Upload folder using huggingface_hub

.gitattributes

@@ -48,3 +48,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 实验1/stic_m_v3_lorenz96_experiment1/summary.png filter=lfs diff=lfs merge=lfs -text
 实验1/stic_m_v3_ks1d_experiment1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
 实验1/stic_m_v3_ks1d_experiment1/summary.png filter=lfs diff=lfs merge=lfs -text
+实验1/stic_m_v4_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text

实验1/stic_m_v4_fourier2d_exp1/config.json

@@ -0,0 +1,27 @@
+{
+  "cfg": {
+    "preset": "colab_quick",
+    "dataset": "fourier2d",
+    "n_seq": 72,
+    "total_steps": 64,
+    "height": 16,
+    "width": 32,
+    "hist_len": 4,
+    "horizon": 8,
+    "latent_dim": 32,
+    "hidden": 64,
+    "batch_size": 32,
+    "steps": 250,
+    "lr": 0.002,
+    "seed": 11,
+    "eval_every": 50,
+    "device": "auto",
+    "num_workers": 0
+  },
+  "meta": {
+    "channels": 1,
+    "port_channels": 1,
+    "height": 16,
+    "width": 32
+  }
+}

实验1/stic_m_v4_fourier2d_exp1/fno_lite/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc8f58e35e4073af9f13711c3e9967bbce9d73bae98d1d431cbce89a9cc6eb7b
+size 4228149

实验1/stic_m_v4_fourier2d_exp1/fno_lite/metrics.json

@@ -0,0 +1,30 @@
+{
+  "rmse_mean": 0.060433223843574524,
+  "rmse_last": 0.07889906316995621,
+  "mae_mean": 0.04653765261173248,
+  "mae_last": 0.06084145978093147,
+  "spectral_error": 0.0010438597993925214,
+  "eval_seconds_per_batch": 0.004430198669433593,
+  "mean_energy_drift": NaN,
+  "mean_reverse_error": NaN,
+  "mean_fold_dyn_error": NaN,
+  "lead_1_rmse": 0.04876608029007912,
+  "lead_2_rmse": 0.04763711616396904,
+  "lead_3_rmse": 0.05284830555319786,
+  "lead_4_rmse": 0.05497562885284424,
+  "lead_5_rmse": 0.06010095030069351,
+  "lead_6_rmse": 0.06784212589263916,
+  "lead_7_rmse": 0.07239650934934616,
+  "lead_8_rmse": 0.07889906316995621,
+  "lead_1_mae": 0.03794533386826515,
+  "lead_2_mae": 0.03719710931181908,
+  "lead_3_mae": 0.040526051074266434,
+  "lead_4_mae": 0.04241388663649559,
+  "lead_5_mae": 0.04600103944540024,
+  "lead_6_mae": 0.05219854414463043,
+  "lead_7_mae": 0.055177778005599976,
+  "lead_8_mae": 0.06084145978093147,
+  "model": "fno_lite",
+  "params": 530440,
+  "train_seconds": 3.6199076175689697
+}

实验1/stic_m_v4_fourier2d_exp1/fno_lite/train_log.json

@@ -0,0 +1,182 @@
+[
+  {
+    "step": 1,
+    "loss_total": 1.0353507995605469,
+    "loss_pred": 1.0353507995605469,
+    "rmse_mean": 1.0053951740264893,
+    "rmse_last": 1.0047814846038818,
+    "mae_mean": 0.8065875768661499,
+    "mae_last": 0.8060545325279236,
+    "spectral_error": 0.11170131852850318,
+    "eval_seconds_per_batch": 0.005945324897766113,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 1.0066194534301758,
+    "lead_2_rmse": 1.0044646263122559,
+    "lead_3_rmse": 1.0140348672866821,
+    "lead_4_rmse": 1.0024971961975098,
+    "lead_5_rmse": 1.003356695175171,
+    "lead_6_rmse": 1.0045135021209717,
+    "lead_7_rmse": 1.002893090248108,
+    "lead_8_rmse": 1.0047814846038818,
+    "lead_1_mae": 0.8075399994850159,
+    "lead_2_mae": 0.8057252168655396,
+    "lead_3_mae": 0.8132362365722656,
+    "lead_4_mae": 0.8044394850730896,
+    "lead_5_mae": 0.8051080107688904,
+    "lead_6_mae": 0.8059816360473633,
+    "lead_7_mae": 0.8046154379844666,
+    "lead_8_mae": 0.8060545325279236
+  },
+  {
+    "step": 50,
+    "loss_total": 0.17918707430362701,
+    "loss_pred": 0.17918707430362701,
+    "rmse_mean": 0.48088181018829346,
+    "rmse_last": 0.6245273351669312,
+    "mae_mean": 0.38673263788223267,
+    "mae_last": 0.5039903521537781,
+    "spectral_error": 0.019345718319527805,
+    "eval_seconds_per_batch": 0.0044177621603012085,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.455630362033844,
+    "lead_2_rmse": 0.4207298159599304,
+    "lead_3_rmse": 0.4028288722038269,
+    "lead_4_rmse": 0.40777310729026794,
+    "lead_5_rmse": 0.4571817219257355,
+    "lead_6_rmse": 0.508831799030304,
+    "lead_7_rmse": 0.5695512890815735,
+    "lead_8_rmse": 0.6245273351669312,
+    "lead_1_mae": 0.3676666021347046,
+    "lead_2_mae": 0.33799225091934204,
+    "lead_3_mae": 0.3225284814834595,
+    "lead_4_mae": 0.3276243507862091,
+    "lead_5_mae": 0.36630210280418396,
+    "lead_6_mae": 0.40945562720298767,
+    "lead_7_mae": 0.4583015441894531,
+    "lead_8_mae": 0.5039903521537781
+  },
+  {
+    "step": 100,
+    "loss_total": 0.009704049676656723,
+    "loss_pred": 0.009704049676656723,
+    "rmse_mean": 0.1340658962726593,
+    "rmse_last": 0.16488251090049744,
+    "mae_mean": 0.10549207031726837,
+    "mae_last": 0.1296795904636383,
+    "spectral_error": 0.0037932807972538285,
+    "eval_seconds_per_batch": 0.004356399178504944,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.1276456117630005,
+    "lead_2_rmse": 0.11649296432733536,
+    "lead_3_rmse": 0.11271935701370239,
+    "lead_4_rmse": 0.1227341964840889,
+    "lead_5_rmse": 0.1330716609954834,
+    "lead_6_rmse": 0.14361798763275146,
+    "lead_7_rmse": 0.15136289596557617,
+    "lead_8_rmse": 0.16488251090049744,
+    "lead_1_mae": 0.10200690478086472,
+    "lead_2_mae": 0.0934862494468689,
+    "lead_3_mae": 0.08930344134569168,
+    "lead_4_mae": 0.09647339582443237,
+    "lead_5_mae": 0.10337532311677933,
+    "lead_6_mae": 0.11200480908155441,
+    "lead_7_mae": 0.11760682612657547,
+    "lead_8_mae": 0.1296795904636383
+  },
+  {
+    "step": 150,
+    "loss_total": 0.0035476870834827423,
+    "loss_pred": 0.0035476870834827423,
+    "rmse_mean": 0.08976129442453384,
+    "rmse_last": 0.11357777565717697,
+    "mae_mean": 0.06948620080947876,
+    "mae_last": 0.08754745870828629,
+    "spectral_error": 0.00197606399160577,
+    "eval_seconds_per_batch": 0.004385963082313538,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.07697030156850815,
+    "lead_2_rmse": 0.07148908078670502,
+    "lead_3_rmse": 0.07868357002735138,
+    "lead_4_rmse": 0.08018653094768524,
+    "lead_5_rmse": 0.09081465005874634,
+    "lead_6_rmse": 0.10340041667222977,
+    "lead_7_rmse": 0.10296805948019028,
+    "lead_8_rmse": 0.11357777565717697,
+    "lead_1_mae": 0.0606420561671257,
+    "lead_2_mae": 0.056523729115724564,
+    "lead_3_mae": 0.06149374693632126,
+    "lead_4_mae": 0.06210845336318016,
+    "lead_5_mae": 0.06936661154031754,
+    "lead_6_mae": 0.07982330769300461,
+    "lead_7_mae": 0.07838428020477295,
+    "lead_8_mae": 0.08754745870828629
+  },
+  {
+    "step": 200,
+    "loss_total": 0.0023649963550269604,
+    "loss_pred": 0.0023649963550269604,
+    "rmse_mean": 0.06849229335784912,
+    "rmse_last": 0.08846132457256317,
+    "mae_mean": 0.05253244563937187,
+    "mae_last": 0.06786941736936569,
+    "spectral_error": 0.0014525937840517145,
+    "eval_seconds_per_batch": 0.00451168417930603,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.05869346484541893,
+    "lead_2_rmse": 0.05601190775632858,
+    "lead_3_rmse": 0.05974791571497917,
+    "lead_4_rmse": 0.060731858015060425,
+    "lead_5_rmse": 0.06719115376472473,
+    "lead_6_rmse": 0.07580504566431046,
+    "lead_7_rmse": 0.08129565417766571,
+    "lead_8_rmse": 0.08846132457256317,
+    "lead_1_mae": 0.04569144919514656,
+    "lead_2_mae": 0.04391605034470558,
+    "lead_3_mae": 0.04588659852743149,
+    "lead_4_mae": 0.04658534750342369,
+    "lead_5_mae": 0.050955869257450104,
+    "lead_6_mae": 0.05773371085524559,
+    "lead_7_mae": 0.06162113696336746,
+    "lead_8_mae": 0.06786941736936569
+  },
+  {
+    "step": 250,
+    "loss_total": 0.0018373617203906178,
+    "loss_pred": 0.0018373617203906178,
+    "rmse_mean": 0.06236937642097473,
+    "rmse_last": 0.08108725398778915,
+    "mae_mean": 0.047782786190509796,
+    "mae_last": 0.062267981469631195,
+    "spectral_error": 0.001128869662352372,
+    "eval_seconds_per_batch": 0.004348143935203552,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.04973790794610977,
+    "lead_2_rmse": 0.0489264540374279,
+    "lead_3_rmse": 0.05521663278341293,
+    "lead_4_rmse": 0.05662112310528755,
+    "lead_5_rmse": 0.06189146265387535,
+    "lead_6_rmse": 0.07024285197257996,
+    "lead_7_rmse": 0.07523132860660553,
+    "lead_8_rmse": 0.08108725398778915,
+    "lead_1_mae": 0.03860814869403839,
+    "lead_2_mae": 0.03811996430158615,
+    "lead_3_mae": 0.04210495203733444,
+    "lead_4_mae": 0.04339180514216423,
+    "lead_5_mae": 0.047088928520679474,
+    "lead_6_mae": 0.05371752008795738,
+    "lead_7_mae": 0.0569629967212677,
+    "lead_8_mae": 0.062267981469631195
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/persistence/metrics.json

@@ -0,0 +1,30 @@
+{
+  "rmse_mean": 0.8526968955993652,
+  "rmse_last": 1.418277382850647,
+  "mae_mean": 0.6894320249557495,
+  "mae_last": 1.1444883346557617,
+  "spectral_error": 0.0004859390303317923,
+  "eval_seconds_per_batch": 0.016547584533691408,
+  "mean_energy_drift": NaN,
+  "mean_reverse_error": NaN,
+  "mean_fold_dyn_error": NaN,
+  "lead_1_rmse": 0.20528657734394073,
+  "lead_2_rmse": 0.40774935483932495,
+  "lead_3_rmse": 0.6046169400215149,
+  "lead_4_rmse": 0.7932250499725342,
+  "lead_5_rmse": 0.9710681438446045,
+  "lead_6_rmse": 1.1358461380004883,
+  "lead_7_rmse": 1.2855055332183838,
+  "lead_8_rmse": 1.418277382850647,
+  "lead_1_mae": 0.16642609238624573,
+  "lead_2_mae": 0.3304644823074341,
+  "lead_3_mae": 0.4897997975349426,
+  "lead_4_mae": 0.642201840877533,
+  "lead_5_mae": 0.7856255173683167,
+  "lead_6_mae": 0.9181843400001526,
+  "lead_7_mae": 1.038265585899353,
+  "lead_8_mae": 1.1444883346557617,
+  "model": "persistence",
+  "params": 0,
+  "train_seconds": 0.0
+}

实验1/stic_m_v4_fourier2d_exp1/results.csv

@@ -0,0 +1,11 @@
+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_port,gate_fold,gate_dissipation
+0.8526968955993652,1.418277382850647,0.6894320249557495,1.1444883346557617,0.0004859390303317923,0.016547584533691408,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,,,,,
+0.08554607629776001,0.11070806533098221,0.06543636322021484,0.08613423258066177,0.0021976415114477277,0.034607582092285157,0.0020947603788226844,0.0014200836094096303,0.0003867699182592332,0.07854362577199936,0.06517451256513596,0.07118138670921326,0.0783761516213417,0.08706020563840866,0.09459788352251053,0.09872683882713318,0.11070806533098221,0.059662990272045135,0.048340458422899246,0.053837455809116364,0.05981976538896561,0.06687004119157791,0.07281951606273651,0.0760064497590065,0.08613423258066177,sticm_v4_full,536679,27.04817509651184,fourier2d,0.3005070686340332,0.271394282579422,0.3462313115596771,0.0013784193433821201,0.030059320852160454
+0.09528866410255432,0.11964230239391327,0.07355689257383347,0.09415353089570999,0.003157177325338125,0.02856764793395996,0.016731361225247383,0.012232761271297932,0.0027483560144901274,0.08597490191459656,0.08183791488409042,0.08856496959924698,0.08990740776062012,0.09281475841999054,0.09871052950620651,0.10485658049583435,0.11964230239391327,0.06525205820798874,0.06267829239368439,0.06853990256786346,0.06933744251728058,0.0712561309337616,0.07594814151525497,0.0812896266579628,0.09415353089570999,sticm_v4_no_gates,536679,26.247762441635132,fourier2d,1.0,1.0,1.0,1.0,1.0
+0.4695759415626526,0.65935218334198,0.3775519132614136,0.5321147441864014,0.009635032471269369,0.02944148063659668,2.431962639093399e-07,4.170430914127686e-14,6.503172721750161e-07,0.6761531233787537,0.5300195813179016,0.39572834968566895,0.3013733923435211,0.29597681760787964,0.38335120677948,0.5146527290344238,0.65935218334198,0.5443943738937378,0.42674577236175537,0.3185597062110901,0.24165846407413483,0.23564861714839935,0.30685147643089294,0.414442241191864,0.5321147441864014,sticm_v4_no_spectral,536679,26.820061206817627,fourier2d,5.434362719825003e-07,0.0,4.5682477320951875e-06,9.532552525115534e-08,1.579718514221895e-06
+0.10595439374446869,0.14049403369426727,0.0818338617682457,0.11004254221916199,0.0029377700248733162,0.029708375930786134,0.003084448408335447,0.0012362695019692183,0.00032141099451109766,0.07703213393688202,0.08075970411300659,0.09801001846790314,0.10749667137861252,0.11081849038600922,0.11323196440935135,0.11979209631681442,0.14049403369426727,0.057753052562475204,0.06131606921553612,0.075881727039814,0.08343032747507095,0.08578458428382874,0.08754489570856094,0.09291771054267883,0.11004254221916199,sticm_v4_no_dissipation,536679,27.17565941810608,fourier2d,0.30216726660728455,0.2750588059425354,0.11293956637382507,0.006243241019546986,0.0
+0.1018735021352768,0.13840697705745697,0.0801355242729187,0.11053457856178284,0.002336506536230445,0.035506906509399416,0.0022985760914161803,0.0010402990528382361,0.0031101151928305624,0.08176851272583008,0.07850728929042816,0.09016115218400955,0.09794732183218002,0.10303471237421036,0.10837335884571075,0.11678873002529144,0.13840697705745697,0.06288476288318634,0.06003246456384659,0.0703543946146965,0.07724125683307648,0.08154941350221634,0.08577441424131393,0.09271292388439178,0.11053457856178284,sticm_v4_no_folding,536679,28.108927249908447,fourier2d,0.15110038220882416,0.28717660903930664,0.12533579766750336,0.0,0.0358508862555027
+0.29710474610328674,0.4138507843017578,0.23929426074028015,0.3314569592475891,0.016831446290016174,0.018130378723144533,0.5362969505786895,0.04511429563164711,0.14839793264865875,0.183123379945755,0.2030031830072403,0.2429039627313614,0.2845609188079834,0.32085108757019043,0.3505282700061798,0.37801650166511536,0.4138507843017578,0.14987727999687195,0.16546550393104553,0.19662237167358398,0.2291772961616516,0.2576662003993988,0.28112801909446716,0.30296042561531067,0.3314569592475891,sticm_v4_blackbox,536679,16.95768404006958,fourier2d,0.0,0.0,0.0,0.0,0.0
+0.09285564720630646,0.15142720937728882,0.0636235773563385,0.09931057691574097,0.004595209481194616,0.005772800445556641,nan,nan,nan,0.049507107585668564,0.05617296323180199,0.06666598469018936,0.07965444773435593,0.0947759598493576,0.11267723143100739,0.1319642961025238,0.15142720937728882,0.03704080730676651,0.041481610387563705,0.04821138456463814,0.055555347353219986,0.06476122885942459,0.07516991347074509,0.08745778352022171,0.09931057691574097,simvp_lite,309960,3.357142686843872,fourier2d,,,,,
+0.060433223843574524,0.07889906316995621,0.04653765261173248,0.06084145978093147,0.0010438597993925214,0.004430198669433593,nan,nan,nan,0.04876608029007912,0.04763711616396904,0.05284830555319786,0.05497562885284424,0.06010095030069351,0.06784212589263916,0.07239650934934616,0.07889906316995621,0.03794533386826515,0.03719710931181908,0.040526051074266434,0.04241388663649559,0.04600103944540024,0.05219854414463043,0.055177778005599976,0.06084145978093147,fno_lite,530440,3.6199076175689697,fourier2d,,,,,
+0.1195744127035141,0.1719052940607071,0.08710707724094391,0.11883947253227234,0.006937314607203007,0.0047524356842041015,nan,nan,nan,0.08204393088817596,0.08595574647188187,0.09606078267097473,0.10884928703308105,0.1222633570432663,0.1356947273015976,0.15382219851016998,0.1719052940607071,0.0626719743013382,0.0653957650065422,0.07274243980646133,0.0814356729388237,0.08989844471216202,0.09749869257211685,0.10837414860725403,0.11883947253227234,unet_lite,200360,2.067087173461914,fourier2d,,,,,

实验1/stic_m_v4_fourier2d_exp1/results.json

@@ -0,0 +1,342 @@
+[
+  {
+    "rmse_mean": 0.8526968955993652,
+    "rmse_last": 1.418277382850647,
+    "mae_mean": 0.6894320249557495,
+    "mae_last": 1.1444883346557617,
+    "spectral_error": 0.0004859390303317923,
+    "eval_seconds_per_batch": 0.016547584533691408,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.20528657734394073,
+    "lead_2_rmse": 0.40774935483932495,
+    "lead_3_rmse": 0.6046169400215149,
+    "lead_4_rmse": 0.7932250499725342,
+    "lead_5_rmse": 0.9710681438446045,
+    "lead_6_rmse": 1.1358461380004883,
+    "lead_7_rmse": 1.2855055332183838,
+    "lead_8_rmse": 1.418277382850647,
+    "lead_1_mae": 0.16642609238624573,
+    "lead_2_mae": 0.3304644823074341,
+    "lead_3_mae": 0.4897997975349426,
+    "lead_4_mae": 0.642201840877533,
+    "lead_5_mae": 0.7856255173683167,
+    "lead_6_mae": 0.9181843400001526,
+    "lead_7_mae": 1.038265585899353,
+    "lead_8_mae": 1.1444883346557617,
+    "model": "persistence",
+    "params": 0,
+    "train_seconds": 0.0,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.08554607629776001,
+    "rmse_last": 0.11070806533098221,
+    "mae_mean": 0.06543636322021484,
+    "mae_last": 0.08613423258066177,
+    "spectral_error": 0.0021976415114477277,
+    "eval_seconds_per_batch": 0.034607582092285157,
+    "mean_energy_drift": 0.0020947603788226844,
+    "mean_reverse_error": 0.0014200836094096303,
+    "mean_fold_dyn_error": 0.0003867699182592332,
+    "gate_closed": 0.3005070686340332,
+    "gate_spectral": 0.271394282579422,
+    "gate_port": 0.3462313115596771,
+    "gate_fold": 0.0013784193433821201,
+    "gate_dissipation": 0.030059320852160454,
+    "lead_1_rmse": 0.07854362577199936,
+    "lead_2_rmse": 0.06517451256513596,
+    "lead_3_rmse": 0.07118138670921326,
+    "lead_4_rmse": 0.0783761516213417,
+    "lead_5_rmse": 0.08706020563840866,
+    "lead_6_rmse": 0.09459788352251053,
+    "lead_7_rmse": 0.09872683882713318,
+    "lead_8_rmse": 0.11070806533098221,
+    "lead_1_mae": 0.059662990272045135,
+    "lead_2_mae": 0.048340458422899246,
+    "lead_3_mae": 0.053837455809116364,
+    "lead_4_mae": 0.05981976538896561,
+    "lead_5_mae": 0.06687004119157791,
+    "lead_6_mae": 0.07281951606273651,
+    "lead_7_mae": 0.0760064497590065,
+    "lead_8_mae": 0.08613423258066177,
+    "model": "sticm_v4_full",
+    "params": 536679,
+    "train_seconds": 27.04817509651184,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.09528866410255432,
+    "rmse_last": 0.11964230239391327,
+    "mae_mean": 0.07355689257383347,
+    "mae_last": 0.09415353089570999,
+    "spectral_error": 0.003157177325338125,
+    "eval_seconds_per_batch": 0.02856764793395996,
+    "mean_energy_drift": 0.016731361225247383,
+    "mean_reverse_error": 0.012232761271297932,
+    "mean_fold_dyn_error": 0.0027483560144901274,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_port": 1.0,
+    "gate_fold": 1.0,
+    "gate_dissipation": 1.0,
+    "lead_1_rmse": 0.08597490191459656,
+    "lead_2_rmse": 0.08183791488409042,
+    "lead_3_rmse": 0.08856496959924698,
+    "lead_4_rmse": 0.08990740776062012,
+    "lead_5_rmse": 0.09281475841999054,
+    "lead_6_rmse": 0.09871052950620651,
+    "lead_7_rmse": 0.10485658049583435,
+    "lead_8_rmse": 0.11964230239391327,
+    "lead_1_mae": 0.06525205820798874,
+    "lead_2_mae": 0.06267829239368439,
+    "lead_3_mae": 0.06853990256786346,
+    "lead_4_mae": 0.06933744251728058,
+    "lead_5_mae": 0.0712561309337616,
+    "lead_6_mae": 0.07594814151525497,
+    "lead_7_mae": 0.0812896266579628,
+    "lead_8_mae": 0.09415353089570999,
+    "model": "sticm_v4_no_gates",
+    "params": 536679,
+    "train_seconds": 26.247762441635132,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.4695759415626526,
+    "rmse_last": 0.65935218334198,
+    "mae_mean": 0.3775519132614136,
+    "mae_last": 0.5321147441864014,
+    "spectral_error": 0.009635032471269369,
+    "eval_seconds_per_batch": 0.02944148063659668,
+    "mean_energy_drift": 2.431962639093399e-07,
+    "mean_reverse_error": 4.170430914127686e-14,
+    "mean_fold_dyn_error": 6.503172721750161e-07,
+    "gate_closed": 5.434362719825003e-07,
+    "gate_spectral": 0.0,
+    "gate_port": 4.5682477320951875e-06,
+    "gate_fold": 9.532552525115534e-08,
+    "gate_dissipation": 1.579718514221895e-06,
+    "lead_1_rmse": 0.6761531233787537,
+    "lead_2_rmse": 0.5300195813179016,
+    "lead_3_rmse": 0.39572834968566895,
+    "lead_4_rmse": 0.3013733923435211,
+    "lead_5_rmse": 0.29597681760787964,
+    "lead_6_rmse": 0.38335120677948,
+    "lead_7_rmse": 0.5146527290344238,
+    "lead_8_rmse": 0.65935218334198,
+    "lead_1_mae": 0.5443943738937378,
+    "lead_2_mae": 0.42674577236175537,
+    "lead_3_mae": 0.3185597062110901,
+    "lead_4_mae": 0.24165846407413483,
+    "lead_5_mae": 0.23564861714839935,
+    "lead_6_mae": 0.30685147643089294,
+    "lead_7_mae": 0.414442241191864,
+    "lead_8_mae": 0.5321147441864014,
+    "model": "sticm_v4_no_spectral",
+    "params": 536679,
+    "train_seconds": 26.820061206817627,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.10595439374446869,
+    "rmse_last": 0.14049403369426727,
+    "mae_mean": 0.0818338617682457,
+    "mae_last": 0.11004254221916199,
+    "spectral_error": 0.0029377700248733162,
+    "eval_seconds_per_batch": 0.029708375930786134,
+    "mean_energy_drift": 0.003084448408335447,
+    "mean_reverse_error": 0.0012362695019692183,
+    "mean_fold_dyn_error": 0.00032141099451109766,
+    "gate_closed": 0.30216726660728455,
+    "gate_spectral": 0.2750588059425354,
+    "gate_port": 0.11293956637382507,
+    "gate_fold": 0.006243241019546986,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.07703213393688202,
+    "lead_2_rmse": 0.08075970411300659,
+    "lead_3_rmse": 0.09801001846790314,
+    "lead_4_rmse": 0.10749667137861252,
+    "lead_5_rmse": 0.11081849038600922,
+    "lead_6_rmse": 0.11323196440935135,
+    "lead_7_rmse": 0.11979209631681442,
+    "lead_8_rmse": 0.14049403369426727,
+    "lead_1_mae": 0.057753052562475204,
+    "lead_2_mae": 0.06131606921553612,
+    "lead_3_mae": 0.075881727039814,
+    "lead_4_mae": 0.08343032747507095,
+    "lead_5_mae": 0.08578458428382874,
+    "lead_6_mae": 0.08754489570856094,
+    "lead_7_mae": 0.09291771054267883,
+    "lead_8_mae": 0.11004254221916199,
+    "model": "sticm_v4_no_dissipation",
+    "params": 536679,
+    "train_seconds": 27.17565941810608,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.1018735021352768,
+    "rmse_last": 0.13840697705745697,
+    "mae_mean": 0.0801355242729187,
+    "mae_last": 0.11053457856178284,
+    "spectral_error": 0.002336506536230445,
+    "eval_seconds_per_batch": 0.035506906509399416,
+    "mean_energy_drift": 0.0022985760914161803,
+    "mean_reverse_error": 0.0010402990528382361,
+    "mean_fold_dyn_error": 0.0031101151928305624,
+    "gate_closed": 0.15110038220882416,
+    "gate_spectral": 0.28717660903930664,
+    "gate_port": 0.12533579766750336,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.0358508862555027,
+    "lead_1_rmse": 0.08176851272583008,
+    "lead_2_rmse": 0.07850728929042816,
+    "lead_3_rmse": 0.09016115218400955,
+    "lead_4_rmse": 0.09794732183218002,
+    "lead_5_rmse": 0.10303471237421036,
+    "lead_6_rmse": 0.10837335884571075,
+    "lead_7_rmse": 0.11678873002529144,
+    "lead_8_rmse": 0.13840697705745697,
+    "lead_1_mae": 0.06288476288318634,
+    "lead_2_mae": 0.06003246456384659,
+    "lead_3_mae": 0.0703543946146965,
+    "lead_4_mae": 0.07724125683307648,
+    "lead_5_mae": 0.08154941350221634,
+    "lead_6_mae": 0.08577441424131393,
+    "lead_7_mae": 0.09271292388439178,
+    "lead_8_mae": 0.11053457856178284,
+    "model": "sticm_v4_no_folding",
+    "params": 536679,
+    "train_seconds": 28.108927249908447,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.29710474610328674,
+    "rmse_last": 0.4138507843017578,
+    "mae_mean": 0.23929426074028015,
+    "mae_last": 0.3314569592475891,
+    "spectral_error": 0.016831446290016174,
+    "eval_seconds_per_batch": 0.018130378723144533,
+    "mean_energy_drift": 0.5362969505786895,
+    "mean_reverse_error": 0.04511429563164711,
+    "mean_fold_dyn_error": 0.14839793264865875,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_port": 0.0,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.183123379945755,
+    "lead_2_rmse": 0.2030031830072403,
+    "lead_3_rmse": 0.2429039627313614,
+    "lead_4_rmse": 0.2845609188079834,
+    "lead_5_rmse": 0.32085108757019043,
+    "lead_6_rmse": 0.3505282700061798,
+    "lead_7_rmse": 0.37801650166511536,
+    "lead_8_rmse": 0.4138507843017578,
+    "lead_1_mae": 0.14987727999687195,
+    "lead_2_mae": 0.16546550393104553,
+    "lead_3_mae": 0.19662237167358398,
+    "lead_4_mae": 0.2291772961616516,
+    "lead_5_mae": 0.2576662003993988,
+    "lead_6_mae": 0.28112801909446716,
+    "lead_7_mae": 0.30296042561531067,
+    "lead_8_mae": 0.3314569592475891,
+    "model": "sticm_v4_blackbox",
+    "params": 536679,
+    "train_seconds": 16.95768404006958,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.09285564720630646,
+    "rmse_last": 0.15142720937728882,
+    "mae_mean": 0.0636235773563385,
+    "mae_last": 0.09931057691574097,
+    "spectral_error": 0.004595209481194616,
+    "eval_seconds_per_batch": 0.005772800445556641,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.049507107585668564,
+    "lead_2_rmse": 0.05617296323180199,
+    "lead_3_rmse": 0.06666598469018936,
+    "lead_4_rmse": 0.07965444773435593,
+    "lead_5_rmse": 0.0947759598493576,
+    "lead_6_rmse": 0.11267723143100739,
+    "lead_7_rmse": 0.1319642961025238,
+    "lead_8_rmse": 0.15142720937728882,
+    "lead_1_mae": 0.03704080730676651,
+    "lead_2_mae": 0.041481610387563705,
+    "lead_3_mae": 0.04821138456463814,
+    "lead_4_mae": 0.055555347353219986,
+    "lead_5_mae": 0.06476122885942459,
+    "lead_6_mae": 0.07516991347074509,
+    "lead_7_mae": 0.08745778352022171,
+    "lead_8_mae": 0.09931057691574097,
+    "model": "simvp_lite",
+    "params": 309960,
+    "train_seconds": 3.357142686843872,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.060433223843574524,
+    "rmse_last": 0.07889906316995621,
+    "mae_mean": 0.04653765261173248,
+    "mae_last": 0.06084145978093147,
+    "spectral_error": 0.0010438597993925214,
+    "eval_seconds_per_batch": 0.004430198669433593,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.04876608029007912,
+    "lead_2_rmse": 0.04763711616396904,
+    "lead_3_rmse": 0.05284830555319786,
+    "lead_4_rmse": 0.05497562885284424,
+    "lead_5_rmse": 0.06010095030069351,
+    "lead_6_rmse": 0.06784212589263916,
+    "lead_7_rmse": 0.07239650934934616,
+    "lead_8_rmse": 0.07889906316995621,
+    "lead_1_mae": 0.03794533386826515,
+    "lead_2_mae": 0.03719710931181908,
+    "lead_3_mae": 0.040526051074266434,
+    "lead_4_mae": 0.04241388663649559,
+    "lead_5_mae": 0.04600103944540024,
+    "lead_6_mae": 0.05219854414463043,
+    "lead_7_mae": 0.055177778005599976,
+    "lead_8_mae": 0.06084145978093147,
+    "model": "fno_lite",
+    "params": 530440,
+    "train_seconds": 3.6199076175689697,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.1195744127035141,
+    "rmse_last": 0.1719052940607071,
+    "mae_mean": 0.08710707724094391,
+    "mae_last": 0.11883947253227234,
+    "spectral_error": 0.006937314607203007,
+    "eval_seconds_per_batch": 0.0047524356842041015,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.08204393088817596,
+    "lead_2_rmse": 0.08595574647188187,
+    "lead_3_rmse": 0.09606078267097473,
+    "lead_4_rmse": 0.10884928703308105,
+    "lead_5_rmse": 0.1222633570432663,
+    "lead_6_rmse": 0.1356947273015976,
+    "lead_7_rmse": 0.15382219851016998,
+    "lead_8_rmse": 0.1719052940607071,
+    "lead_1_mae": 0.0626719743013382,
+    "lead_2_mae": 0.0653957650065422,
+    "lead_3_mae": 0.07274243980646133,
+    "lead_4_mae": 0.0814356729388237,
+    "lead_5_mae": 0.08989844471216202,
+    "lead_6_mae": 0.09749869257211685,
+    "lead_7_mae": 0.10837414860725403,
+    "lead_8_mae": 0.11883947253227234,
+    "model": "unet_lite",
+    "params": 200360,
+    "train_seconds": 2.067087173461914,
+    "dataset": "fourier2d"
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/simvp_lite/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:741a892b24a282da33ad8418fe854e2945cf964a046b62e9d70b7fa280adc4aa
+size 1252021

实验1/stic_m_v4_fourier2d_exp1/simvp_lite/metrics.json

@@ -0,0 +1,30 @@
+{
+  "rmse_mean": 0.09285564720630646,
+  "rmse_last": 0.15142720937728882,
+  "mae_mean": 0.0636235773563385,
+  "mae_last": 0.09931057691574097,
+  "spectral_error": 0.004595209481194616,
+  "eval_seconds_per_batch": 0.005772800445556641,
+  "mean_energy_drift": NaN,
+  "mean_reverse_error": NaN,
+  "mean_fold_dyn_error": NaN,
+  "lead_1_rmse": 0.049507107585668564,
+  "lead_2_rmse": 0.05617296323180199,
+  "lead_3_rmse": 0.06666598469018936,
+  "lead_4_rmse": 0.07965444773435593,
+  "lead_5_rmse": 0.0947759598493576,
+  "lead_6_rmse": 0.11267723143100739,
+  "lead_7_rmse": 0.1319642961025238,
+  "lead_8_rmse": 0.15142720937728882,
+  "lead_1_mae": 0.03704080730676651,
+  "lead_2_mae": 0.041481610387563705,
+  "lead_3_mae": 0.04821138456463814,
+  "lead_4_mae": 0.055555347353219986,
+  "lead_5_mae": 0.06476122885942459,
+  "lead_6_mae": 0.07516991347074509,
+  "lead_7_mae": 0.08745778352022171,
+  "lead_8_mae": 0.09931057691574097,
+  "model": "simvp_lite",
+  "params": 309960,
+  "train_seconds": 3.357142686843872
+}

实验1/stic_m_v4_fourier2d_exp1/simvp_lite/train_log.json

@@ -0,0 +1,182 @@
+[
+  {
+    "step": 1,
+    "loss_total": 1.2146912813186646,
+    "loss_pred": 1.2146912813186646,
+    "rmse_mean": 1.146797776222229,
+    "rmse_last": 1.0789122581481934,
+    "mae_mean": 0.9203760623931885,
+    "mae_last": 0.8642053008079529,
+    "spectral_error": 0.09435332054272294,
+    "eval_seconds_per_batch": 0.004998162388801575,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.8292527198791504,
+    "lead_2_rmse": 1.0734895467758179,
+    "lead_3_rmse": 0.9773769378662109,
+    "lead_4_rmse": 1.1840330362319946,
+    "lead_5_rmse": 1.1280617713928223,
+    "lead_6_rmse": 1.2725491523742676,
+    "lead_7_rmse": 1.6307069063186646,
+    "lead_8_rmse": 1.0789122581481934,
+    "lead_1_mae": 0.666575014591217,
+    "lead_2_mae": 0.8609971404075623,
+    "lead_3_mae": 0.7849957346916199,
+    "lead_4_mae": 0.9471439123153687,
+    "lead_5_mae": 0.9077504873275757,
+    "lead_6_mae": 1.014011025428772,
+    "lead_7_mae": 1.317330002784729,
+    "lead_8_mae": 0.8642053008079529
+  },
+  {
+    "step": 50,
+    "loss_total": 0.04613085091114044,
+    "loss_pred": 0.04613085091114044,
+    "rmse_mean": 0.2117229700088501,
+    "rmse_last": 0.27177298069000244,
+    "mae_mean": 0.144001305103302,
+    "mae_last": 0.18097947537899017,
+    "spectral_error": 0.017888712289277464,
+    "eval_seconds_per_batch": 0.005079060792922974,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.15346290171146393,
+    "lead_2_rmse": 0.16706633567810059,
+    "lead_3_rmse": 0.1801946461200714,
+    "lead_4_rmse": 0.20161916315555573,
+    "lead_5_rmse": 0.21759794652462006,
+    "lead_6_rmse": 0.24270866811275482,
+    "lead_7_rmse": 0.25936099886894226,
+    "lead_8_rmse": 0.27177298069000244,
+    "lead_1_mae": 0.10609744489192963,
+    "lead_2_mae": 0.11668314784765244,
+    "lead_3_mae": 0.12556636333465576,
+    "lead_4_mae": 0.1368863731622696,
+    "lead_5_mae": 0.14757131040096283,
+    "lead_6_mae": 0.1624477058649063,
+    "lead_7_mae": 0.17577862739562988,
+    "lead_8_mae": 0.18097947537899017
+  },
+  {
+    "step": 100,
+    "loss_total": 0.022201895713806152,
+    "loss_pred": 0.022201895713806152,
+    "rmse_mean": 0.14687025547027588,
+    "rmse_last": 0.21579121053218842,
+    "mae_mean": 0.09619037806987762,
+    "mae_last": 0.13507910072803497,
+    "spectral_error": 0.01022377479239367,
+    "eval_seconds_per_batch": 0.005070596933364868,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.09121869504451752,
+    "lead_2_rmse": 0.10021853446960449,
+    "lead_3_rmse": 0.11390452831983566,
+    "lead_4_rmse": 0.1322580724954605,
+    "lead_5_rmse": 0.1511532962322235,
+    "lead_6_rmse": 0.17416325211524963,
+    "lead_7_rmse": 0.19625450670719147,
+    "lead_8_rmse": 0.21579121053218842,
+    "lead_1_mae": 0.06443317979574203,
+    "lead_2_mae": 0.06934034824371338,
+    "lead_3_mae": 0.07754860073328018,
+    "lead_4_mae": 0.08737760782241821,
+    "lead_5_mae": 0.09906196594238281,
+    "lead_6_mae": 0.11160273849964142,
+    "lead_7_mae": 0.12507948279380798,
+    "lead_8_mae": 0.13507910072803497
+  },
+  {
+    "step": 150,
+    "loss_total": 0.0187283493578434,
+    "loss_pred": 0.0187283493578434,
+    "rmse_mean": 0.1372172236442566,
+    "rmse_last": 0.20189259946346283,
+    "mae_mean": 0.09701933711767197,
+    "mae_last": 0.1359168440103531,
+    "spectral_error": 0.007768129522446543,
+    "eval_seconds_per_batch": 0.005100086331367493,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.08457861840724945,
+    "lead_2_rmse": 0.0939929336309433,
+    "lead_3_rmse": 0.10755141824483871,
+    "lead_4_rmse": 0.1238570436835289,
+    "lead_5_rmse": 0.13983187079429626,
+    "lead_6_rmse": 0.16248612105846405,
+    "lead_7_rmse": 0.18354715406894684,
+    "lead_8_rmse": 0.20189259946346283,
+    "lead_1_mae": 0.06384124606847763,
+    "lead_2_mae": 0.06989528983831406,
+    "lead_3_mae": 0.07957696914672852,
+    "lead_4_mae": 0.0890267938375473,
+    "lead_5_mae": 0.09872864931821823,
+    "lead_6_mae": 0.11280237138271332,
+    "lead_7_mae": 0.126366525888443,
+    "lead_8_mae": 0.1359168440103531
+  },
+  {
+    "step": 200,
+    "loss_total": 0.013817545026540756,
+    "loss_pred": 0.013817545026540756,
+    "rmse_mean": 0.10813820362091064,
+    "rmse_last": 0.16966558992862701,
+    "mae_mean": 0.07365453988313675,
+    "mae_last": 0.10990007221698761,
+    "spectral_error": 0.005353944536182098,
+    "eval_seconds_per_batch": 0.005487546324729919,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.06246383860707283,
+    "lead_2_rmse": 0.06955353170633316,
+    "lead_3_rmse": 0.07891997694969177,
+    "lead_4_rmse": 0.09544342756271362,
+    "lead_5_rmse": 0.10940796136856079,
+    "lead_6_rmse": 0.1301930993795395,
+    "lead_7_rmse": 0.1494581401348114,
+    "lead_8_rmse": 0.16966558992862701,
+    "lead_1_mae": 0.04701666906476021,
+    "lead_2_mae": 0.05121989548206329,
+    "lead_3_mae": 0.05680229514837265,
+    "lead_4_mae": 0.06650412827730179,
+    "lead_5_mae": 0.07411759346723557,
+    "lead_6_mae": 0.08607909828424454,
+    "lead_7_mae": 0.09759657829999924,
+    "lead_8_mae": 0.10990007221698761
+  },
+  {
+    "step": 250,
+    "loss_total": 0.00822659581899643,
+    "loss_pred": 0.00822659581899643,
+    "rmse_mean": 0.09286563843488693,
+    "rmse_last": 0.15122626721858978,
+    "mae_mean": 0.06344899535179138,
+    "mae_last": 0.09877168387174606,
+    "spectral_error": 0.004464766112505458,
+    "eval_seconds_per_batch": 0.005991742014884949,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.049821458756923676,
+    "lead_2_rmse": 0.05656774342060089,
+    "lead_3_rmse": 0.06670309603214264,
+    "lead_4_rmse": 0.079463891685009,
+    "lead_5_rmse": 0.09440784156322479,
+    "lead_6_rmse": 0.11265789717435837,
+    "lead_7_rmse": 0.1320769190788269,
+    "lead_8_rmse": 0.15122626721858978,
+    "lead_1_mae": 0.03718958795070648,
+    "lead_2_mae": 0.04162618890404701,
+    "lead_3_mae": 0.04809798300266266,
+    "lead_4_mae": 0.05521627515554428,
+    "lead_5_mae": 0.06430115550756454,
+    "lead_6_mae": 0.07496201992034912,
+    "lead_7_mae": 0.08742702007293701,
+    "lead_8_mae": 0.09877168387174606
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_blackbox/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f3adfe13a90a2fdf9ed58da0f12ee51e7481bb78a59456752de17acc3af7c0c
+size 2703797

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_blackbox/metrics.json

@@ -0,0 +1,35 @@
+{
+  "rmse_mean": 0.29710474610328674,
+  "rmse_last": 0.4138507843017578,
+  "mae_mean": 0.23929426074028015,
+  "mae_last": 0.3314569592475891,
+  "spectral_error": 0.016831446290016174,
+  "eval_seconds_per_batch": 0.018130378723144533,
+  "mean_energy_drift": 0.5362969505786895,
+  "mean_reverse_error": 0.04511429563164711,
+  "mean_fold_dyn_error": 0.14839793264865875,
+  "gate_closed": 0.0,
+  "gate_spectral": 0.0,
+  "gate_port": 0.0,
+  "gate_fold": 0.0,
+  "gate_dissipation": 0.0,
+  "lead_1_rmse": 0.183123379945755,
+  "lead_2_rmse": 0.2030031830072403,
+  "lead_3_rmse": 0.2429039627313614,
+  "lead_4_rmse": 0.2845609188079834,
+  "lead_5_rmse": 0.32085108757019043,
+  "lead_6_rmse": 0.3505282700061798,
+  "lead_7_rmse": 0.37801650166511536,
+  "lead_8_rmse": 0.4138507843017578,
+  "lead_1_mae": 0.14987727999687195,
+  "lead_2_mae": 0.16546550393104553,
+  "lead_3_mae": 0.19662237167358398,
+  "lead_4_mae": 0.2291772961616516,
+  "lead_5_mae": 0.2576662003993988,
+  "lead_6_mae": 0.28112801909446716,
+  "lead_7_mae": 0.30296042561531067,
+  "lead_8_mae": 0.3314569592475891,
+  "model": "sticm_v4_blackbox",
+  "params": 536679,
+  "train_seconds": 16.95768404006958
+}

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_blackbox/train_log.json

@@ -0,0 +1,248 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.222530484199524,
+    "loss_total": 1.222530484199524,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "gate_cost": 0.0,
+    "rmse_mean": 1.6137354373931885,
+    "rmse_last": 1.6392240524291992,
+    "mae_mean": 1.3027830123901367,
+    "mae_last": 1.3105854988098145,
+    "spectral_error": 0.1405928465537727,
+    "eval_seconds_per_batch": 0.019442856311798096,
+    "mean_energy_drift": 0.47559443302452564,
+    "mean_reverse_error": 0.004552683618385345,
+    "mean_fold_dyn_error": 0.017189546604640782,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_port": 0.0,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 1.5513885021209717,
+    "lead_2_rmse": 1.5838186740875244,
+    "lead_3_rmse": 1.6060606241226196,
+    "lead_4_rmse": 1.6212141513824463,
+    "lead_5_rmse": 1.631223201751709,
+    "lead_6_rmse": 1.637200117111206,
+    "lead_7_rmse": 1.639754056930542,
+    "lead_8_rmse": 1.6392240524291992,
+    "lead_1_mae": 1.271793246269226,
+    "lead_2_mae": 1.2872090339660645,
+    "lead_3_mae": 1.2990459203720093,
+    "lead_4_mae": 1.308026671409607,
+    "lead_5_mae": 1.3139086961746216,
+    "lead_6_mae": 1.3164145946502686,
+    "lead_7_mae": 1.3152804374694824,
+    "lead_8_mae": 1.3105854988098145
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.11907670646905899,
+    "loss_total": 0.11907670646905899,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "gate_cost": 0.0,
+    "rmse_mean": 0.36173975467681885,
+    "rmse_last": 0.4184717535972595,
+    "mae_mean": 0.27773404121398926,
+    "mae_last": 0.32503050565719604,
+    "spectral_error": 0.030501366476528347,
+    "eval_seconds_per_batch": 0.01990620791912079,
+    "mean_energy_drift": 0.38857651874423027,
+    "mean_reverse_error": 0.03192897362168878,
+    "mean_fold_dyn_error": 0.11235490860417485,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_port": 0.0,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.3779972791671753,
+    "lead_2_rmse": 0.335338830947876,
+    "lead_3_rmse": 0.32444360852241516,
+    "lead_4_rmse": 0.33509939908981323,
+    "lead_5_rmse": 0.35209912061691284,
+    "lead_6_rmse": 0.3665620982646942,
+    "lead_7_rmse": 0.38390594720840454,
+    "lead_8_rmse": 0.4184717535972595,
+    "lead_1_mae": 0.2956387400627136,
+    "lead_2_mae": 0.25683528184890747,
+    "lead_3_mae": 0.24557307362556458,
+    "lead_4_mae": 0.25415363907814026,
+    "lead_5_mae": 0.26839715242385864,
+    "lead_6_mae": 0.28077059984207153,
+    "lead_7_mae": 0.2954733371734619,
+    "lead_8_mae": 0.32503050565719604
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.030619829893112183,
+    "loss_total": 0.030619829893112183,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "gate_cost": 0.0,
+    "rmse_mean": 0.18042567372322083,
+    "rmse_last": 0.24437807500362396,
+    "mae_mean": 0.12534068524837494,
+    "mae_last": 0.1742149293422699,
+    "spectral_error": 0.013183894305257127,
+    "eval_seconds_per_batch": 0.019839376211166382,
+    "mean_energy_drift": 0.15739655843935907,
+    "mean_reverse_error": 0.033972441451624036,
+    "mean_fold_dyn_error": 0.1147270011715591,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_port": 0.0,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.16935233771800995,
+    "lead_2_rmse": 0.13697221875190735,
+    "lead_3_rmse": 0.14289136230945587,
+    "lead_4_rmse": 0.15648427605628967,
+    "lead_5_rmse": 0.1774851679801941,
+    "lead_6_rmse": 0.20023706555366516,
+    "lead_7_rmse": 0.21560488641262054,
+    "lead_8_rmse": 0.24437807500362396,
+    "lead_1_mae": 0.12313219904899597,
+    "lead_2_mae": 0.09281717985868454,
+    "lead_3_mae": 0.09714695811271667,
+    "lead_4_mae": 0.10538818687200546,
+    "lead_5_mae": 0.12205174565315247,
+    "lead_6_mae": 0.13956566154956818,
+    "lead_7_mae": 0.14840856194496155,
+    "lead_8_mae": 0.1742149293422699
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.022176619619131088,
+    "loss_total": 0.022176619619131088,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "gate_cost": 0.0,
+    "rmse_mean": 0.15790173411369324,
+    "rmse_last": 0.2174680083990097,
+    "mae_mean": 0.11065804958343506,
+    "mae_last": 0.15170781314373016,
+    "spectral_error": 0.010170153836952522,
+    "eval_seconds_per_batch": 0.021140187978744507,
+    "mean_energy_drift": 0.35097706131637096,
+    "mean_reverse_error": 0.04053855664096773,
+    "mean_fold_dyn_error": 0.1365339020267129,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_port": 0.0,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.14646638929843903,
+    "lead_2_rmse": 0.11643772572278976,
+    "lead_3_rmse": 0.12057552486658096,
+    "lead_4_rmse": 0.13483721017837524,
+    "lead_5_rmse": 0.15680254995822906,
+    "lead_6_rmse": 0.17805303633213043,
+    "lead_7_rmse": 0.1925734281539917,
+    "lead_8_rmse": 0.2174680083990097,
+    "lead_1_mae": 0.10946480929851532,
+    "lead_2_mae": 0.08133058995008469,
+    "lead_3_mae": 0.08226124942302704,
+    "lead_4_mae": 0.09167172759771347,
+    "lead_5_mae": 0.10968704521656036,
+    "lead_6_mae": 0.1259588599205017,
+    "lead_7_mae": 0.1331823617219925,
+    "lead_8_mae": 0.15170781314373016
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.024940887466073036,
+    "loss_total": 0.024940887466073036,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "gate_cost": 0.0,
+    "rmse_mean": 0.13682468235492706,
+    "rmse_last": 0.18958483636379242,
+    "mae_mean": 0.09809356927871704,
+    "mae_last": 0.1326005756855011,
+    "spectral_error": 0.008048607734963298,
+    "eval_seconds_per_batch": 0.01987569034099579,
+    "mean_energy_drift": 0.39183963648974895,
+    "mean_reverse_error": 0.04399797902442515,
+    "mean_fold_dyn_error": 0.14423852879554033,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_port": 0.0,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.11210793256759644,
+    "lead_2_rmse": 0.09266560524702072,
+    "lead_3_rmse": 0.10209589451551437,
+    "lead_4_rmse": 0.12264268100261688,
+    "lead_5_rmse": 0.1447596400976181,
+    "lead_6_rmse": 0.1600235551595688,
+    "lead_7_rmse": 0.1707172989845276,
+    "lead_8_rmse": 0.18958483636379242,
+    "lead_1_mae": 0.08246598392724991,
+    "lead_2_mae": 0.06490561366081238,
+    "lead_3_mae": 0.07205414772033691,
+    "lead_4_mae": 0.08881177008152008,
+    "lead_5_mae": 0.10638468712568283,
+    "lead_6_mae": 0.1166580319404602,
+    "lead_7_mae": 0.12086772173643112,
+    "lead_8_mae": 0.1326005756855011
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.05776183307170868,
+    "loss_total": 0.05776183307170868,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "gate_cost": 0.0,
+    "rmse_mean": 0.29843273758888245,
+    "rmse_last": 0.4123283326625824,
+    "mae_mean": 0.2395717352628708,
+    "mae_last": 0.32886818051338196,
+    "spectral_error": 0.017328843532595783,
+    "eval_seconds_per_batch": 0.020083338022232056,
+    "mean_energy_drift": 0.5267349407076836,
+    "mean_reverse_error": 0.04497563396580517,
+    "mean_fold_dyn_error": 0.1472302693873644,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_port": 0.0,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.18803519010543823,
+    "lead_2_rmse": 0.2067486196756363,
+    "lead_3_rmse": 0.24563124775886536,
+    "lead_4_rmse": 0.2862745523452759,
+    "lead_5_rmse": 0.3215421736240387,
+    "lead_6_rmse": 0.35015344619750977,
+    "lead_7_rmse": 0.37674832344055176,
+    "lead_8_rmse": 0.4123283326625824,
+    "lead_1_mae": 0.1533617228269577,
+    "lead_2_mae": 0.16796664893627167,
+    "lead_3_mae": 0.19823332130908966,
+    "lead_4_mae": 0.22989627718925476,
+    "lead_5_mae": 0.25745975971221924,
+    "lead_6_mae": 0.27993279695510864,
+    "lead_7_mae": 0.30085518956184387,
+    "lead_8_mae": 0.32886818051338196
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_full/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1063a4d7363130e2d213e3c1a3fa53d9cd1a0fbb782c7916b3cc0eaf07673f44
+size 2703797

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_full/metrics.json

@@ -0,0 +1,35 @@
+{
+  "rmse_mean": 0.08554607629776001,
+  "rmse_last": 0.11070806533098221,
+  "mae_mean": 0.06543636322021484,
+  "mae_last": 0.08613423258066177,
+  "spectral_error": 0.0021976415114477277,
+  "eval_seconds_per_batch": 0.034607582092285157,
+  "mean_energy_drift": 0.0020947603788226844,
+  "mean_reverse_error": 0.0014200836094096303,
+  "mean_fold_dyn_error": 0.0003867699182592332,
+  "gate_closed": 0.3005070686340332,
+  "gate_spectral": 0.271394282579422,
+  "gate_port": 0.3462313115596771,
+  "gate_fold": 0.0013784193433821201,
+  "gate_dissipation": 0.030059320852160454,
+  "lead_1_rmse": 0.07854362577199936,
+  "lead_2_rmse": 0.06517451256513596,
+  "lead_3_rmse": 0.07118138670921326,
+  "lead_4_rmse": 0.0783761516213417,
+  "lead_5_rmse": 0.08706020563840866,
+  "lead_6_rmse": 0.09459788352251053,
+  "lead_7_rmse": 0.09872683882713318,
+  "lead_8_rmse": 0.11070806533098221,
+  "lead_1_mae": 0.059662990272045135,
+  "lead_2_mae": 0.048340458422899246,
+  "lead_3_mae": 0.053837455809116364,
+  "lead_4_mae": 0.05981976538896561,
+  "lead_5_mae": 0.06687004119157791,
+  "lead_6_mae": 0.07281951606273651,
+  "lead_7_mae": 0.0760064497590065,
+  "lead_8_mae": 0.08613423258066177,
+  "model": "sticm_v4_full",
+  "params": 536679,
+  "train_seconds": 27.04817509651184
+}

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_full/train_log.json

@@ -0,0 +1,248 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.100234866142273,
+    "loss_total": 1.1239550113677979,
+    "loss_align": 0.238024041056633,
+    "loss_energy": 0.1184687465429306,
+    "loss_reverse": 0.0023107395973056555,
+    "loss_fold": 0.007595352828502655,
+    "loss_spectral": 0.0853327140212059,
+    "gate_cost": 0.4908764064311981,
+    "rmse_mean": 1.3740442991256714,
+    "rmse_last": 1.5566829442977905,
+    "mae_mean": 1.0786027908325195,
+    "mae_last": 1.211643934249878,
+    "spectral_error": 0.1182374064810574,
+    "eval_seconds_per_batch": 0.03265176713466644,
+    "mean_energy_drift": 0.2436809316277504,
+    "mean_reverse_error": 0.0025721235724631697,
+    "mean_fold_dyn_error": 0.00938541634241119,
+    "gate_closed": 0.48128217458724976,
+    "gate_spectral": 0.503303050994873,
+    "gate_port": 0.47535815834999084,
+    "gate_fold": 0.5194180607795715,
+    "gate_dissipation": 0.5050771236419678,
+    "lead_1_rmse": 1.215057134628296,
+    "lead_2_rmse": 1.243505597114563,
+    "lead_3_rmse": 1.2858014106750488,
+    "lead_4_rmse": 1.3376129865646362,
+    "lead_5_rmse": 1.394434928894043,
+    "lead_6_rmse": 1.4521187543869019,
+    "lead_7_rmse": 1.5071403980255127,
+    "lead_8_rmse": 1.5566829442977905,
+    "lead_1_mae": 0.9701616764068604,
+    "lead_2_mae": 0.986207902431488,
+    "lead_3_mae": 1.013414978981018,
+    "lead_4_mae": 1.0493347644805908,
+    "lead_5_mae": 1.0904576778411865,
+    "lead_6_mae": 1.133190631866455,
+    "lead_7_mae": 1.1744107007980347,
+    "lead_8_mae": 1.211643934249878
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.11377376317977905,
+    "loss_total": 0.13372093439102173,
+    "loss_align": 0.27304691076278687,
+    "loss_energy": 0.0298609659075737,
+    "loss_reverse": 0.004345230758190155,
+    "loss_fold": 0.0023405198007822037,
+    "loss_spectral": 0.026373377069830894,
+    "gate_cost": 0.4221830368041992,
+    "rmse_mean": 0.35612714290618896,
+    "rmse_last": 0.4450838267803192,
+    "mae_mean": 0.27249184250831604,
+    "mae_last": 0.348531574010849,
+    "spectral_error": 0.030159961548633873,
+    "eval_seconds_per_batch": 0.02885843813419342,
+    "mean_energy_drift": 0.024006122606806457,
+    "mean_reverse_error": 0.004193729459075257,
+    "mean_fold_dyn_error": 0.0023642971136723645,
+    "gate_closed": 0.46199607849121094,
+    "gate_spectral": 0.4776471257209778,
+    "gate_port": 0.43941226601600647,
+    "gate_fold": 0.3158065378665924,
+    "gate_dissipation": 0.4015524089336395,
+    "lead_1_rmse": 0.36836856603622437,
+    "lead_2_rmse": 0.31376588344573975,
+    "lead_3_rmse": 0.3007661998271942,
+    "lead_4_rmse": 0.31476718187332153,
+    "lead_5_rmse": 0.3390880525112152,
+    "lead_6_rmse": 0.3668956458568573,
+    "lead_7_rmse": 0.40028178691864014,
+    "lead_8_rmse": 0.4450838267803192,
+    "lead_1_mae": 0.2901403307914734,
+    "lead_2_mae": 0.23864464461803436,
+    "lead_3_mae": 0.2233002781867981,
+    "lead_4_mae": 0.23471559584140778,
+    "lead_5_mae": 0.2558958828449249,
+    "lead_6_mae": 0.27981799840927124,
+    "lead_7_mae": 0.3088884949684143,
+    "lead_8_mae": 0.348531574010849
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.035231806337833405,
+    "loss_total": 0.04571482539176941,
+    "loss_align": 0.11569161713123322,
+    "loss_energy": 0.013792779296636581,
+    "loss_reverse": 0.0035264664329588413,
+    "loss_fold": 0.001076048007234931,
+    "loss_spectral": 0.011333010159432888,
+    "gate_cost": 0.37531229853630066,
+    "rmse_mean": 0.20244719088077545,
+    "rmse_last": 0.24933990836143494,
+    "mae_mean": 0.1522226333618164,
+    "mae_last": 0.1934444010257721,
+    "spectral_error": 0.010253228945657611,
+    "eval_seconds_per_batch": 0.02937205135822296,
+    "mean_energy_drift": 0.022262750018853694,
+    "mean_reverse_error": 0.0035339463502168655,
+    "mean_fold_dyn_error": 0.0011465728930488694,
+    "gate_closed": 0.4931842088699341,
+    "gate_spectral": 0.44327089190483093,
+    "gate_port": 0.4587894678115845,
+    "gate_fold": 0.10228210687637329,
+    "gate_dissipation": 0.3667915463447571,
+    "lead_1_rmse": 0.16615422070026398,
+    "lead_2_rmse": 0.15055933594703674,
+    "lead_3_rmse": 0.17790919542312622,
+    "lead_4_rmse": 0.20564581453800201,
+    "lead_5_rmse": 0.22008846700191498,
+    "lead_6_rmse": 0.22336027026176453,
+    "lead_7_rmse": 0.22652031481266022,
+    "lead_8_rmse": 0.24933990836143494,
+    "lead_1_mae": 0.12203049659729004,
+    "lead_2_mae": 0.10462317615747452,
+    "lead_3_mae": 0.13113640248775482,
+    "lead_4_mae": 0.15567176043987274,
+    "lead_5_mae": 0.16764670610427856,
+    "lead_6_mae": 0.17011502385139465,
+    "lead_7_mae": 0.17311306297779083,
+    "lead_8_mae": 0.1934444010257721
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.01720157079398632,
+    "loss_total": 0.023858604952692986,
+    "loss_align": 0.061272021383047104,
+    "loss_energy": 0.010178757831454277,
+    "loss_reverse": 0.002466458361595869,
+    "loss_fold": 0.0007080984651111066,
+    "loss_spectral": 0.0056747691705822945,
+    "gate_cost": 0.3035546541213989,
+    "rmse_mean": 0.14536206424236298,
+    "rmse_last": 0.17194151878356934,
+    "mae_mean": 0.111109659075737,
+    "mae_last": 0.13376790285110474,
+    "spectral_error": 0.006339847866911441,
+    "eval_seconds_per_batch": 0.03969283401966095,
+    "mean_energy_drift": 0.011503052286570892,
+    "mean_reverse_error": 0.0023861461086198688,
+    "mean_fold_dyn_error": 0.0006727820145897567,
+    "gate_closed": 0.47428640723228455,
+    "gate_spectral": 0.35823971033096313,
+    "gate_port": 0.44024109840393066,
+    "gate_fold": 0.01576360873878002,
+    "gate_dissipation": 0.20239418745040894,
+    "lead_1_rmse": 0.12564459443092346,
+    "lead_2_rmse": 0.1135069876909256,
+    "lead_3_rmse": 0.13277649879455566,
+    "lead_4_rmse": 0.14995256066322327,
+    "lead_5_rmse": 0.15758821368217468,
+    "lead_6_rmse": 0.1567654311656952,
+    "lead_7_rmse": 0.154720738530159,
+    "lead_8_rmse": 0.17194151878356934,
+    "lead_1_mae": 0.0960034728050232,
+    "lead_2_mae": 0.0842185840010643,
+    "lead_3_mae": 0.10087944567203522,
+    "lead_4_mae": 0.11491834372282028,
+    "lead_5_mae": 0.12076280266046524,
+    "lead_6_mae": 0.11988940089941025,
+    "lead_7_mae": 0.11843729019165039,
+    "lead_8_mae": 0.13376790285110474
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.015086794272065163,
+    "loss_total": 0.02022368088364601,
+    "loss_align": 0.040909331291913986,
+    "loss_energy": 0.00551245454698801,
+    "loss_reverse": 0.002191455801948905,
+    "loss_fold": 0.0005996865802444518,
+    "loss_spectral": 0.005124999210238457,
+    "gate_cost": 0.2663099467754364,
+    "rmse_mean": 0.13286106288433075,
+    "rmse_last": 0.14937926828861237,
+    "mae_mean": 0.10549604147672653,
+    "mae_last": 0.11676506698131561,
+    "spectral_error": 0.006662165425950661,
+    "eval_seconds_per_batch": 0.029296904802322388,
+    "mean_energy_drift": 0.005668627738486975,
+    "mean_reverse_error": 0.0021498276037164032,
+    "mean_fold_dyn_error": 0.0006971258262638003,
+    "gate_closed": 0.4270537197589874,
+    "gate_spectral": 0.35466906428337097,
+    "gate_port": 0.41441741585731506,
+    "gate_fold": 0.010240931063890457,
+    "gate_dissipation": 0.12272696197032928,
+    "lead_1_rmse": 0.1306205540895462,
+    "lead_2_rmse": 0.11610392481088638,
+    "lead_3_rmse": 0.12070102989673615,
+    "lead_4_rmse": 0.1278677135705948,
+    "lead_5_rmse": 0.13589149713516235,
+    "lead_6_rmse": 0.14109694957733154,
+    "lead_7_rmse": 0.14122749865055084,
+    "lead_8_rmse": 0.14937926828861237,
+    "lead_1_mae": 0.10447637736797333,
+    "lead_2_mae": 0.09371938556432724,
+    "lead_3_mae": 0.09750431776046753,
+    "lead_4_mae": 0.10269248485565186,
+    "lead_5_mae": 0.10798369348049164,
+    "lead_6_mae": 0.11084173619747162,
+    "lead_7_mae": 0.10998529195785522,
+    "lead_8_mae": 0.11676506698131561
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.0072276112623512745,
+    "loss_total": 0.01016558799892664,
+    "loss_align": 0.017558865249156952,
+    "loss_energy": 0.004440028220415115,
+    "loss_reverse": 0.001350341597571969,
+    "loss_fold": 0.00034775928361341357,
+    "loss_spectral": 0.0016219739336520433,
+    "gate_cost": 0.1852695196866989,
+    "rmse_mean": 0.08847856521606445,
+    "rmse_last": 0.11708307266235352,
+    "mae_mean": 0.06763918697834015,
+    "mae_last": 0.09115996211767197,
+    "spectral_error": 0.002317873739229981,
+    "eval_seconds_per_batch": 0.02899084985256195,
+    "mean_energy_drift": 0.0015616805758327246,
+    "mean_reverse_error": 0.0014243363912100904,
+    "mean_fold_dyn_error": 0.00038385078732972033,
+    "gate_closed": 0.30140170454978943,
+    "gate_spectral": 0.27239662408828735,
+    "gate_port": 0.34710103273391724,
+    "gate_fold": 0.0014095960650593042,
+    "gate_dissipation": 0.030498571693897247,
+    "lead_1_rmse": 0.08131185173988342,
+    "lead_2_rmse": 0.06647530198097229,
+    "lead_3_rmse": 0.07299332320690155,
+    "lead_4_rmse": 0.0809696763753891,
+    "lead_5_rmse": 0.08980172872543335,
+    "lead_6_rmse": 0.09711141139268875,
+    "lead_7_rmse": 0.10208219289779663,
+    "lead_8_rmse": 0.11708307266235352,
+    "lead_1_mae": 0.061843983829021454,
+    "lead_2_mae": 0.04915479198098183,
+    "lead_3_mae": 0.05515306070446968,
+    "lead_4_mae": 0.061825912445783615,
+    "lead_5_mae": 0.06892633438110352,
+    "lead_6_mae": 0.07459104061126709,
+    "lead_7_mae": 0.07845841348171234,
+    "lead_8_mae": 0.09115996211767197
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_dissipation/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1890590f4740a873d9dbec22049f4023aa806eefa3ec1d6df755f8e76f8aa79e
+size 2703797

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_dissipation/metrics.json

@@ -0,0 +1,35 @@
+{
+  "rmse_mean": 0.10595439374446869,
+  "rmse_last": 0.14049403369426727,
+  "mae_mean": 0.0818338617682457,
+  "mae_last": 0.11004254221916199,
+  "spectral_error": 0.0029377700248733162,
+  "eval_seconds_per_batch": 0.029708375930786134,
+  "mean_energy_drift": 0.003084448408335447,
+  "mean_reverse_error": 0.0012362695019692183,
+  "mean_fold_dyn_error": 0.00032141099451109766,
+  "gate_closed": 0.30216726660728455,
+  "gate_spectral": 0.2750588059425354,
+  "gate_port": 0.11293956637382507,
+  "gate_fold": 0.006243241019546986,
+  "gate_dissipation": 0.0,
+  "lead_1_rmse": 0.07703213393688202,
+  "lead_2_rmse": 0.08075970411300659,
+  "lead_3_rmse": 0.09801001846790314,
+  "lead_4_rmse": 0.10749667137861252,
+  "lead_5_rmse": 0.11081849038600922,
+  "lead_6_rmse": 0.11323196440935135,
+  "lead_7_rmse": 0.11979209631681442,
+  "lead_8_rmse": 0.14049403369426727,
+  "lead_1_mae": 0.057753052562475204,
+  "lead_2_mae": 0.06131606921553612,
+  "lead_3_mae": 0.075881727039814,
+  "lead_4_mae": 0.08343032747507095,
+  "lead_5_mae": 0.08578458428382874,
+  "lead_6_mae": 0.08754489570856094,
+  "lead_7_mae": 0.09291771054267883,
+  "lead_8_mae": 0.11004254221916199,
+  "model": "sticm_v4_no_dissipation",
+  "params": 536679,
+  "train_seconds": 27.17565941810608
+}

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_dissipation/train_log.json

@@ -0,0 +1,248 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.1641185283660889,
+    "loss_total": 1.1879698038101196,
+    "loss_align": 0.2433033436536789,
+    "loss_energy": 0.16449591517448425,
+    "loss_reverse": 0.0027015660889446735,
+    "loss_fold": 0.008890004828572273,
+    "loss_spectral": 0.08322586864233017,
+    "gate_cost": 0.39142894744873047,
+    "rmse_mean": 0.8928470611572266,
+    "rmse_last": 1.1185400485992432,
+    "mae_mean": 0.7151034474372864,
+    "mae_last": 0.8954302668571472,
+    "spectral_error": 0.05016922880895436,
+    "eval_seconds_per_batch": 0.03015764057636261,
+    "mean_energy_drift": 0.30235485918819904,
+    "mean_reverse_error": 0.002395102274022065,
+    "mean_fold_dyn_error": 0.007790364470565692,
+    "gate_closed": 0.5044558048248291,
+    "gate_spectral": 0.47411492466926575,
+    "gate_port": 0.4528682231903076,
+    "gate_fold": 0.4804062247276306,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.6843863129615784,
+    "lead_2_rmse": 0.7277898192405701,
+    "lead_3_rmse": 0.7860270738601685,
+    "lead_4_rmse": 0.8527808785438538,
+    "lead_5_rmse": 0.9228416085243225,
+    "lead_6_rmse": 0.9922550916671753,
+    "lead_7_rmse": 1.0581555366516113,
+    "lead_8_rmse": 1.1185400485992432,
+    "lead_1_mae": 0.543209969997406,
+    "lead_2_mae": 0.5805601477622986,
+    "lead_3_mae": 0.6297139525413513,
+    "lead_4_mae": 0.6848515272140503,
+    "lead_5_mae": 0.7415776252746582,
+    "lead_6_mae": 0.7968560457229614,
+    "lead_7_mae": 0.8486282825469971,
+    "lead_8_mae": 0.8954302668571472
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.14433807134628296,
+    "loss_total": 0.15970991551876068,
+    "loss_align": 0.20566469430923462,
+    "loss_energy": 0.020314762368798256,
+    "loss_reverse": 0.0029218802228569984,
+    "loss_fold": 0.0020606950856745243,
+    "loss_spectral": 0.03083605319261551,
+    "gate_cost": 0.3020245134830475,
+    "rmse_mean": 0.3558838367462158,
+    "rmse_last": 0.4441128671169281,
+    "mae_mean": 0.26934105157852173,
+    "mae_last": 0.34743449091911316,
+    "spectral_error": 0.027013277169317007,
+    "eval_seconds_per_batch": 0.03634008765220642,
+    "mean_energy_drift": 0.018763912958092988,
+    "mean_reverse_error": 0.0030243013316066936,
+    "mean_fold_dyn_error": 0.002300738400663249,
+    "gate_closed": 0.47540751099586487,
+    "gate_spectral": 0.48247426748275757,
+    "gate_port": 0.29706060886383057,
+    "gate_fold": 0.27658161520957947,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.34320399165153503,
+    "lead_2_rmse": 0.30142438411712646,
+    "lead_3_rmse": 0.3024141788482666,
+    "lead_4_rmse": 0.32507744431495667,
+    "lead_5_rmse": 0.35128849744796753,
+    "lead_6_rmse": 0.37585195899009705,
+    "lead_7_rmse": 0.40369725227355957,
+    "lead_8_rmse": 0.4441128671169281,
+    "lead_1_mae": 0.2637489438056946,
+    "lead_2_mae": 0.22197341918945312,
+    "lead_3_mae": 0.2203904092311859,
+    "lead_4_mae": 0.24064156413078308,
+    "lead_5_mae": 0.26392075419425964,
+    "lead_6_mae": 0.2856976389884949,
+    "lead_7_mae": 0.3109210431575775,
+    "lead_8_mae": 0.34743449091911316
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.0449199378490448,
+    "loss_total": 0.0541200265288353,
+    "loss_align": 0.10803411900997162,
+    "loss_energy": 0.015888582915067673,
+    "loss_reverse": 0.0027726299595087767,
+    "loss_fold": 0.0008765971288084984,
+    "loss_spectral": 0.013265264220535755,
+    "gate_cost": 0.27356046438217163,
+    "rmse_mean": 0.2156735360622406,
+    "rmse_last": 0.27821964025497437,
+    "mae_mean": 0.16470177471637726,
+    "mae_last": 0.21875450015068054,
+    "spectral_error": 0.012452314840629697,
+    "eval_seconds_per_batch": 0.029871866106987,
+    "mean_energy_drift": 0.013000449340324849,
+    "mean_reverse_error": 0.002779977352474816,
+    "mean_fold_dyn_error": 0.0009768544077815022,
+    "gate_closed": 0.5479431748390198,
+    "gate_spectral": 0.4494856595993042,
+    "gate_port": 0.27160823345184326,
+    "gate_fold": 0.10153880715370178,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.21126222610473633,
+    "lead_2_rmse": 0.17721149325370789,
+    "lead_3_rmse": 0.18689829111099243,
+    "lead_4_rmse": 0.2040744423866272,
+    "lead_5_rmse": 0.2133060097694397,
+    "lead_6_rmse": 0.2189897745847702,
+    "lead_7_rmse": 0.23542632162570953,
+    "lead_8_rmse": 0.27821964025497437,
+    "lead_1_mae": 0.16414037346839905,
+    "lead_2_mae": 0.13200384378433228,
+    "lead_3_mae": 0.13975709676742554,
+    "lead_4_mae": 0.15462616086006165,
+    "lead_5_mae": 0.1617901623249054,
+    "lead_6_mae": 0.16593198478221893,
+    "lead_7_mae": 0.18061009049415588,
+    "lead_8_mae": 0.21875450015068054
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.017618346959352493,
+    "loss_total": 0.023054085671901703,
+    "loss_align": 0.054412905126810074,
+    "loss_energy": 0.007768332492560148,
+    "loss_reverse": 0.0019330717623233795,
+    "loss_fold": 0.0006393501535058022,
+    "loss_spectral": 0.005113625433295965,
+    "gate_cost": 0.2246204912662506,
+    "rmse_mean": 0.14013080298900604,
+    "rmse_last": 0.18503683805465698,
+    "mae_mean": 0.10485830903053284,
+    "mae_last": 0.1435832381248474,
+    "spectral_error": 0.005788673894130625,
+    "eval_seconds_per_batch": 0.03020431101322174,
+    "mean_energy_drift": 0.00740443987888284,
+    "mean_reverse_error": 0.0019128530475427397,
+    "mean_fold_dyn_error": 0.0006648534508713055,
+    "gate_closed": 0.5090847015380859,
+    "gate_spectral": 0.3712601959705353,
+    "gate_port": 0.2103111445903778,
+    "gate_fold": 0.030328085646033287,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.13676272332668304,
+    "lead_2_rmse": 0.10809329152107239,
+    "lead_3_rmse": 0.12205887585878372,
+    "lead_4_rmse": 0.1376323252916336,
+    "lead_5_rmse": 0.14236022531986237,
+    "lead_6_rmse": 0.14097093045711517,
+    "lead_7_rmse": 0.14813119173049927,
+    "lead_8_rmse": 0.18503683805465698,
+    "lead_1_mae": 0.10456540435552597,
+    "lead_2_mae": 0.07727741450071335,
+    "lead_3_mae": 0.08963105082511902,
+    "lead_4_mae": 0.10294396430253983,
+    "lead_5_mae": 0.10610593855381012,
+    "lead_6_mae": 0.10411322861909866,
+    "lead_7_mae": 0.11064624041318893,
+    "lead_8_mae": 0.1435832381248474
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.00889236107468605,
+    "loss_total": 0.012130788527429104,
+    "loss_align": 0.025479014962911606,
+    "loss_energy": 0.0036184359341859818,
+    "loss_reverse": 0.0014217252610251307,
+    "loss_fold": 0.0003723897971212864,
+    "loss_spectral": 0.0022557361517101526,
+    "gate_cost": 0.1739715188741684,
+    "rmse_mean": 0.11037907004356384,
+    "rmse_last": 0.1538831740617752,
+    "mae_mean": 0.08403368294239044,
+    "mae_last": 0.12084744870662689,
+    "spectral_error": 0.0034273430646862835,
+    "eval_seconds_per_batch": 0.030508175492286682,
+    "mean_energy_drift": 0.0036472252686508,
+    "mean_reverse_error": 0.0014316316592157818,
+    "mean_fold_dyn_error": 0.000398091426177416,
+    "gate_closed": 0.40699127316474915,
+    "gate_spectral": 0.2996142506599426,
+    "gate_port": 0.15254060924053192,
+    "gate_fold": 0.011563298292458057,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.09940469264984131,
+    "lead_2_rmse": 0.08024273067712784,
+    "lead_3_rmse": 0.09299171715974808,
+    "lead_4_rmse": 0.10444332659244537,
+    "lead_5_rmse": 0.11063079535961151,
+    "lead_6_rmse": 0.11566480249166489,
+    "lead_7_rmse": 0.12577131390571594,
+    "lead_8_rmse": 0.1538831740617752,
+    "lead_1_mae": 0.07558947801589966,
+    "lead_2_mae": 0.058590102940797806,
+    "lead_3_mae": 0.06989765912294388,
+    "lead_4_mae": 0.07924032211303711,
+    "lead_5_mae": 0.08381953835487366,
+    "lead_6_mae": 0.08774498105049133,
+    "lead_7_mae": 0.09653989970684052,
+    "lead_8_mae": 0.12084744870662689
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.00689695356413722,
+    "loss_total": 0.00955058354884386,
+    "loss_align": 0.021425887942314148,
+    "loss_energy": 0.0027882016729563475,
+    "loss_reverse": 0.0012507905485108495,
+    "loss_fold": 0.0002983773883897811,
+    "loss_spectral": 0.0018420973792672157,
+    "gate_cost": 0.1400499939918518,
+    "rmse_mean": 0.10895649343729019,
+    "rmse_last": 0.15058796107769012,
+    "mae_mean": 0.08424680680036545,
+    "mae_last": 0.11866995692253113,
+    "spectral_error": 0.003052589534490835,
+    "eval_seconds_per_batch": 0.030582919716835022,
+    "mean_energy_drift": 0.003169950228766538,
+    "mean_reverse_error": 0.0012544553028419614,
+    "mean_fold_dyn_error": 0.00031659368869441096,
+    "gate_closed": 0.3046013116836548,
+    "gate_spectral": 0.2771426737308502,
+    "gate_port": 0.1144886389374733,
+    "gate_fold": 0.0064124856144189835,
+    "gate_dissipation": 0.0,
+    "lead_1_rmse": 0.07807353883981705,
+    "lead_2_rmse": 0.08069036155939102,
+    "lead_3_rmse": 0.09862086176872253,
+    "lead_4_rmse": 0.10882385075092316,
+    "lead_5_rmse": 0.11282286047935486,
+    "lead_6_rmse": 0.11643579602241516,
+    "lead_7_rmse": 0.12559674680233002,
+    "lead_8_rmse": 0.15058796107769012,
+    "lead_1_mae": 0.058462321758270264,
+    "lead_2_mae": 0.061082616448402405,
+    "lead_3_mae": 0.07628264278173447,
+    "lead_4_mae": 0.08441463112831116,
+    "lead_5_mae": 0.08725360780954361,
+    "lead_6_mae": 0.09003202617168427,
+    "lead_7_mae": 0.09777665883302689,
+    "lead_8_mae": 0.11866995692253113
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_folding/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c966100d804ec2ad2d4b59d506d318928d250b33e390f1c1546df2d6aac920e1
+size 2703797

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_folding/metrics.json

@@ -0,0 +1,35 @@
+{
+  "rmse_mean": 0.1018735021352768,
+  "rmse_last": 0.13840697705745697,
+  "mae_mean": 0.0801355242729187,
+  "mae_last": 0.11053457856178284,
+  "spectral_error": 0.002336506536230445,
+  "eval_seconds_per_batch": 0.035506906509399416,
+  "mean_energy_drift": 0.0022985760914161803,
+  "mean_reverse_error": 0.0010402990528382361,
+  "mean_fold_dyn_error": 0.0031101151928305624,
+  "gate_closed": 0.15110038220882416,
+  "gate_spectral": 0.28717660903930664,
+  "gate_port": 0.12533579766750336,
+  "gate_fold": 0.0,
+  "gate_dissipation": 0.0358508862555027,
+  "lead_1_rmse": 0.08176851272583008,
+  "lead_2_rmse": 0.07850728929042816,
+  "lead_3_rmse": 0.09016115218400955,
+  "lead_4_rmse": 0.09794732183218002,
+  "lead_5_rmse": 0.10303471237421036,
+  "lead_6_rmse": 0.10837335884571075,
+  "lead_7_rmse": 0.11678873002529144,
+  "lead_8_rmse": 0.13840697705745697,
+  "lead_1_mae": 0.06288476288318634,
+  "lead_2_mae": 0.06003246456384659,
+  "lead_3_mae": 0.0703543946146965,
+  "lead_4_mae": 0.07724125683307648,
+  "lead_5_mae": 0.08154941350221634,
+  "lead_6_mae": 0.08577441424131393,
+  "lead_7_mae": 0.09271292388439178,
+  "lead_8_mae": 0.11053457856178284,
+  "model": "sticm_v4_no_folding",
+  "params": 536679,
+  "train_seconds": 28.108927249908447
+}

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_folding/train_log.json

@@ -0,0 +1,248 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.0516504049301147,
+    "loss_total": 1.0743104219436646,
+    "loss_align": 0.23022954165935516,
+    "loss_energy": 0.15389956533908844,
+    "loss_reverse": 0.002595045603811741,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0796535387635231,
+    "gate_cost": 0.4036121368408203,
+    "rmse_mean": 1.0575227737426758,
+    "rmse_last": 1.311319351196289,
+    "mae_mean": 0.8528551459312439,
+    "mae_last": 1.0442047119140625,
+    "spectral_error": 0.07574473437853158,
+    "eval_seconds_per_batch": 0.03059631586074829,
+    "mean_energy_drift": 0.24583876971155405,
+    "mean_reverse_error": 0.0028437715373001993,
+    "mean_fold_dyn_error": 0.01038467139005661,
+    "gate_closed": 0.5007612109184265,
+    "gate_spectral": 0.5277004837989807,
+    "gate_port": 0.4933694303035736,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.500812828540802,
+    "lead_1_rmse": 0.8153321743011475,
+    "lead_2_rmse": 0.8674812316894531,
+    "lead_3_rmse": 0.9363203644752502,
+    "lead_4_rmse": 1.0143449306488037,
+    "lead_5_rmse": 1.095119595527649,
+    "lead_6_rmse": 1.1737035512924194,
+    "lead_7_rmse": 1.2465615272521973,
+    "lead_8_rmse": 1.311319351196289,
+    "lead_1_mae": 0.6681256294250488,
+    "lead_2_mae": 0.7089053392410278,
+    "lead_3_mae": 0.7615969181060791,
+    "lead_4_mae": 0.8209743499755859,
+    "lead_5_mae": 0.8820947408676147,
+    "lead_6_mae": 0.9411604404449463,
+    "lead_7_mae": 0.9957790374755859,
+    "lead_8_mae": 1.0442047119140625
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.09479174762964249,
+    "loss_total": 0.11178329586982727,
+    "loss_align": 0.2357364147901535,
+    "loss_energy": 0.01705184206366539,
+    "loss_reverse": 0.0037772562354803085,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.024390509352087975,
+    "gate_cost": 0.3568626940250397,
+    "rmse_mean": 0.3221181631088257,
+    "rmse_last": 0.3890419006347656,
+    "mae_mean": 0.24437086284160614,
+    "mae_last": 0.30393150448799133,
+    "spectral_error": 0.024330779211595654,
+    "eval_seconds_per_batch": 0.030972912907600403,
+    "mean_energy_drift": 0.04081044590566307,
+    "mean_reverse_error": 0.00391408109862823,
+    "mean_fold_dyn_error": 0.012341598572675139,
+    "gate_closed": 0.41409531235694885,
+    "gate_spectral": 0.5090151429176331,
+    "gate_port": 0.34346771240234375,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.5342206954956055,
+    "lead_1_rmse": 0.3526098430156708,
+    "lead_2_rmse": 0.29522275924682617,
+    "lead_3_rmse": 0.27886438369750977,
+    "lead_4_rmse": 0.2870561182498932,
+    "lead_5_rmse": 0.30332425236701965,
+    "lead_6_rmse": 0.32243868708610535,
+    "lead_7_rmse": 0.3483875095844269,
+    "lead_8_rmse": 0.3890419006347656,
+    "lead_1_mae": 0.2784530520439148,
+    "lead_2_mae": 0.2248937487602234,
+    "lead_3_mae": 0.2057310938835144,
+    "lead_4_mae": 0.21036246418952942,
+    "lead_5_mae": 0.2240084856748581,
+    "lead_6_mae": 0.2414396107196808,
+    "lead_7_mae": 0.26614683866500854,
+    "lead_8_mae": 0.30393150448799133
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.02965814247727394,
+    "loss_total": 0.03835254907608032,
+    "loss_align": 0.09125185012817383,
+    "loss_energy": 0.012814485467970371,
+    "loss_reverse": 0.0026068149600178003,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.006716970819979906,
+    "gate_cost": 0.3487538695335388,
+    "rmse_mean": 0.18629325926303864,
+    "rmse_last": 0.2463478446006775,
+    "mae_mean": 0.14131872355937958,
+    "mae_last": 0.19281351566314697,
+    "spectral_error": 0.01000946044223383,
+    "eval_seconds_per_batch": 0.03117091953754425,
+    "mean_energy_drift": 0.009044544014614075,
+    "mean_reverse_error": 0.002692128735361621,
+    "mean_fold_dyn_error": 0.008139448618749157,
+    "gate_closed": 0.44014972448349,
+    "gate_spectral": 0.4245929718017578,
+    "gate_port": 0.35717689990997314,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.5281654596328735,
+    "lead_1_rmse": 0.16413170099258423,
+    "lead_2_rmse": 0.13736990094184875,
+    "lead_3_rmse": 0.1574779897928238,
+    "lead_4_rmse": 0.18189431726932526,
+    "lead_5_rmse": 0.19485065340995789,
+    "lead_6_rmse": 0.19907185435295105,
+    "lead_7_rmse": 0.20920181274414062,
+    "lead_8_rmse": 0.2463478446006775,
+    "lead_1_mae": 0.12516255676746368,
+    "lead_2_mae": 0.09796210378408432,
+    "lead_3_mae": 0.11610786616802216,
+    "lead_4_mae": 0.13763731718063354,
+    "lead_5_mae": 0.14850322902202606,
+    "lead_6_mae": 0.15175442397594452,
+    "lead_7_mae": 0.16060882806777954,
+    "lead_8_mae": 0.19281351566314697
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.015157626941800117,
+    "loss_total": 0.020683594048023224,
+    "loss_align": 0.04699396342039108,
+    "loss_energy": 0.005388171412050724,
+    "loss_reverse": 0.0017697964794933796,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.004300157073885202,
+    "gate_cost": 0.2818101942539215,
+    "rmse_mean": 0.13147419691085815,
+    "rmse_last": 0.18291425704956055,
+    "mae_mean": 0.10064047574996948,
+    "mae_last": 0.1440482884645462,
+    "spectral_error": 0.005647693367791362,
+    "eval_seconds_per_batch": 0.03167049586772919,
+    "mean_energy_drift": 0.004622104926966131,
+    "mean_reverse_error": 0.0017811972138588317,
+    "mean_fold_dyn_error": 0.00550883065443486,
+    "gate_closed": 0.3837451934814453,
+    "gate_spectral": 0.35155797004699707,
+    "gate_port": 0.31004318594932556,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.3581809997558594,
+    "lead_1_rmse": 0.11707951873540878,
+    "lead_2_rmse": 0.0937047079205513,
+    "lead_3_rmse": 0.10814021527767181,
+    "lead_4_rmse": 0.12380397319793701,
+    "lead_5_rmse": 0.1335839033126831,
+    "lead_6_rmse": 0.14058110117912292,
+    "lead_7_rmse": 0.15198585391044617,
+    "lead_8_rmse": 0.18291425704956055,
+    "lead_1_mae": 0.09004481136798859,
+    "lead_2_mae": 0.06793303787708282,
+    "lead_3_mae": 0.08112933486700058,
+    "lead_4_mae": 0.09456653147935867,
+    "lead_5_mae": 0.10232461988925934,
+    "lead_6_mae": 0.10766105353832245,
+    "lead_7_mae": 0.11741609126329422,
+    "lead_8_mae": 0.1440482884645462
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.011793664656579494,
+    "loss_total": 0.014948937110602856,
+    "loss_align": 0.023413727059960365,
+    "loss_energy": 0.0033412924967706203,
+    "loss_reverse": 0.001115657389163971,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0026804187800735235,
+    "gate_cost": 0.17614252865314484,
+    "rmse_mean": 0.10684250295162201,
+    "rmse_last": 0.15036122500896454,
+    "mae_mean": 0.08246075361967087,
+    "mae_last": 0.11898062378168106,
+    "spectral_error": 0.0031323987132054754,
+    "eval_seconds_per_batch": 0.03150421380996704,
+    "mean_energy_drift": 0.0026435874024173245,
+    "mean_reverse_error": 0.0012108893351978622,
+    "mean_fold_dyn_error": 0.003652436687843874,
+    "gate_closed": 0.2738606333732605,
+    "gate_spectral": 0.30044931173324585,
+    "gate_port": 0.21656516194343567,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.12730203568935394,
+    "lead_1_rmse": 0.09599567949771881,
+    "lead_2_rmse": 0.07777126133441925,
+    "lead_3_rmse": 0.08961319178342819,
+    "lead_4_rmse": 0.10128964483737946,
+    "lead_5_rmse": 0.10780107229948044,
+    "lead_6_rmse": 0.11165118217468262,
+    "lead_7_rmse": 0.12025677412748337,
+    "lead_8_rmse": 0.15036122500896454,
+    "lead_1_mae": 0.07431360334157944,
+    "lead_2_mae": 0.057857029139995575,
+    "lead_3_mae": 0.06817193329334259,
+    "lead_4_mae": 0.07791153341531754,
+    "lead_5_mae": 0.08299613744020462,
+    "lead_6_mae": 0.08595892786979675,
+    "lead_7_mae": 0.09349627047777176,
+    "lead_8_mae": 0.11898062378168106
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.006045785266906023,
+    "loss_total": 0.008251510560512543,
+    "loss_align": 0.017259441316127777,
+    "loss_energy": 0.0020975940860807896,
+    "loss_reverse": 0.0010182608384639025,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.00202893721871078,
+    "gate_cost": 0.11789895594120026,
+    "rmse_mean": 0.10459411889314651,
+    "rmse_last": 0.14300422370433807,
+    "mae_mean": 0.08214521408081055,
+    "mae_last": 0.11377371102571487,
+    "spectral_error": 0.0024285398540087044,
+    "eval_seconds_per_batch": 0.03784129023551941,
+    "mean_energy_drift": 0.0019494222215143964,
+    "mean_reverse_error": 0.0010684608423616737,
+    "mean_fold_dyn_error": 0.0031150530267041177,
+    "gate_closed": 0.15435126423835754,
+    "gate_spectral": 0.29098522663116455,
+    "gate_port": 0.1284913420677185,
+    "gate_fold": 0.0,
+    "gate_dissipation": 0.037933025509119034,
+    "lead_1_rmse": 0.08459213376045227,
+    "lead_2_rmse": 0.08021571487188339,
+    "lead_3_rmse": 0.0923488512635231,
+    "lead_4_rmse": 0.10055890679359436,
+    "lead_5_rmse": 0.10558711737394333,
+    "lead_6_rmse": 0.11076246947050095,
+    "lead_7_rmse": 0.11968351900577545,
+    "lead_8_rmse": 0.14300422370433807,
+    "lead_1_mae": 0.06511653959751129,
+    "lead_2_mae": 0.06127336621284485,
+    "lead_3_mae": 0.07201340794563293,
+    "lead_4_mae": 0.07922682911157608,
+    "lead_5_mae": 0.0834498256444931,
+    "lead_6_mae": 0.08751264959573746,
+    "lead_7_mae": 0.09479538351297379,
+    "lead_8_mae": 0.11377371102571487
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_gates/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1ac84b8602f2d6b2b1e3c693915ebde6ca75016f1886253f2ab1df03d0b4203
+size 2703797

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_gates/metrics.json

@@ -0,0 +1,35 @@
+{
+  "rmse_mean": 0.09528866410255432,
+  "rmse_last": 0.11964230239391327,
+  "mae_mean": 0.07355689257383347,
+  "mae_last": 0.09415353089570999,
+  "spectral_error": 0.003157177325338125,
+  "eval_seconds_per_batch": 0.02856764793395996,
+  "mean_energy_drift": 0.016731361225247383,
+  "mean_reverse_error": 0.012232761271297932,
+  "mean_fold_dyn_error": 0.0027483560144901274,
+  "gate_closed": 1.0,
+  "gate_spectral": 1.0,
+  "gate_port": 1.0,
+  "gate_fold": 1.0,
+  "gate_dissipation": 1.0,
+  "lead_1_rmse": 0.08597490191459656,
+  "lead_2_rmse": 0.08183791488409042,
+  "lead_3_rmse": 0.08856496959924698,
+  "lead_4_rmse": 0.08990740776062012,
+  "lead_5_rmse": 0.09281475841999054,
+  "lead_6_rmse": 0.09871052950620651,
+  "lead_7_rmse": 0.10485658049583435,
+  "lead_8_rmse": 0.11964230239391327,
+  "lead_1_mae": 0.06525205820798874,
+  "lead_2_mae": 0.06267829239368439,
+  "lead_3_mae": 0.06853990256786346,
+  "lead_4_mae": 0.06933744251728058,
+  "lead_5_mae": 0.0712561309337616,
+  "lead_6_mae": 0.07594814151525497,
+  "lead_7_mae": 0.0812896266579628,
+  "lead_8_mae": 0.09415353089570999,
+  "model": "sticm_v4_no_gates",
+  "params": 536679,
+  "train_seconds": 26.247762441635132
+}

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_gates/train_log.json

@@ -0,0 +1,248 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 0.9458245038986206,
+    "loss_total": 0.9853970408439636,
+    "loss_align": 0.2451290786266327,
+    "loss_energy": 0.6350671052932739,
+    "loss_reverse": 0.009561066515743732,
+    "loss_fold": 0.030603844672441483,
+    "loss_spectral": 0.07010941207408905,
+    "gate_cost": 1.0,
+    "rmse_mean": 0.9698671698570251,
+    "rmse_last": 1.3066004514694214,
+    "mae_mean": 0.7746015191078186,
+    "mae_last": 1.038456916809082,
+    "spectral_error": 0.062100616516545415,
+    "eval_seconds_per_batch": 0.04197210073471069,
+    "mean_energy_drift": 0.774834331125021,
+    "mean_reverse_error": 0.00967162725282833,
+    "mean_fold_dyn_error": 0.032157577807083726,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_port": 1.0,
+    "gate_fold": 1.0,
+    "gate_dissipation": 1.0,
+    "lead_1_rmse": 0.6296266913414001,
+    "lead_2_rmse": 0.7078185677528381,
+    "lead_3_rmse": 0.809768557548523,
+    "lead_4_rmse": 0.9200637340545654,
+    "lead_5_rmse": 1.0290849208831787,
+    "lead_6_rmse": 1.1314961910247803,
+    "lead_7_rmse": 1.2244784832000732,
+    "lead_8_rmse": 1.3066004514694214,
+    "lead_1_mae": 0.4956628084182739,
+    "lead_2_mae": 0.5638450384140015,
+    "lead_3_mae": 0.6498686671257019,
+    "lead_4_mae": 0.7398345470428467,
+    "lead_5_mae": 0.826389729976654,
+    "lead_6_mae": 0.9059253334999084,
+    "lead_7_mae": 0.9768291711807251,
+    "lead_8_mae": 1.038456916809082
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.10860257595777512,
+    "loss_total": 0.13839399814605713,
+    "loss_align": 0.3446599245071411,
+    "loss_energy": 0.03866018354892731,
+    "loss_reverse": 0.013889698311686516,
+    "loss_fold": 0.008274110034108162,
+    "loss_spectral": 0.025184135884046555,
+    "gate_cost": 1.0,
+    "rmse_mean": 0.39194363355636597,
+    "rmse_last": 0.481040894985199,
+    "mae_mean": 0.31385964155197144,
+    "mae_last": 0.3884813189506531,
+    "spectral_error": 0.033316375920549035,
+    "eval_seconds_per_batch": 0.029832229018211365,
+    "mean_energy_drift": 0.05758857307955623,
+    "mean_reverse_error": 0.01386379130417481,
+    "mean_fold_dyn_error": 0.008763222518609837,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_port": 1.0,
+    "gate_fold": 1.0,
+    "gate_dissipation": 1.0,
+    "lead_1_rmse": 0.3110145330429077,
+    "lead_2_rmse": 0.301887184381485,
+    "lead_3_rmse": 0.33658266067504883,
+    "lead_4_rmse": 0.3818148672580719,
+    "lead_5_rmse": 0.41880202293395996,
+    "lead_6_rmse": 0.4434651732444763,
+    "lead_7_rmse": 0.4609418511390686,
+    "lead_8_rmse": 0.481040894985199,
+    "lead_1_mae": 0.24561452865600586,
+    "lead_2_mae": 0.2387438416481018,
+    "lead_3_mae": 0.26812663674354553,
+    "lead_4_mae": 0.3054780960083008,
+    "lead_5_mae": 0.3360251486301422,
+    "lead_6_mae": 0.3567144572734833,
+    "lead_7_mae": 0.37169310450553894,
+    "lead_8_mae": 0.3884813189506531
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.02981019765138626,
+    "loss_total": 0.050034113228321075,
+    "loss_align": 0.17529243230819702,
+    "loss_energy": 0.036190010607242584,
+    "loss_reverse": 0.012432031333446503,
+    "loss_fold": 0.004062495660036802,
+    "loss_spectral": 0.00729947816580534,
+    "gate_cost": 1.0,
+    "rmse_mean": 0.19338876008987427,
+    "rmse_last": 0.24921928346157074,
+    "mae_mean": 0.14468833804130554,
+    "mae_last": 0.19383059442043304,
+    "spectral_error": 0.01074197655543685,
+    "eval_seconds_per_batch": 0.02955716848373413,
+    "mean_energy_drift": 0.025862295762635767,
+    "mean_reverse_error": 0.012589849648065865,
+    "mean_fold_dyn_error": 0.004324773821281269,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_port": 1.0,
+    "gate_fold": 1.0,
+    "gate_dissipation": 1.0,
+    "lead_1_rmse": 0.17973819375038147,
+    "lead_2_rmse": 0.14930079877376556,
+    "lead_3_rmse": 0.15602491796016693,
+    "lead_4_rmse": 0.1740662306547165,
+    "lead_5_rmse": 0.19482474029064178,
+    "lead_6_rmse": 0.21433782577514648,
+    "lead_7_rmse": 0.22959807515144348,
+    "lead_8_rmse": 0.24921928346157074,
+    "lead_1_mae": 0.13670426607131958,
+    "lead_2_mae": 0.10673551261425018,
+    "lead_3_mae": 0.11167500913143158,
+    "lead_4_mae": 0.12686623632907867,
+    "lead_5_mae": 0.14448077976703644,
+    "lead_6_mae": 0.16164317727088928,
+    "lead_7_mae": 0.17557108402252197,
+    "lead_8_mae": 0.19383059442043304
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.02365039847791195,
+    "loss_total": 0.039102744311094284,
+    "loss_align": 0.08425284922122955,
+    "loss_energy": 0.03133724629878998,
+    "loss_reverse": 0.012094080448150635,
+    "loss_fold": 0.003755247686058283,
+    "loss_spectral": 0.005168433766812086,
+    "gate_cost": 1.0,
+    "rmse_mean": 0.14552748203277588,
+    "rmse_last": 0.19004659354686737,
+    "mae_mean": 0.11181726306676865,
+    "mae_last": 0.14985954761505127,
+    "spectral_error": 0.007372805222985335,
+    "eval_seconds_per_batch": 0.029376685619354248,
+    "mean_energy_drift": 0.03751459892373532,
+    "mean_reverse_error": 0.01228055270621553,
+    "mean_fold_dyn_error": 0.004034897385281511,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_port": 1.0,
+    "gate_fold": 1.0,
+    "gate_dissipation": 1.0,
+    "lead_1_rmse": 0.13523808121681213,
+    "lead_2_rmse": 0.11672208458185196,
+    "lead_3_rmse": 0.1259320229291916,
+    "lead_4_rmse": 0.1366625428199768,
+    "lead_5_rmse": 0.1450725793838501,
+    "lead_6_rmse": 0.1522151380777359,
+    "lead_7_rmse": 0.16233079135417938,
+    "lead_8_rmse": 0.19004659354686737,
+    "lead_1_mae": 0.10411037504673004,
+    "lead_2_mae": 0.08871857076883316,
+    "lead_3_mae": 0.09594405442476273,
+    "lead_4_mae": 0.10405240207910538,
+    "lead_5_mae": 0.11039482802152634,
+    "lead_6_mae": 0.11615019291639328,
+    "lead_7_mae": 0.1253081113100052,
+    "lead_8_mae": 0.14985954761505127
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.01137531641870737,
+    "loss_total": 0.0252981074154377,
+    "loss_align": 0.06285211443901062,
+    "loss_energy": 0.015041176229715347,
+    "loss_reverse": 0.01195045467466116,
+    "loss_fold": 0.0029046200215816498,
+    "loss_spectral": 0.003064317861571908,
+    "gate_cost": 1.0,
+    "rmse_mean": 0.10713841766119003,
+    "rmse_last": 0.1338721066713333,
+    "mae_mean": 0.08159841597080231,
+    "mae_last": 0.10495258122682571,
+    "spectral_error": 0.0034226961943204515,
+    "eval_seconds_per_batch": 0.030177012085914612,
+    "mean_energy_drift": 0.016435960191302,
+    "mean_reverse_error": 0.01197286375099793,
+    "mean_fold_dyn_error": 0.0030353400943567976,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_port": 1.0,
+    "gate_fold": 1.0,
+    "gate_dissipation": 1.0,
+    "lead_1_rmse": 0.09252432733774185,
+    "lead_2_rmse": 0.08611367642879486,
+    "lead_3_rmse": 0.10095147043466568,
+    "lead_4_rmse": 0.10741423070430756,
+    "lead_5_rmse": 0.1092381700873375,
+    "lead_6_rmse": 0.11140372604131699,
+    "lead_7_rmse": 0.11558959633111954,
+    "lead_8_rmse": 0.1338721066713333,
+    "lead_1_mae": 0.06848859041929245,
+    "lead_2_mae": 0.06383877247571945,
+    "lead_3_mae": 0.07719609886407852,
+    "lead_4_mae": 0.08218105882406235,
+    "lead_5_mae": 0.08297926932573318,
+    "lead_6_mae": 0.08455679565668106,
+    "lead_7_mae": 0.08859416097402573,
+    "lead_8_mae": 0.10495258122682571
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.009410212747752666,
+    "loss_total": 0.02283305674791336,
+    "loss_align": 0.049921438097953796,
+    "loss_energy": 0.02438882738351822,
+    "loss_reverse": 0.012265603989362717,
+    "loss_fold": 0.002426712540909648,
+    "loss_spectral": 0.0024176575243473053,
+    "gate_cost": 1.0,
+    "rmse_mean": 0.09572616219520569,
+    "rmse_last": 0.12326975911855698,
+    "mae_mean": 0.07350989431142807,
+    "mae_last": 0.09667019546031952,
+    "spectral_error": 0.0032895410986384377,
+    "eval_seconds_per_batch": 0.0363570898771286,
+    "mean_energy_drift": 0.017958241049200296,
+    "mean_reverse_error": 0.012259123323019594,
+    "mean_fold_dyn_error": 0.002758611342869699,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_port": 1.0,
+    "gate_fold": 1.0,
+    "gate_dissipation": 1.0,
+    "lead_1_rmse": 0.08689078688621521,
+    "lead_2_rmse": 0.08107706159353256,
+    "lead_3_rmse": 0.08781086653470993,
+    "lead_4_rmse": 0.08938822150230408,
+    "lead_5_rmse": 0.09254352003335953,
+    "lead_6_rmse": 0.09879860281944275,
+    "lead_7_rmse": 0.10603050142526627,
+    "lead_8_rmse": 0.12326975911855698,
+    "lead_1_mae": 0.06595532596111298,
+    "lead_2_mae": 0.06186283752322197,
+    "lead_3_mae": 0.06763777136802673,
+    "lead_4_mae": 0.06850676238536835,
+    "lead_5_mae": 0.07048127055168152,
+    "lead_6_mae": 0.07536496222019196,
+    "lead_7_mae": 0.08160002529621124,
+    "lead_8_mae": 0.09667019546031952
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_spectral/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9ece1d0dffec4fcf584899691679ac4bf0762bbbe274f3b5192ae30319e3be6d
+size 2703797

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_spectral/metrics.json

@@ -0,0 +1,35 @@
+{
+  "rmse_mean": 0.4695759415626526,
+  "rmse_last": 0.65935218334198,
+  "mae_mean": 0.3775519132614136,
+  "mae_last": 0.5321147441864014,
+  "spectral_error": 0.009635032471269369,
+  "eval_seconds_per_batch": 0.02944148063659668,
+  "mean_energy_drift": 2.431962639093399e-07,
+  "mean_reverse_error": 4.170430914127686e-14,
+  "mean_fold_dyn_error": 6.503172721750161e-07,
+  "gate_closed": 5.434362719825003e-07,
+  "gate_spectral": 0.0,
+  "gate_port": 4.5682477320951875e-06,
+  "gate_fold": 9.532552525115534e-08,
+  "gate_dissipation": 1.579718514221895e-06,
+  "lead_1_rmse": 0.6761531233787537,
+  "lead_2_rmse": 0.5300195813179016,
+  "lead_3_rmse": 0.39572834968566895,
+  "lead_4_rmse": 0.3013733923435211,
+  "lead_5_rmse": 0.29597681760787964,
+  "lead_6_rmse": 0.38335120677948,
+  "lead_7_rmse": 0.5146527290344238,
+  "lead_8_rmse": 0.65935218334198,
+  "lead_1_mae": 0.5443943738937378,
+  "lead_2_mae": 0.42674577236175537,
+  "lead_3_mae": 0.3185597062110901,
+  "lead_4_mae": 0.24165846407413483,
+  "lead_5_mae": 0.23564861714839935,
+  "lead_6_mae": 0.30685147643089294,
+  "lead_7_mae": 0.414442241191864,
+  "lead_8_mae": 0.5321147441864014,
+  "model": "sticm_v4_no_spectral",
+  "params": 536679,
+  "train_seconds": 26.820061206817627
+}

实验1/stic_m_v4_fourier2d_exp1/sticm_v4_no_spectral/train_log.json

@@ -0,0 +1,248 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.1110323667526245,
+    "loss_total": 1.1258502006530762,
+    "loss_align": 0.2140219807624817,
+    "loss_energy": 0.0007719959830865264,
+    "loss_reverse": 4.289000935386866e-05,
+    "loss_fold": 0.00024237445904873312,
+    "loss_spectral": 0.0,
+    "gate_cost": 0.40932026505470276,
+    "rmse_mean": 1.0537632703781128,
+    "rmse_last": 1.3542076349258423,
+    "mae_mean": 0.8510380387306213,
+    "mae_last": 1.0890703201293945,
+    "spectral_error": 0.07986406330019236,
+    "eval_seconds_per_batch": 0.029885083436965942,
+    "mean_energy_drift": 0.0037220892554614693,
+    "mean_reverse_error": 6.619357054660213e-05,
+    "mean_fold_dyn_error": 0.00031097510873223655,
+    "gate_closed": 0.4750869870185852,
+    "gate_spectral": 0.0,
+    "gate_port": 0.45215684175491333,
+    "gate_fold": 0.5049728751182556,
+    "gate_dissipation": 0.5028485655784607,
+    "lead_1_rmse": 0.7816578149795532,
+    "lead_2_rmse": 0.8370353579521179,
+    "lead_3_rmse": 0.9120662808418274,
+    "lead_4_rmse": 0.9989132285118103,
+    "lead_5_rmse": 1.0910053253173828,
+    "lead_6_rmse": 1.1832773685455322,
+    "lead_7_rmse": 1.2719433307647705,
+    "lead_8_rmse": 1.3542076349258423,
+    "lead_1_mae": 0.6376175880432129,
+    "lead_2_mae": 0.6796159744262695,
+    "lead_3_mae": 0.7380571961402893,
+    "lead_4_mae": 0.8067200779914856,
+    "lead_5_mae": 0.8799771666526794,
+    "lead_6_mae": 0.9533756375312805,
+    "lead_7_mae": 1.0238702297210693,
+    "lead_8_mae": 1.0890703201293945
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.30693167448043823,
+    "loss_total": 0.31887930631637573,
+    "loss_align": 0.2389432191848755,
+    "loss_energy": 2.32551246881485e-06,
+    "loss_reverse": 6.684491827245453e-13,
+    "loss_fold": 1.1794248166552279e-05,
+    "loss_spectral": 0.0,
+    "gate_cost": 4.600694410328288e-06,
+    "rmse_mean": 0.5526674389839172,
+    "rmse_last": 0.7538304924964905,
+    "mae_mean": 0.43448805809020996,
+    "mae_last": 0.6074596643447876,
+    "spectral_error": 0.03083917882759124,
+    "eval_seconds_per_batch": 0.03002890944480896,
+    "mean_energy_drift": 2.2043241187930107e-06,
+    "mean_reverse_error": 5.700832313133104e-13,
+    "mean_fold_dyn_error": 1.2145421578679816e-05,
+    "gate_closed": 7.560295216535451e-07,
+    "gate_spectral": 0.0,
+    "gate_port": 1.7118734831456095e-05,
+    "gate_fold": 1.5838026001802064e-07,
+    "gate_dissipation": 3.101051106568775e-06,
+    "lead_1_rmse": 0.7083010673522949,
+    "lead_2_rmse": 0.5738440752029419,
+    "lead_3_rmse": 0.46139732003211975,
+    "lead_4_rmse": 0.3983709216117859,
+    "lead_5_rmse": 0.41236504912376404,
+    "lead_6_rmse": 0.4958387315273285,
+    "lead_7_rmse": 0.61739182472229,
+    "lead_8_rmse": 0.7538304924964905,
+    "lead_1_mae": 0.5674657225608826,
+    "lead_2_mae": 0.45527884364128113,
+    "lead_3_mae": 0.35678213834762573,
+    "lead_4_mae": 0.29734548926353455,
+    "lead_5_mae": 0.31047186255455017,
+    "lead_6_mae": 0.3875773251056671,
+    "lead_7_mae": 0.49352362751960754,
+    "lead_8_mae": 0.6074596643447876
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.2903924286365509,
+    "loss_total": 0.2974371910095215,
+    "loss_align": 0.1408921778202057,
+    "loss_energy": 1.0151416063308716e-06,
+    "loss_reverse": 3.374647566597999e-13,
+    "loss_fold": 2.8668005143117625e-06,
+    "loss_spectral": 0.0,
+    "gate_cost": 3.1011568353278562e-06,
+    "rmse_mean": 0.5244875550270081,
+    "rmse_last": 0.7894235849380493,
+    "mae_mean": 0.4166097044944763,
+    "mae_last": 0.638225793838501,
+    "spectral_error": 0.016603592492174357,
+    "eval_seconds_per_batch": 0.03423289954662323,
+    "mean_energy_drift": 1.061445800587535e-06,
+    "mean_reverse_error": 3.390679477775294e-13,
+    "mean_fold_dyn_error": 3.2414126138746724e-06,
+    "gate_closed": 5.812302106278366e-07,
+    "gate_spectral": 0.0,
+    "gate_port": 1.2945012713316828e-05,
+    "gate_fold": 1.0687437423939627e-07,
+    "gate_dissipation": 1.9068567098656786e-06,
+    "lead_1_rmse": 0.6339459419250488,
+    "lead_2_rmse": 0.49734988808631897,
+    "lead_3_rmse": 0.38940370082855225,
+    "lead_4_rmse": 0.34563714265823364,
+    "lead_5_rmse": 0.39252281188964844,
+    "lead_6_rmse": 0.5043435096740723,
+    "lead_7_rmse": 0.6432740092277527,
+    "lead_8_rmse": 0.7894235849380493,
+    "lead_1_mae": 0.5102282166481018,
+    "lead_2_mae": 0.3967314660549164,
+    "lead_3_mae": 0.3020830750465393,
+    "lead_4_mae": 0.25998151302337646,
+    "lead_5_mae": 0.3044504225254059,
+    "lead_6_mae": 0.40255090594291687,
+    "lead_7_mae": 0.5186262130737305,
+    "lead_8_mae": 0.638225793838501
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.21726369857788086,
+    "loss_total": 0.22035442292690277,
+    "loss_align": 0.06181308627128601,
+    "loss_energy": 9.41101461648941e-07,
+    "loss_reverse": 2.573289075314539e-13,
+    "loss_fold": 1.2398031685734168e-06,
+    "loss_spectral": 0.0,
+    "gate_cost": 2.8046677016391186e-06,
+    "rmse_mean": 0.47234678268432617,
+    "rmse_last": 0.7133933901786804,
+    "mae_mean": 0.37708601355552673,
+    "mae_last": 0.5765990018844604,
+    "spectral_error": 0.01369193964637816,
+    "eval_seconds_per_batch": 0.02952711284160614,
+    "mean_energy_drift": 9.175273589789867e-07,
+    "mean_reverse_error": 2.4576487492235927e-13,
+    "mean_fold_dyn_error": 1.2176812020925354e-06,
+    "gate_closed": 6.178927947075863e-07,
+    "gate_spectral": 0.0,
+    "gate_port": 1.105802039091941e-05,
+    "gate_fold": 1.095362875958017e-07,
+    "gate_dissipation": 1.8958230612042826e-06,
+    "lead_1_rmse": 0.691318154335022,
+    "lead_2_rmse": 0.525959849357605,
+    "lead_3_rmse": 0.37128308415412903,
+    "lead_4_rmse": 0.26317882537841797,
+    "lead_5_rmse": 0.27323225140571594,
+    "lead_6_rmse": 0.39173248410224915,
+    "lead_7_rmse": 0.5486763119697571,
+    "lead_8_rmse": 0.7133933901786804,
+    "lead_1_mae": 0.5563400983810425,
+    "lead_2_mae": 0.422527551651001,
+    "lead_3_mae": 0.295973539352417,
+    "lead_4_mae": 0.20224274694919586,
+    "lead_5_mae": 0.2085564285516739,
+    "lead_6_mae": 0.31202077865600586,
+    "lead_7_mae": 0.44242796301841736,
+    "lead_8_mae": 0.5765990018844604
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.20329824090003967,
+    "loss_total": 0.20525455474853516,
+    "loss_align": 0.039125505834817886,
+    "loss_energy": 5.012843757867813e-07,
+    "loss_reverse": 1.0649020863251826e-13,
+    "loss_fold": 6.465169235525536e-07,
+    "loss_spectral": 0.0,
+    "gate_cost": 1.967095158761367e-06,
+    "rmse_mean": 0.44603919982910156,
+    "rmse_last": 0.7071805000305176,
+    "mae_mean": 0.35757017135620117,
+    "mae_last": 0.5713390707969666,
+    "spectral_error": 0.00741879444103688,
+    "eval_seconds_per_batch": 0.03613141179084778,
+    "mean_energy_drift": 5.193433025851846e-07,
+    "mean_reverse_error": 1.0868746503725512e-13,
+    "mean_fold_dyn_error": 6.786360167154726e-07,
+    "gate_closed": 6.297194090620906e-07,
+    "gate_spectral": 0.0,
+    "gate_port": 7.37965046937461e-06,
+    "gate_fold": 1.0798885341500863e-07,
+    "gate_dissipation": 1.8525053064877284e-06,
+    "lead_1_rmse": 0.6808164119720459,
+    "lead_2_rmse": 0.5068747997283936,
+    "lead_3_rmse": 0.33867424726486206,
+    "lead_4_rmse": 0.21137718856334686,
+    "lead_5_rmse": 0.22518083453178406,
+    "lead_6_rmse": 0.3640978932380676,
+    "lead_7_rmse": 0.5341117978096008,
+    "lead_8_rmse": 0.7071805000305176,
+    "lead_1_mae": 0.5483986735343933,
+    "lead_2_mae": 0.40815258026123047,
+    "lead_3_mae": 0.2721412777900696,
+    "lead_4_mae": 0.16415099799633026,
+    "lead_5_mae": 0.17322492599487305,
+    "lead_6_mae": 0.29194819927215576,
+    "lead_7_mae": 0.43120551109313965,
+    "lead_8_mae": 0.5713390707969666
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.21499420702457428,
+    "loss_total": 0.21687349677085876,
+    "loss_align": 0.037585265934467316,
+    "loss_energy": 2.353917807340622e-07,
+    "loss_reverse": 4.033219884371636e-14,
+    "loss_fold": 5.810439915876486e-07,
+    "loss_spectral": 0.0,
+    "gate_cost": 1.3392490245678346e-06,
+    "rmse_mean": 0.48391488194465637,
+    "rmse_last": 0.6852431297302246,
+    "mae_mean": 0.3888019323348999,
+    "mae_last": 0.5525227785110474,
+    "spectral_error": 0.01001966986223124,
+    "eval_seconds_per_batch": 0.0301082581281662,
+    "mean_energy_drift": 2.41532688960433e-07,
+    "mean_reverse_error": 4.1508386676691314e-14,
+    "mean_fold_dyn_error": 6.717996114957714e-07,
+    "gate_closed": 5.422442654889892e-07,
+    "gate_spectral": 0.0,
+    "gate_port": 4.563383299682755e-06,
+    "gate_fold": 9.533645339843133e-08,
+    "gate_dissipation": 1.579399963702599e-06,
+    "lead_1_rmse": 0.6996191740036011,
+    "lead_2_rmse": 0.5464150905609131,
+    "lead_3_rmse": 0.4049524664878845,
+    "lead_4_rmse": 0.3053862452507019,
+    "lead_5_rmse": 0.30113860964775085,
+    "lead_6_rmse": 0.3949384391307831,
+    "lead_7_rmse": 0.5336257815361023,
+    "lead_8_rmse": 0.6852431297302246,
+    "lead_1_mae": 0.563064694404602,
+    "lead_2_mae": 0.4397774040699005,
+    "lead_3_mae": 0.32585230469703674,
+    "lead_4_mae": 0.2445661872625351,
+    "lead_5_mae": 0.23937992751598358,
+    "lead_6_mae": 0.3158528506755829,
+    "lead_7_mae": 0.42939940094947815,
+    "lead_8_mae": 0.5525227785110474
+  }
+]

实验1/stic_m_v4_fourier2d_exp1/unet_lite/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b289d084c87930dfead56ea365539a1c2778ab7cc1ee817f65dc1cbe57051bca
+size 812789

实验1/stic_m_v4_fourier2d_exp1/unet_lite/metrics.json

@@ -0,0 +1,30 @@
+{
+  "rmse_mean": 0.1195744127035141,
+  "rmse_last": 0.1719052940607071,
+  "mae_mean": 0.08710707724094391,
+  "mae_last": 0.11883947253227234,
+  "spectral_error": 0.006937314607203007,
+  "eval_seconds_per_batch": 0.0047524356842041015,
+  "mean_energy_drift": NaN,
+  "mean_reverse_error": NaN,
+  "mean_fold_dyn_error": NaN,
+  "lead_1_rmse": 0.08204393088817596,
+  "lead_2_rmse": 0.08595574647188187,
+  "lead_3_rmse": 0.09606078267097473,
+  "lead_4_rmse": 0.10884928703308105,
+  "lead_5_rmse": 0.1222633570432663,
+  "lead_6_rmse": 0.1356947273015976,
+  "lead_7_rmse": 0.15382219851016998,
+  "lead_8_rmse": 0.1719052940607071,
+  "lead_1_mae": 0.0626719743013382,
+  "lead_2_mae": 0.0653957650065422,
+  "lead_3_mae": 0.07274243980646133,
+  "lead_4_mae": 0.0814356729388237,
+  "lead_5_mae": 0.08989844471216202,
+  "lead_6_mae": 0.09749869257211685,
+  "lead_7_mae": 0.10837414860725403,
+  "lead_8_mae": 0.11883947253227234,
+  "model": "unet_lite",
+  "params": 200360,
+  "train_seconds": 2.067087173461914
+}

实验1/stic_m_v4_fourier2d_exp1/unet_lite/train_log.json

@@ -0,0 +1,182 @@
+[
+  {
+    "step": 1,
+    "loss_total": 1.1636528968811035,
+    "loss_pred": 1.1636528968811035,
+    "rmse_mean": 0.977893054485321,
+    "rmse_last": 0.9836844801902771,
+    "mae_mean": 0.7840220928192139,
+    "mae_last": 0.7880585193634033,
+    "spectral_error": 0.08026507683098316,
+    "eval_seconds_per_batch": 0.003270387649536133,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.8724634051322937,
+    "lead_2_rmse": 0.9434409737586975,
+    "lead_3_rmse": 0.9616218209266663,
+    "lead_4_rmse": 0.9542112946510315,
+    "lead_5_rmse": 1.0199308395385742,
+    "lead_6_rmse": 1.0636717081069946,
+    "lead_7_rmse": 1.0241196155548096,
+    "lead_8_rmse": 0.9836844801902771,
+    "lead_1_mae": 0.696174144744873,
+    "lead_2_mae": 0.755468487739563,
+    "lead_3_mae": 0.7715025544166565,
+    "lead_4_mae": 0.7656681537628174,
+    "lead_5_mae": 0.8179921507835388,
+    "lead_6_mae": 0.8541752099990845,
+    "lead_7_mae": 0.8231372237205505,
+    "lead_8_mae": 0.7880585193634033
+  },
+  {
+    "step": 50,
+    "loss_total": 0.05430201441049576,
+    "loss_pred": 0.05430201441049576,
+    "rmse_mean": 0.23486334085464478,
+    "rmse_last": 0.2866306006908417,
+    "mae_mean": 0.1646023690700531,
+    "mae_last": 0.19701534509658813,
+    "spectral_error": 0.02048873552121222,
+    "eval_seconds_per_batch": 0.002998337149620056,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.19337435066699982,
+    "lead_2_rmse": 0.20414352416992188,
+    "lead_3_rmse": 0.2205520123243332,
+    "lead_4_rmse": 0.22339938580989838,
+    "lead_5_rmse": 0.23621782660484314,
+    "lead_6_rmse": 0.24996455013751984,
+    "lead_7_rmse": 0.2646244764328003,
+    "lead_8_rmse": 0.2866306006908417,
+    "lead_1_mae": 0.13900485634803772,
+    "lead_2_mae": 0.14858655631542206,
+    "lead_3_mae": 0.15801027417182922,
+    "lead_4_mae": 0.15884099900722504,
+    "lead_5_mae": 0.16291403770446777,
+    "lead_6_mae": 0.17332723736763,
+    "lead_7_mae": 0.17911969125270844,
+    "lead_8_mae": 0.19701534509658813
+  },
+  {
+    "step": 100,
+    "loss_total": 0.02639371156692505,
+    "loss_pred": 0.02639371156692505,
+    "rmse_mean": 0.1680765300989151,
+    "rmse_last": 0.23255476355552673,
+    "mae_mean": 0.11604011803865433,
+    "mae_last": 0.15569061040878296,
+    "spectral_error": 0.012772908783517778,
+    "eval_seconds_per_batch": 0.0030351579189300537,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.12499073892831802,
+    "lead_2_rmse": 0.12951980531215668,
+    "lead_3_rmse": 0.13906733691692352,
+    "lead_4_rmse": 0.1515766680240631,
+    "lead_5_rmse": 0.1704944670200348,
+    "lead_6_rmse": 0.1877225637435913,
+    "lead_7_rmse": 0.20868591964244843,
+    "lead_8_rmse": 0.23255476355552673,
+    "lead_1_mae": 0.089869424700737,
+    "lead_2_mae": 0.09159120917320251,
+    "lead_3_mae": 0.09771328419446945,
+    "lead_4_mae": 0.10716958343982697,
+    "lead_5_mae": 0.11825041472911835,
+    "lead_6_mae": 0.12789738178253174,
+    "lead_7_mae": 0.14013904333114624,
+    "lead_8_mae": 0.15569061040878296
+  },
+  {
+    "step": 150,
+    "loss_total": 0.018067236989736557,
+    "loss_pred": 0.018067236989736557,
+    "rmse_mean": 0.14562927186489105,
+    "rmse_last": 0.19898875057697296,
+    "mae_mean": 0.10351981222629547,
+    "mae_last": 0.13121525943279266,
+    "spectral_error": 0.01013999039423652,
+    "eval_seconds_per_batch": 0.0030202716588974,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.11047334969043732,
+    "lead_2_rmse": 0.11395356804132462,
+    "lead_3_rmse": 0.12321054935455322,
+    "lead_4_rmse": 0.13330133259296417,
+    "lead_5_rmse": 0.1471148580312729,
+    "lead_6_rmse": 0.1588076502084732,
+    "lead_7_rmse": 0.17918409407138824,
+    "lead_8_rmse": 0.19898875057697296,
+    "lead_1_mae": 0.08414729684591293,
+    "lead_2_mae": 0.08590606600046158,
+    "lead_3_mae": 0.09223473072052002,
+    "lead_4_mae": 0.09862490743398666,
+    "lead_5_mae": 0.10589951276779175,
+    "lead_6_mae": 0.10947941243648529,
+    "lead_7_mae": 0.12065131217241287,
+    "lead_8_mae": 0.13121525943279266
+  },
+  {
+    "step": 200,
+    "loss_total": 0.013636591844260693,
+    "loss_pred": 0.013636591844260693,
+    "rmse_mean": 0.12679675221443176,
+    "rmse_last": 0.18222400546073914,
+    "mae_mean": 0.09027190506458282,
+    "mae_last": 0.1235383152961731,
+    "spectral_error": 0.0077552254078909755,
+    "eval_seconds_per_batch": 0.0030642449855804443,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.08622607588768005,
+    "lead_2_rmse": 0.09182438999414444,
+    "lead_3_rmse": 0.10187364369630814,
+    "lead_4_rmse": 0.11429958045482635,
+    "lead_5_rmse": 0.13015605509281158,
+    "lead_6_rmse": 0.1443876326084137,
+    "lead_7_rmse": 0.1633826643228531,
+    "lead_8_rmse": 0.18222400546073914,
+    "lead_1_mae": 0.0648995116353035,
+    "lead_2_mae": 0.0683663859963417,
+    "lead_3_mae": 0.07497398555278778,
+    "lead_4_mae": 0.08338584005832672,
+    "lead_5_mae": 0.09320975840091705,
+    "lead_6_mae": 0.10108506679534912,
+    "lead_7_mae": 0.11271633952856064,
+    "lead_8_mae": 0.1235383152961731
+  },
+  {
+    "step": 250,
+    "loss_total": 0.009289865382015705,
+    "loss_pred": 0.009289865382015705,
+    "rmse_mean": 0.12098132073879242,
+    "rmse_last": 0.17307554185390472,
+    "mae_mean": 0.08776292204856873,
+    "mae_last": 0.11900664120912552,
+    "spectral_error": 0.00700093581690453,
+    "eval_seconds_per_batch": 0.0031038522720336914,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.08233096450567245,
+    "lead_2_rmse": 0.08655360341072083,
+    "lead_3_rmse": 0.09750665724277496,
+    "lead_4_rmse": 0.11064674705266953,
+    "lead_5_rmse": 0.1243714690208435,
+    "lead_6_rmse": 0.13747577369213104,
+    "lead_7_rmse": 0.1558898389339447,
+    "lead_8_rmse": 0.17307554185390472,
+    "lead_1_mae": 0.06300339847803116,
+    "lead_2_mae": 0.06573106348514557,
+    "lead_3_mae": 0.07351070642471313,
+    "lead_4_mae": 0.08247491717338562,
+    "lead_5_mae": 0.09097441285848618,
+    "lead_6_mae": 0.09808727353811264,
+    "lead_7_mae": 0.1093149185180664,
+    "lead_8_mae": 0.11900664120912552
+  }
+]