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DecomLinear_CBS_36_36.log
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DecomLinear_CBS_36_36.log
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Args in experiment:
Namespace(random_seed=2023, is_training=1, model_id='CBS_36_36', model='DecomLinear', data='CBS', root_path='../data_trfc/CBS/', data_path='ETTh1.csv', n_part=24, features='M', target='OT', freq='h', checkpoints='./checkpoints/', seq_len=36, pred_len=36, num_workers=10, itr=1, train_epochs=10, batch_size=128, patience=10, learning_rate=0.0001, weight_decay=0.0, des='test', loss='mse', lradj='type1', pct_start=0.3, use_amp=False, use_gpu=True, gpu=0, use_multi_gpu=False, devices='0,1,2,3', test_flop=False, max_diffusion_step=2, cl_decay_steps=2000, filter_type='dual_random_walk', num_rnn_layers=2, rnn_units=64, use_curriculum_learning=False, patch_len=2, stride=2, fc_dropout=0.05, head_dropout=0.0, padding_patch='end', revin=1, affine=0, subtract_last=0, decomposition=0, kernel_size=25, individual=0, label_len=4, embed_type=0, enc_in=185, dec_in=185, c_out=185, d_model=512, n_heads=8, e_layers=2, d_layers=1, d_ff=2048, moving_avg=25, factor=1, distil=True, dropout=0.05, embed='timeF', activation='gelu', output_attention=False, do_predict=False, version='Fourier', mode_select='random', modes=64, L=3, base='legendre', cross_activation='tanh')
Use GPU: cuda:0
L_Decom2 ...
>>>>>>>start training : CBS_36_36_DecomLinear_CBS_ftM_sl36_ll4_pl36_dm512_nh8_el2_dl1_df2048_fc1_ebtimeF_dtTrue_test_0>>>>>>>>>>>>>>>>>>>>>>>>>>
data shape: (720, 4454) 4454
data shape: (2592, 4454) 4454
data shape: (720, 4454) 4454
iters: 100, epoch: 1 | loss: 4.3174610
speed: 0.0081s/iter; left time: 204.0532s
iters: 200, epoch: 1 | loss: 2.9917068
speed: 0.0052s/iter; left time: 130.0231s
iters: 300, epoch: 1 | loss: 2.3321714
speed: 0.0066s/iter; left time: 164.5627s
iters: 400, epoch: 1 | loss: 3.1682911
speed: 0.0079s/iter; left time: 195.3927s
iters: 500, epoch: 1 | loss: 4.6297355
speed: 0.0065s/iter; left time: 160.5195s
iters: 600, epoch: 1 | loss: 8.5955191
speed: 0.0053s/iter; left time: 130.1436s
iters: 700, epoch: 1 | loss: 7.2092953
speed: 0.0052s/iter; left time: 128.4177s
iters: 800, epoch: 1 | loss: 6.2321787
speed: 0.0051s/iter; left time: 124.0101s
iters: 900, epoch: 1 | loss: 3.8057318
speed: 0.0052s/iter; left time: 125.5779s
iters: 1000, epoch: 1 | loss: 4.0856276
speed: 0.0051s/iter; left time: 124.3486s
iters: 1100, epoch: 1 | loss: 4.1032400
speed: 0.0053s/iter; left time: 128.3833s
iters: 1200, epoch: 1 | loss: 6.6268635
speed: 0.0052s/iter; left time: 126.0125s
iters: 1300, epoch: 1 | loss: 3.8995318
speed: 0.0053s/iter; left time: 126.0359s
iters: 1400, epoch: 1 | loss: 2.3568406
speed: 0.0054s/iter; left time: 128.9164s
iters: 1500, epoch: 1 | loss: 3.9337916
speed: 0.0053s/iter; left time: 124.9958s
iters: 1600, epoch: 1 | loss: 3.5496678
speed: 0.0058s/iter; left time: 137.9397s
iters: 1700, epoch: 1 | loss: 4.3446283
speed: 0.0053s/iter; left time: 124.7254s
iters: 1800, epoch: 1 | loss: 4.1510720
speed: 0.0053s/iter; left time: 124.4892s
iters: 1900, epoch: 1 | loss: 4.1277642
speed: 0.0053s/iter; left time: 123.3825s
iters: 2000, epoch: 1 | loss: 3.3781314
speed: 0.0053s/iter; left time: 122.1235s
iters: 2100, epoch: 1 | loss: 3.4537320
speed: 0.0057s/iter; left time: 131.7111s
iters: 2200, epoch: 1 | loss: 2.4781499
speed: 0.0065s/iter; left time: 150.4699s
iters: 2300, epoch: 1 | loss: 2.4059453
speed: 0.0065s/iter; left time: 149.4259s
iters: 2400, epoch: 1 | loss: 3.2348247
speed: 0.0064s/iter; left time: 146.6245s
iters: 2500, epoch: 1 | loss: 3.8379514
speed: 0.0053s/iter; left time: 120.2197s
Epoch: 1 cost time: 14.540973901748657
Epoch: 1, Steps: 2521 | Train Loss: 4.2466029 Vali Loss: 26.1540222 Test Loss: 3.7001817
Validation loss decreased (inf --> 26.154022). Saving model ...
type1 => Adjust updating learning rate to 0.0001
iters: 100, epoch: 2 | loss: 1.2141663
speed: 0.0200s/iter; left time: 451.0725s
iters: 200, epoch: 2 | loss: 0.8292887
speed: 0.0053s/iter; left time: 118.2042s
iters: 300, epoch: 2 | loss: 0.6788781
speed: 0.0052s/iter; left time: 115.7991s
iters: 400, epoch: 2 | loss: 0.7838564
speed: 0.0051s/iter; left time: 113.0871s
iters: 500, epoch: 2 | loss: 0.8608302
speed: 0.0051s/iter; left time: 112.2037s
iters: 600, epoch: 2 | loss: 1.0858048
speed: 0.0052s/iter; left time: 115.1491s
iters: 700, epoch: 2 | loss: 0.8821064
speed: 0.0053s/iter; left time: 115.6862s
iters: 800, epoch: 2 | loss: 0.9697987
speed: 0.0052s/iter; left time: 113.8935s
iters: 900, epoch: 2 | loss: 1.0035455
speed: 0.0055s/iter; left time: 120.0246s
iters: 1000, epoch: 2 | loss: 0.7262302
speed: 0.0057s/iter; left time: 123.0238s
iters: 1100, epoch: 2 | loss: 0.8277395
speed: 0.0053s/iter; left time: 114.8205s
iters: 1200, epoch: 2 | loss: 0.8756381
speed: 0.0053s/iter; left time: 114.6091s
iters: 1300, epoch: 2 | loss: 1.5286690
speed: 0.0068s/iter; left time: 145.1326s
iters: 1400, epoch: 2 | loss: 0.9999790
speed: 0.0069s/iter; left time: 146.0564s
iters: 1500, epoch: 2 | loss: 0.8545671
speed: 0.0061s/iter; left time: 129.7138s
iters: 1600, epoch: 2 | loss: 0.8381634
speed: 0.0053s/iter; left time: 112.0434s
iters: 1700, epoch: 2 | loss: 1.0372398
speed: 0.0052s/iter; left time: 108.7496s
iters: 1800, epoch: 2 | loss: 1.2035079
speed: 0.0052s/iter; left time: 107.8158s
iters: 1900, epoch: 2 | loss: 1.1032252
speed: 0.0053s/iter; left time: 109.3113s
iters: 2000, epoch: 2 | loss: 0.7481669
speed: 0.0053s/iter; left time: 108.7465s
iters: 2100, epoch: 2 | loss: 0.9262878
speed: 0.0054s/iter; left time: 111.5370s
iters: 2200, epoch: 2 | loss: 0.7405490
speed: 0.0054s/iter; left time: 111.2115s
iters: 2300, epoch: 2 | loss: 1.0902447
speed: 0.0054s/iter; left time: 111.0831s
iters: 2400, epoch: 2 | loss: 1.1962401
speed: 0.0054s/iter; left time: 109.9913s
iters: 2500, epoch: 2 | loss: 0.8354878
speed: 0.0055s/iter; left time: 111.0160s
Epoch: 2 cost time: 13.780294179916382
Epoch: 2, Steps: 2521 | Train Loss: 0.9573169 Vali Loss: 16.5768604 Test Loss: 1.8961029
Validation loss decreased (26.154022 --> 16.576860). Saving model ...
type1 => Adjust updating learning rate to 5e-05
iters: 100, epoch: 3 | loss: 1.1846423
speed: 0.0202s/iter; left time: 406.0016s
iters: 200, epoch: 3 | loss: 0.8179727
speed: 0.0044s/iter; left time: 88.3190s
iters: 300, epoch: 3 | loss: 0.6937249
speed: 0.0045s/iter; left time: 89.6877s
iters: 400, epoch: 3 | loss: 1.0552374
speed: 0.0064s/iter; left time: 126.7354s
iters: 500, epoch: 3 | loss: 1.0697134
speed: 0.0066s/iter; left time: 129.9658s
iters: 600, epoch: 3 | loss: 2.4478841
speed: 0.0063s/iter; left time: 123.5801s
iters: 700, epoch: 3 | loss: 1.3074383
speed: 0.0055s/iter; left time: 106.5442s
iters: 800, epoch: 3 | loss: 1.0613872
speed: 0.0056s/iter; left time: 108.0444s
iters: 900, epoch: 3 | loss: 1.2927880
speed: 0.0056s/iter; left time: 108.4731s
iters: 1000, epoch: 3 | loss: 0.9277511
speed: 0.0056s/iter; left time: 107.5916s
iters: 1100, epoch: 3 | loss: 1.4613953
speed: 0.0056s/iter; left time: 106.7733s
iters: 1200, epoch: 3 | loss: 1.3773738
speed: 0.0057s/iter; left time: 107.6196s
iters: 1300, epoch: 3 | loss: 1.7383192
speed: 0.0061s/iter; left time: 114.2520s
iters: 1400, epoch: 3 | loss: 0.9263738
speed: 0.0063s/iter; left time: 118.8565s
iters: 1500, epoch: 3 | loss: 1.2011321
speed: 0.0061s/iter; left time: 114.6574s
iters: 1600, epoch: 3 | loss: 1.1816227
speed: 0.0059s/iter; left time: 109.1691s
iters: 1700, epoch: 3 | loss: 1.5381628
speed: 0.0063s/iter; left time: 115.4831s
iters: 1800, epoch: 3 | loss: 1.9963521
speed: 0.0058s/iter; left time: 107.1305s
iters: 1900, epoch: 3 | loss: 3.0260296
speed: 0.0064s/iter; left time: 116.7900s
iters: 2000, epoch: 3 | loss: 1.0371034
speed: 0.0052s/iter; left time: 93.8453s
iters: 2100, epoch: 3 | loss: 1.3210227
speed: 0.0058s/iter; left time: 105.1254s
iters: 2200, epoch: 3 | loss: 0.9682028
speed: 0.0068s/iter; left time: 121.9954s
iters: 2300, epoch: 3 | loss: 2.7041249
speed: 0.0064s/iter; left time: 114.0148s
iters: 2400, epoch: 3 | loss: 2.2121255
speed: 0.0061s/iter; left time: 108.7885s
iters: 2500, epoch: 3 | loss: 1.1706355
speed: 0.0061s/iter; left time: 107.6760s
Epoch: 3 cost time: 14.750420093536377
Epoch: 3, Steps: 2521 | Train Loss: 1.4202741 Vali Loss: 15.8277950 Test Loss: 1.8757366
Validation loss decreased (16.576860 --> 15.827795). Saving model ...
type1 => Adjust updating learning rate to 2.5e-05
iters: 100, epoch: 4 | loss: 1.0974112
speed: 0.0224s/iter; left time: 393.9191s
iters: 200, epoch: 4 | loss: 0.7784685
speed: 0.0056s/iter; left time: 97.9962s
iters: 300, epoch: 4 | loss: 0.6507763
speed: 0.0054s/iter; left time: 93.3874s
iters: 400, epoch: 4 | loss: 0.9501387
speed: 0.0054s/iter; left time: 92.7049s
iters: 500, epoch: 4 | loss: 1.1442221
speed: 0.0056s/iter; left time: 96.7414s
iters: 600, epoch: 4 | loss: 1.1713537
speed: 0.0055s/iter; left time: 93.3818s
iters: 700, epoch: 4 | loss: 1.0127494
speed: 0.0055s/iter; left time: 93.0662s
iters: 800, epoch: 4 | loss: 1.0278673
speed: 0.0063s/iter; left time: 105.4340s
iters: 900, epoch: 4 | loss: 1.2552450
speed: 0.0057s/iter; left time: 95.4573s
iters: 1000, epoch: 4 | loss: 0.7180755
speed: 0.0058s/iter; left time: 96.2551s
iters: 1100, epoch: 4 | loss: 1.0619018
speed: 0.0064s/iter; left time: 106.3890s
iters: 1200, epoch: 4 | loss: 1.2942505
speed: 0.0074s/iter; left time: 120.9596s
iters: 1300, epoch: 4 | loss: 1.9284830
speed: 0.0067s/iter; left time: 109.0091s
iters: 1400, epoch: 4 | loss: 0.8291073
speed: 0.0052s/iter; left time: 84.8500s
iters: 1500, epoch: 4 | loss: 0.9392730
speed: 0.0051s/iter; left time: 81.6128s
iters: 1600, epoch: 4 | loss: 1.0735775
speed: 0.0051s/iter; left time: 81.2311s
iters: 1700, epoch: 4 | loss: 1.2538254
speed: 0.0050s/iter; left time: 80.0296s
iters: 1800, epoch: 4 | loss: 1.3063765
speed: 0.0050s/iter; left time: 79.5179s
iters: 1900, epoch: 4 | loss: 1.3725356
speed: 0.0052s/iter; left time: 82.4537s
iters: 2000, epoch: 4 | loss: 0.7662484
speed: 0.0054s/iter; left time: 83.7332s
iters: 2100, epoch: 4 | loss: 1.0325400
speed: 0.0064s/iter; left time: 99.6065s
iters: 2200, epoch: 4 | loss: 0.8271778
speed: 0.0056s/iter; left time: 87.1806s
iters: 2300, epoch: 4 | loss: 1.3877507
speed: 0.0053s/iter; left time: 80.6565s
iters: 2400, epoch: 4 | loss: 1.7529330
speed: 0.0053s/iter; left time: 80.4236s
iters: 2500, epoch: 4 | loss: 1.2214177
speed: 0.0053s/iter; left time: 80.5841s
Epoch: 4 cost time: 14.234127759933472
Epoch: 4, Steps: 2521 | Train Loss: 1.1444459 Vali Loss: 15.3926744 Test Loss: 1.7860335
Validation loss decreased (15.827795 --> 15.392674). Saving model ...
type1 => Adjust updating learning rate to 1.25e-05
iters: 100, epoch: 5 | loss: 1.2369498
speed: 0.0211s/iter; left time: 316.5886s
iters: 200, epoch: 5 | loss: 0.7522405
speed: 0.0064s/iter; left time: 96.0195s
iters: 300, epoch: 5 | loss: 0.7168281
speed: 0.0072s/iter; left time: 106.3852s
iters: 400, epoch: 5 | loss: 0.7048718
speed: 0.0061s/iter; left time: 89.1042s
iters: 500, epoch: 5 | loss: 0.9876707
speed: 0.0050s/iter; left time: 73.5458s
iters: 600, epoch: 5 | loss: 1.3004845
speed: 0.0051s/iter; left time: 73.4936s
iters: 700, epoch: 5 | loss: 0.7855949
speed: 0.0050s/iter; left time: 72.4946s
iters: 800, epoch: 5 | loss: 0.8786922
speed: 0.0053s/iter; left time: 75.3507s
iters: 900, epoch: 5 | loss: 1.0949702
speed: 0.0059s/iter; left time: 83.2999s
iters: 1000, epoch: 5 | loss: 0.7047728
speed: 0.0055s/iter; left time: 78.1215s
iters: 1100, epoch: 5 | loss: 0.9144085
speed: 0.0054s/iter; left time: 75.5947s
iters: 1200, epoch: 5 | loss: 0.9796414
speed: 0.0059s/iter; left time: 82.7536s
iters: 1300, epoch: 5 | loss: 1.7651377
speed: 0.0053s/iter; left time: 72.6237s
iters: 1400, epoch: 5 | loss: 0.8179854
speed: 0.0052s/iter; left time: 71.5306s
iters: 1500, epoch: 5 | loss: 0.8092257
speed: 0.0054s/iter; left time: 72.9804s
iters: 1600, epoch: 5 | loss: 0.8036754
speed: 0.0053s/iter; left time: 71.5506s
iters: 1700, epoch: 5 | loss: 1.0976855
speed: 0.0053s/iter; left time: 70.8271s
iters: 1800, epoch: 5 | loss: 1.1158247
speed: 0.0053s/iter; left time: 70.4094s
iters: 1900, epoch: 5 | loss: 1.1024852
speed: 0.0052s/iter; left time: 69.2605s
iters: 2000, epoch: 5 | loss: 0.7309420
speed: 0.0066s/iter; left time: 86.4479s
iters: 2100, epoch: 5 | loss: 0.9329963
speed: 0.0069s/iter; left time: 90.2470s
iters: 2200, epoch: 5 | loss: 0.7063976
speed: 0.0072s/iter; left time: 93.0712s
iters: 2300, epoch: 5 | loss: 1.1794550
speed: 0.0055s/iter; left time: 70.9111s
iters: 2400, epoch: 5 | loss: 1.3106147
speed: 0.0052s/iter; left time: 65.5700s
iters: 2500, epoch: 5 | loss: 0.7924596
speed: 0.0051s/iter; left time: 64.3868s
Epoch: 5 cost time: 14.342032670974731
Epoch: 5, Steps: 2521 | Train Loss: 0.9781748 Vali Loss: 15.4159107 Test Loss: 1.7959981
EarlyStopping counter: 1 out of 10
type1 => Adjust updating learning rate to 6.25e-06
iters: 100, epoch: 6 | loss: 1.0816694
speed: 0.0198s/iter; left time: 247.5489s
iters: 200, epoch: 6 | loss: 0.7192684
speed: 0.0050s/iter; left time: 62.3678s
iters: 300, epoch: 6 | loss: 0.7225454
speed: 0.0051s/iter; left time: 62.7718s
iters: 400, epoch: 6 | loss: 0.9394798
speed: 0.0051s/iter; left time: 62.4333s
iters: 500, epoch: 6 | loss: 0.9716374
speed: 0.0051s/iter; left time: 62.0770s
iters: 600, epoch: 6 | loss: 1.4678645
speed: 0.0053s/iter; left time: 63.5506s
iters: 700, epoch: 6 | loss: 0.8707415
speed: 0.0053s/iter; left time: 63.0353s
iters: 800, epoch: 6 | loss: 0.8832670
speed: 0.0051s/iter; left time: 60.1048s
iters: 900, epoch: 6 | loss: 1.2378268
speed: 0.0051s/iter; left time: 60.2690s
iters: 1000, epoch: 6 | loss: 0.7903551
speed: 0.0051s/iter; left time: 59.1864s
iters: 1100, epoch: 6 | loss: 1.2412275
speed: 0.0055s/iter; left time: 63.6869s
iters: 1200, epoch: 6 | loss: 1.2055790
speed: 0.0067s/iter; left time: 76.3299s
iters: 1300, epoch: 6 | loss: 1.8903120
speed: 0.0068s/iter; left time: 77.3949s
iters: 1400, epoch: 6 | loss: 0.8549808
speed: 0.0059s/iter; left time: 65.5590s
iters: 1500, epoch: 6 | loss: 0.9416604
speed: 0.0055s/iter; left time: 60.9214s
iters: 1600, epoch: 6 | loss: 1.1157610
speed: 0.0053s/iter; left time: 58.6604s
iters: 1700, epoch: 6 | loss: 1.7737505
speed: 0.0053s/iter; left time: 57.8654s
iters: 1800, epoch: 6 | loss: 1.6075122
speed: 0.0054s/iter; left time: 58.3242s
iters: 1900, epoch: 6 | loss: 2.2579725
speed: 0.0052s/iter; left time: 55.8734s
iters: 2000, epoch: 6 | loss: 0.8046155
speed: 0.0052s/iter; left time: 55.0918s
iters: 2100, epoch: 6 | loss: 1.2096139
speed: 0.0064s/iter; left time: 67.5258s
iters: 2200, epoch: 6 | loss: 0.7908080
speed: 0.0054s/iter; left time: 55.8795s
iters: 2300, epoch: 6 | loss: 1.8867109
speed: 0.0054s/iter; left time: 55.6120s
iters: 2400, epoch: 6 | loss: 2.2903500
speed: 0.0054s/iter; left time: 54.8176s
iters: 2500, epoch: 6 | loss: 0.9921155
speed: 0.0053s/iter; left time: 53.7741s
Epoch: 6 cost time: 13.774121522903442
Epoch: 6, Steps: 2521 | Train Loss: 1.2365487 Vali Loss: 15.1595497 Test Loss: 1.7846478
Validation loss decreased (15.392674 --> 15.159550). Saving model ...
type1 => Adjust updating learning rate to 3.125e-06
iters: 100, epoch: 7 | loss: 1.0886810
speed: 0.0202s/iter; left time: 202.0784s
iters: 200, epoch: 7 | loss: 0.7095308
speed: 0.0060s/iter; left time: 59.7882s
iters: 300, epoch: 7 | loss: 0.6602871
speed: 0.0066s/iter; left time: 64.1007s
iters: 400, epoch: 7 | loss: 0.6729015
speed: 0.0065s/iter; left time: 62.8283s
iters: 500, epoch: 7 | loss: 0.7834361
speed: 0.0056s/iter; left time: 53.4780s
iters: 600, epoch: 7 | loss: 1.1648368
speed: 0.0054s/iter; left time: 51.0623s
iters: 700, epoch: 7 | loss: 0.9639332
speed: 0.0051s/iter; left time: 47.9496s
iters: 800, epoch: 7 | loss: 0.8433043
speed: 0.0051s/iter; left time: 47.5534s
iters: 900, epoch: 7 | loss: 1.0270243
speed: 0.0054s/iter; left time: 49.4658s
iters: 1000, epoch: 7 | loss: 0.6750540
speed: 0.0053s/iter; left time: 48.3419s
iters: 1100, epoch: 7 | loss: 0.9423248
speed: 0.0053s/iter; left time: 47.9906s
iters: 1200, epoch: 7 | loss: 1.0067602
speed: 0.0055s/iter; left time: 49.0302s
iters: 1300, epoch: 7 | loss: 1.7474575
speed: 0.0058s/iter; left time: 50.7151s
iters: 1400, epoch: 7 | loss: 0.8377972
speed: 0.0054s/iter; left time: 47.0717s
iters: 1500, epoch: 7 | loss: 0.8301619
speed: 0.0054s/iter; left time: 46.1972s
iters: 1600, epoch: 7 | loss: 0.9298348
speed: 0.0053s/iter; left time: 45.3084s
iters: 1700, epoch: 7 | loss: 1.0768826
speed: 0.0054s/iter; left time: 45.2046s
iters: 1800, epoch: 7 | loss: 1.1841327
speed: 0.0053s/iter; left time: 44.1413s
iters: 1900, epoch: 7 | loss: 1.3499281
speed: 0.0054s/iter; left time: 43.8956s
iters: 2000, epoch: 7 | loss: 0.7238085
speed: 0.0054s/iter; left time: 43.2934s
iters: 2100, epoch: 7 | loss: 1.0005769
speed: 0.0069s/iter; left time: 55.1049s
iters: 2200, epoch: 7 | loss: 0.7213659
speed: 0.0066s/iter; left time: 51.7042s
iters: 2300, epoch: 7 | loss: 1.3602581
speed: 0.0061s/iter; left time: 47.7298s
iters: 2400, epoch: 7 | loss: 1.6155334
speed: 0.0052s/iter; left time: 40.2865s
iters: 2500, epoch: 7 | loss: 0.9317545
speed: 0.0051s/iter; left time: 38.9996s
Epoch: 7 cost time: 14.169313669204712
Epoch: 7, Steps: 2521 | Train Loss: 1.0033460 Vali Loss: 15.1683149 Test Loss: 1.7779690
EarlyStopping counter: 1 out of 10
type1 => Adjust updating learning rate to 1.5625e-06
iters: 100, epoch: 8 | loss: 0.8946010
speed: 0.0199s/iter; left time: 148.6103s
iters: 200, epoch: 8 | loss: 0.6844680
speed: 0.0050s/iter; left time: 36.9598s
iters: 300, epoch: 8 | loss: 0.6684226
speed: 0.0051s/iter; left time: 37.0997s
iters: 400, epoch: 8 | loss: 0.7629577
speed: 0.0052s/iter; left time: 37.3147s
iters: 500, epoch: 8 | loss: 0.8588943
speed: 0.0053s/iter; left time: 37.4276s
iters: 600, epoch: 8 | loss: 1.8007119
speed: 0.0053s/iter; left time: 36.7583s
iters: 700, epoch: 8 | loss: 1.1832945
speed: 0.0054s/iter; left time: 36.8400s
iters: 800, epoch: 8 | loss: 1.0815502
speed: 0.0052s/iter; left time: 35.2547s
iters: 900, epoch: 8 | loss: 1.3197742
speed: 0.0052s/iter; left time: 34.9048s
iters: 1000, epoch: 8 | loss: 0.8555520
speed: 0.0053s/iter; left time: 34.5369s
iters: 1100, epoch: 8 | loss: 1.5050581
speed: 0.0053s/iter; left time: 34.4876s
iters: 1200, epoch: 8 | loss: 1.2016071
speed: 0.0073s/iter; left time: 46.3561s
iters: 1300, epoch: 8 | loss: 1.9388931
speed: 0.0068s/iter; left time: 42.8456s
iters: 1400, epoch: 8 | loss: 0.8773591
speed: 0.0063s/iter; left time: 38.5308s
iters: 1500, epoch: 8 | loss: 0.9741247
speed: 0.0053s/iter; left time: 31.9262s
iters: 1600, epoch: 8 | loss: 1.1878014
speed: 0.0052s/iter; left time: 31.0987s
iters: 1700, epoch: 8 | loss: 1.6177659
speed: 0.0052s/iter; left time: 30.3871s
iters: 1800, epoch: 8 | loss: 1.5504010
speed: 0.0054s/iter; left time: 31.1258s
iters: 1900, epoch: 8 | loss: 2.0209944
speed: 0.0052s/iter; left time: 29.4621s
iters: 2000, epoch: 8 | loss: 0.9095151
speed: 0.0052s/iter; left time: 29.0796s
iters: 2100, epoch: 8 | loss: 1.0437212
speed: 0.0052s/iter; left time: 28.3490s
iters: 2200, epoch: 8 | loss: 0.8463188
speed: 0.0052s/iter; left time: 27.6690s
iters: 2300, epoch: 8 | loss: 1.9600921
speed: 0.0052s/iter; left time: 27.4990s
iters: 2400, epoch: 8 | loss: 1.8498747
speed: 0.0052s/iter; left time: 26.8668s
iters: 2500, epoch: 8 | loss: 1.0821663
speed: 0.0051s/iter; left time: 25.9706s
Epoch: 8 cost time: 13.678102254867554
Epoch: 8, Steps: 2521 | Train Loss: 1.2254932 Vali Loss: 15.1700697 Test Loss: 1.7763604
EarlyStopping counter: 2 out of 10
type1 => Adjust updating learning rate to 7.8125e-07
iters: 100, epoch: 9 | loss: 1.1652682
speed: 0.0198s/iter; left time: 98.0700s
iters: 200, epoch: 9 | loss: 0.6866102
speed: 0.0054s/iter; left time: 26.0736s
iters: 300, epoch: 9 | loss: 0.6564736
speed: 0.0067s/iter; left time: 31.6407s
iters: 400, epoch: 9 | loss: 0.7344087
speed: 0.0070s/iter; left time: 32.5995s
iters: 500, epoch: 9 | loss: 0.8801864
speed: 0.0062s/iter; left time: 28.2013s
iters: 600, epoch: 9 | loss: 1.4071624
speed: 0.0053s/iter; left time: 23.4467s
iters: 700, epoch: 9 | loss: 1.2094557
speed: 0.0053s/iter; left time: 22.8299s
iters: 800, epoch: 9 | loss: 0.8939412
speed: 0.0055s/iter; left time: 23.3524s
iters: 900, epoch: 9 | loss: 1.1450322
speed: 0.0052s/iter; left time: 21.4232s
iters: 1000, epoch: 9 | loss: 0.7683701
speed: 0.0052s/iter; left time: 21.0542s
iters: 1100, epoch: 9 | loss: 1.1607213
speed: 0.0056s/iter; left time: 21.9642s
iters: 1200, epoch: 9 | loss: 1.3863931
speed: 0.0057s/iter; left time: 21.7960s
iters: 1300, epoch: 9 | loss: 2.0912580
speed: 0.0055s/iter; left time: 20.6141s
iters: 1400, epoch: 9 | loss: 0.8697127
speed: 0.0058s/iter; left time: 20.9908s
iters: 1500, epoch: 9 | loss: 0.9435040
speed: 0.0058s/iter; left time: 20.4520s
iters: 1600, epoch: 9 | loss: 0.9407790
speed: 0.0055s/iter; left time: 19.0390s
iters: 1700, epoch: 9 | loss: 1.4857984
speed: 0.0055s/iter; left time: 18.3036s
iters: 1800, epoch: 9 | loss: 1.2940490
speed: 0.0053s/iter; left time: 17.0661s
iters: 1900, epoch: 9 | loss: 1.5594761
speed: 0.0053s/iter; left time: 16.5345s
iters: 2000, epoch: 9 | loss: 0.8327246
speed: 0.0053s/iter; left time: 15.9868s
iters: 2100, epoch: 9 | loss: 1.0355705
speed: 0.0065s/iter; left time: 19.1106s
iters: 2200, epoch: 9 | loss: 0.7569584
speed: 0.0075s/iter; left time: 21.3310s
iters: 2300, epoch: 9 | loss: 1.6093174
speed: 0.0064s/iter; left time: 17.4408s
iters: 2400, epoch: 9 | loss: 1.6400620
speed: 0.0054s/iter; left time: 14.1887s
iters: 2500, epoch: 9 | loss: 1.0922225
speed: 0.0050s/iter; left time: 12.8380s
Epoch: 9 cost time: 14.400026082992554
Epoch: 9, Steps: 2521 | Train Loss: 1.1809294 Vali Loss: 15.1667805 Test Loss: 1.7732974
EarlyStopping counter: 3 out of 10
type1 => Adjust updating learning rate to 3.90625e-07
iters: 100, epoch: 10 | loss: 1.2133360
speed: 0.0209s/iter; left time: 50.6250s
iters: 200, epoch: 10 | loss: 0.7853616
speed: 0.0053s/iter; left time: 12.2549s
iters: 300, epoch: 10 | loss: 0.7333086
speed: 0.0053s/iter; left time: 11.7211s
iters: 400, epoch: 10 | loss: 1.1520898
speed: 0.0051s/iter; left time: 10.8702s
iters: 500, epoch: 10 | loss: 1.3090715
speed: 0.0053s/iter; left time: 10.7207s
iters: 600, epoch: 10 | loss: 2.5195799
speed: 0.0053s/iter; left time: 10.1560s
iters: 700, epoch: 10 | loss: 1.4322772
speed: 0.0057s/iter; left time: 10.3920s
iters: 800, epoch: 10 | loss: 1.1946957
speed: 0.0052s/iter; left time: 8.8727s
iters: 900, epoch: 10 | loss: 1.7266320
speed: 0.0051s/iter; left time: 8.2766s
iters: 1000, epoch: 10 | loss: 0.9978911
speed: 0.0053s/iter; left time: 8.1327s
iters: 1100, epoch: 10 | loss: 1.6509283
speed: 0.0051s/iter; left time: 7.2388s
iters: 1200, epoch: 10 | loss: 2.1398952
speed: 0.0068s/iter; left time: 8.9773s
iters: 1300, epoch: 10 | loss: 2.2042284
speed: 0.0065s/iter; left time: 7.9160s
iters: 1400, epoch: 10 | loss: 0.9486135
speed: 0.0064s/iter; left time: 7.1460s
iters: 1500, epoch: 10 | loss: 1.1690221
speed: 0.0052s/iter; left time: 5.3294s
iters: 1600, epoch: 10 | loss: 1.5925612
speed: 0.0052s/iter; left time: 4.7729s
iters: 1700, epoch: 10 | loss: 1.8842769
speed: 0.0051s/iter; left time: 4.1516s
iters: 1800, epoch: 10 | loss: 2.0479717
speed: 0.0053s/iter; left time: 3.8005s
iters: 1900, epoch: 10 | loss: 2.8131280
speed: 0.0051s/iter; left time: 3.1692s
iters: 2000, epoch: 10 | loss: 1.1498605
speed: 0.0051s/iter; left time: 2.6826s
iters: 2100, epoch: 10 | loss: 1.6425731
speed: 0.0052s/iter; left time: 2.1893s
iters: 2200, epoch: 10 | loss: 1.1303457
speed: 0.0052s/iter; left time: 1.6687s
iters: 2300, epoch: 10 | loss: 2.6665916
speed: 0.0052s/iter; left time: 1.1502s
iters: 2400, epoch: 10 | loss: 2.6106842
speed: 0.0052s/iter; left time: 0.6338s
iters: 2500, epoch: 10 | loss: 1.7656062
speed: 0.0053s/iter; left time: 0.1160s
Epoch: 10 cost time: 13.617170333862305
Epoch: 10, Steps: 2521 | Train Loss: 1.6621402 Vali Loss: 15.1318855 Test Loss: 1.7722924
Validation loss decreased (15.159550 --> 15.131886). Saving model ...
type1 => Adjust updating learning rate to 1.953125e-07
>>>>>>>testing : CBS_36_36_DecomLinear_CBS_ftM_sl36_ll4_pl36_dm512_nh8_el2_dl1_df2048_fc1_ebtimeF_dtTrue_test_0<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<
data shape: (720, 4454) 4454
loading model.............
mse:1.772292137145996, mae:0.6436065435409546, rse:0.4029320180416107