ "step": 150,
94
+ "loss_total": 0.016858264803886414,
95
+ "loss_pred": 0.016858264803886414,
96
+ "rmse_mean": 0.14072827994823456,
97
+ "rmse_last": 0.19772553443908691,
98
+ "mae_mean": 0.09989576786756516,
99
+ "mae_last": 0.1338495910167694,
100
+ "spectral_error": 0.009134891006397083,
101
+ "eval_seconds_per_batch": 0.0030717402696609497,
102
+ "mean_energy_drift": NaN,
103
+ "mean_reverse_error": NaN,
104
+ "mean_fold_dyn_error": NaN,
105
+ "lead_1_rmse": 0.10759621858596802,
106
+ "lead_2_rmse": 0.1035708487033844,
107
+ "lead_3_rmse": 0.11295127123594284,
108
+ "lead_4_rmse": 0.12517483532428741,
109
+ "lead_5_rmse": 0.14176765084266663,
110
+ "lead_6_rmse": 0.16017906367778778,
111
+ "lead_7_rmse": 0.17686086893081665,
112
+ "lead_8_rmse": 0.19772553443908691,
113
+ "lead_1_mae": 0.07963383942842484,
114
+ "lead_2_mae": 0.07727325707674026,
115
+ "lead_3_mae": 0.08352498710155487,
116
+ "lead_4_mae": 0.09191469848155975,
117
+ "lead_5_mae": 0.10156451165676117,
118
+ "lead_6_mae": 0.11089831590652466,
119
+ "lead_7_mae": 0.12050693482160568,
120
+ "lead_8_mae": 0.1338495910167694
121
+ },
122
+ {
123
+ "step": 200,
124
+ "loss_total": 0.011477593332529068,
125
+ "loss_pred": 0.011477593332529068,
126
+ "rmse_mean": 0.1185692623257637,
127
+ "rmse_last": 0.17541208863258362,
128
+ "mae_mean": 0.08225646615028381,
129
+ "mae_last": 0.1167006641626358,
130
+ "spectral_error": 0.00663101245299913,
131
+ "eval_seconds_per_batch": 0.0031787902116775513,
132
+ "mean_energy_drift": NaN,
133
+ "mean_reverse_error": NaN,
134
+ "mean_fold_dyn_error": NaN,
135
+ "lead_1_rmse": 0.08707443624734879,
136
+ "lead_2_rmse": 0.08374755829572678,
137
+ "lead_3_rmse": 0.09202616661787033,
138
+ "lead_4_rmse": 0.10294584184885025,
139
+ "lead_5_rmse": 0.11851519346237183,
140
+ "lead_6_rmse": 0.1351989358663559,
141
+ "lead_7_rmse": 0.15363386273384094,
142
+ "lead_8_rmse": 0.17541208863258362,
143
+ "lead_1_mae": 0.06425397098064423,
144
+ "lead_2_mae": 0.06175249442458153,
145
+ "lead_3_mae": 0.0672101229429245,
146
+ "lead_4_mae": 0.07371523231267929,
147
+ "lead_5_mae": 0.0822017639875412,
148
+ "lead_6_mae": 0.09026780724525452,
149
+ "lead_7_mae": 0.10194967687129974,
150
+ "lead_8_mae": 0.1167006641626358
151
+ },
152
+ {
153
+ "step": 250,
154
+ "loss_total": 0.009796280413866043,
155
+ "loss_pred": 0.009796280413866043,
156
+ "rmse_mean": 0.11129362881183624,
157
+ "rmse_last": 0.164791539311409,
158
+ "mae_mean": 0.07817548513412476,
159
+ "mae_last": 0.10947111248970032,
160
+ "spectral_error": 0.006580636370927095,
161
+ "eval_seconds_per_batch": 0.0030860602855682373,
162
+ "mean_energy_drift": NaN,
163
+ "mean_reverse_error": NaN,
164
+ "mean_fold_dyn_error": NaN,
165
+ "lead_1_rmse": 0.07687640935182571,
166
+ "lead_2_rmse": 0.07694920897483826,
167
+ "lead_3_rmse": 0.08703385293483734,
168
+ "lead_4_rmse": 0.09801812469959259,
169
+ "lead_5_rmse": 0.11238690465688705,
170
+ "lead_6_rmse": 0.1287132054567337,
171
+ "lead_7_rmse": 0.14557981491088867,
172
+ "lead_8_rmse": 0.164791539311409,
173
+ "lead_1_mae": 0.05765862017869949,
174
+ "lead_2_mae": 0.0576782263815403,
175
+ "lead_3_mae": 0.06492646783590317,
176
+ "lead_4_mae": 0.07140224426984787,
177
+ "lead_5_mae": 0.0791003555059433,
178
+ "lead_6_mae": 0.08748102188110352,
179
+ "lead_7_mae": 0.09768585860729218,
180
+ "lead_8_mae": 0.10947111248970032
181
+ }
182
+ ]