
📌S Retain class distribution for seed 9:
Class 0: 5323
Class 1: 6142
Class 2: 5358
Class 3: 5531
Class 4: 5242
Class 5: 4821
Class 6: 5318
Class 7: 5665
Class 8: 5251
Class 9: 5349

📌S Forget class distribution for seed 9:
Class 0: 600
Class 1: 600
Class 2: 600
Class 3: 600
Class 4: 600
Class 5: 600
Class 6: 600
Class 7: 600
Class 8: 600
Class 9: 600
79
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/54000]	Loss: 2.3073	LR: 0.000000
Training Epoch: 1 [512/54000]	Loss: 2.3127	LR: 0.000474
Training Epoch: 1 [768/54000]	Loss: 2.3074	LR: 0.000948
Training Epoch: 1 [1024/54000]	Loss: 2.3186	LR: 0.001422
Training Epoch: 1 [1280/54000]	Loss: 2.2969	LR: 0.001896
Training Epoch: 1 [1536/54000]	Loss: 2.2957	LR: 0.002370
Training Epoch: 1 [1792/54000]	Loss: 2.2767	LR: 0.002844
Training Epoch: 1 [2048/54000]	Loss: 2.2793	LR: 0.003318
Training Epoch: 1 [2304/54000]	Loss: 2.2452	LR: 0.003791
Training Epoch: 1 [2560/54000]	Loss: 2.2369	LR: 0.004265
Training Epoch: 1 [2816/54000]	Loss: 2.2360	LR: 0.004739
Training Epoch: 1 [3072/54000]	Loss: 2.2291	LR: 0.005213
Training Epoch: 1 [3328/54000]	Loss: 2.2115	LR: 0.005687
Training Epoch: 1 [3584/54000]	Loss: 2.2024	LR: 0.006161
Training Epoch: 1 [3840/54000]	Loss: 2.1687	LR: 0.006635
Training Epoch: 1 [4096/54000]	Loss: 2.1588	LR: 0.007109
Training Epoch: 1 [4352/54000]	Loss: 2.1350	LR: 0.007583
Training Epoch: 1 [4608/54000]	Loss: 2.0985	LR: 0.008057
Training Epoch: 1 [4864/54000]	Loss: 2.0791	LR: 0.008531
Training Epoch: 1 [5120/54000]	Loss: 2.0512	LR: 0.009005
Training Epoch: 1 [5376/54000]	Loss: 2.0540	LR: 0.009479
Training Epoch: 1 [5632/54000]	Loss: 1.9943	LR: 0.009953
Training Epoch: 1 [5888/54000]	Loss: 1.9870	LR: 0.010427
Training Epoch: 1 [6144/54000]	Loss: 1.9247	LR: 0.010900
Training Epoch: 1 [6400/54000]	Loss: 1.8972	LR: 0.011374
Training Epoch: 1 [6656/54000]	Loss: 1.9314	LR: 0.011848
Training Epoch: 1 [6912/54000]	Loss: 1.8542	LR: 0.012322
Training Epoch: 1 [7168/54000]	Loss: 1.7907	LR: 0.012796
Training Epoch: 1 [7424/54000]	Loss: 1.7965	LR: 0.013270
Training Epoch: 1 [7680/54000]	Loss: 1.7468	LR: 0.013744
Training Epoch: 1 [7936/54000]	Loss: 1.6613	LR: 0.014218
Training Epoch: 1 [8192/54000]	Loss: 1.6517	LR: 0.014692
Training Epoch: 1 [8448/54000]	Loss: 1.5290	LR: 0.015166
Training Epoch: 1 [8704/54000]	Loss: 1.5711	LR: 0.015640
Training Epoch: 1 [8960/54000]	Loss: 1.5726	LR: 0.016114
Training Epoch: 1 [9216/54000]	Loss: 1.4467	LR: 0.016588
Training Epoch: 1 [9472/54000]	Loss: 1.4187	LR: 0.017062
Training Epoch: 1 [9728/54000]	Loss: 1.3361	LR: 0.017536
Training Epoch: 1 [9984/54000]	Loss: 1.3070	LR: 0.018009
Training Epoch: 1 [10240/54000]	Loss: 1.2757	LR: 0.018483
Training Epoch: 1 [10496/54000]	Loss: 1.2564	LR: 0.018957
Training Epoch: 1 [10752/54000]	Loss: 1.1906	LR: 0.019431
Training Epoch: 1 [11008/54000]	Loss: 1.1448	LR: 0.019905
Training Epoch: 1 [11264/54000]	Loss: 1.0201	LR: 0.020379
Training Epoch: 1 [11520/54000]	Loss: 0.9487	LR: 0.020853
Training Epoch: 1 [11776/54000]	Loss: 0.9294	LR: 0.021327
Training Epoch: 1 [12032/54000]	Loss: 0.8571	LR: 0.021801
Training Epoch: 1 [12288/54000]	Loss: 0.7930	LR: 0.022275
Training Epoch: 1 [12544/54000]	Loss: 0.7715	LR: 0.022749
Training Epoch: 1 [12800/54000]	Loss: 0.7619	LR: 0.023223
Training Epoch: 1 [13056/54000]	Loss: 0.7102	LR: 0.023697
Training Epoch: 1 [13312/54000]	Loss: 0.6684	LR: 0.024171
Training Epoch: 1 [13568/54000]	Loss: 0.6116	LR: 0.024645
Training Epoch: 1 [13824/54000]	Loss: 0.5908	LR: 0.025118
Training Epoch: 1 [14080/54000]	Loss: 0.6222	LR: 0.025592
Training Epoch: 1 [14336/54000]	Loss: 0.5124	LR: 0.026066
Training Epoch: 1 [14592/54000]	Loss: 0.5143	LR: 0.026540
Training Epoch: 1 [14848/54000]	Loss: 0.4358	LR: 0.027014
Training Epoch: 1 [15104/54000]	Loss: 0.3991	LR: 0.027488
Training Epoch: 1 [15360/54000]	Loss: 0.4630	LR: 0.027962
Training Epoch: 1 [15616/54000]	Loss: 0.3511	LR: 0.028436
Training Epoch: 1 [15872/54000]	Loss: 0.4121	LR: 0.028910
Training Epoch: 1 [16128/54000]	Loss: 0.3236	LR: 0.029384
Training Epoch: 1 [16384/54000]	Loss: 0.3006	LR: 0.029858
Training Epoch: 1 [16640/54000]	Loss: 0.2997	LR: 0.030332
Training Epoch: 1 [16896/54000]	Loss: 0.2451	LR: 0.030806
Training Epoch: 1 [17152/54000]	Loss: 0.3515	LR: 0.031280
Training Epoch: 1 [17408/54000]	Loss: 0.2775	LR: 0.031754
Training Epoch: 1 [17664/54000]	Loss: 0.2444	LR: 0.032227
Training Epoch: 1 [17920/54000]	Loss: 0.2041	LR: 0.032701
Training Epoch: 1 [18176/54000]	Loss: 0.1727	LR: 0.033175
Training Epoch: 1 [18432/54000]	Loss: 0.2472	LR: 0.033649
Training Epoch: 1 [18688/54000]	Loss: 0.2247	LR: 0.034123
Training Epoch: 1 [18944/54000]	Loss: 0.1965	LR: 0.034597
Training Epoch: 1 [19200/54000]	Loss: 0.2025	LR: 0.035071
Training Epoch: 1 [19456/54000]	Loss: 0.2216	LR: 0.035545
Training Epoch: 1 [19712/54000]	Loss: 0.1511	LR: 0.036019
Training Epoch: 1 [19968/54000]	Loss: 0.2826	LR: 0.036493
Training Epoch: 1 [20224/54000]	Loss: 0.1729	LR: 0.036967
Training Epoch: 1 [20480/54000]	Loss: 0.2266	LR: 0.037441
Training Epoch: 1 [20736/54000]	Loss: 0.1629	LR: 0.037915
Training Epoch: 1 [20992/54000]	Loss: 0.1360	LR: 0.038389
Training Epoch: 1 [21248/54000]	Loss: 0.1677	LR: 0.038863
Training Epoch: 1 [21504/54000]	Loss: 0.1793	LR: 0.039336
Training Epoch: 1 [21760/54000]	Loss: 0.1714	LR: 0.039810
Training Epoch: 1 [22016/54000]	Loss: 0.2047	LR: 0.040284
Training Epoch: 1 [22272/54000]	Loss: 0.1778	LR: 0.040758
Training Epoch: 1 [22528/54000]	Loss: 0.1904	LR: 0.041232
Training Epoch: 1 [22784/54000]	Loss: 0.1127	LR: 0.041706
Training Epoch: 1 [23040/54000]	Loss: 0.1324	LR: 0.042180
Training Epoch: 1 [23296/54000]	Loss: 0.2290	LR: 0.042654
Training Epoch: 1 [23552/54000]	Loss: 0.2027	LR: 0.043128
Training Epoch: 1 [23808/54000]	Loss: 0.1399	LR: 0.043602
Training Epoch: 1 [24064/54000]	Loss: 0.1875	LR: 0.044076
Training Epoch: 1 [24320/54000]	Loss: 0.1416	LR: 0.044550
Training Epoch: 1 [24576/54000]	Loss: 0.1137	LR: 0.045024
Training Epoch: 1 [24832/54000]	Loss: 0.1492	LR: 0.045498
Training Epoch: 1 [25088/54000]	Loss: 0.1732	LR: 0.045972
Training Epoch: 1 [25344/54000]	Loss: 0.1372	LR: 0.046445
Training Epoch: 1 [25600/54000]	Loss: 0.1471	LR: 0.046919
Training Epoch: 1 [25856/54000]	Loss: 0.1587	LR: 0.047393
Training Epoch: 1 [26112/54000]	Loss: 0.0981	LR: 0.047867
Training Epoch: 1 [26368/54000]	Loss: 0.1655	LR: 0.048341
Training Epoch: 1 [26624/54000]	Loss: 0.1473	LR: 0.048815
Training Epoch: 1 [26880/54000]	Loss: 0.1208	LR: 0.049289
Training Epoch: 1 [27136/54000]	Loss: 0.1180	LR: 0.049763
Training Epoch: 1 [27392/54000]	Loss: 0.1855	LR: 0.050237
Training Epoch: 1 [27648/54000]	Loss: 0.1512	LR: 0.050711
Training Epoch: 1 [27904/54000]	Loss: 0.1240	LR: 0.051185
Training Epoch: 1 [28160/54000]	Loss: 0.1339	LR: 0.051659
Training Epoch: 1 [28416/54000]	Loss: 0.1030	LR: 0.052133
Training Epoch: 1 [28672/54000]	Loss: 0.1343	LR: 0.052607
Training Epoch: 1 [28928/54000]	Loss: 0.1009	LR: 0.053081
Training Epoch: 1 [29184/54000]	Loss: 0.1040	LR: 0.053555
Training Epoch: 1 [29440/54000]	Loss: 0.1164	LR: 0.054028
Training Epoch: 1 [29696/54000]	Loss: 0.0951	LR: 0.054502
Training Epoch: 1 [29952/54000]	Loss: 0.1382	LR: 0.054976
Training Epoch: 1 [30208/54000]	Loss: 0.1101	LR: 0.055450
Training Epoch: 1 [30464/54000]	Loss: 0.1129	LR: 0.055924
Training Epoch: 1 [30720/54000]	Loss: 0.1447	LR: 0.056398
Training Epoch: 1 [30976/54000]	Loss: 0.1441	LR: 0.056872
Training Epoch: 1 [31232/54000]	Loss: 0.0944	LR: 0.057346
Training Epoch: 1 [31488/54000]	Loss: 0.1332	LR: 0.057820
Training Epoch: 1 [31744/54000]	Loss: 0.1122	LR: 0.058294
Training Epoch: 1 [32000/54000]	Loss: 0.1164	LR: 0.058768
Training Epoch: 1 [32256/54000]	Loss: 0.1119	LR: 0.059242
Training Epoch: 1 [32512/54000]	Loss: 0.0925	LR: 0.059716
Training Epoch: 1 [32768/54000]	Loss: 0.0921	LR: 0.060190
Training Epoch: 1 [33024/54000]	Loss: 0.1674	LR: 0.060664
Training Epoch: 1 [33280/54000]	Loss: 0.0964	LR: 0.061137
Training Epoch: 1 [33536/54000]	Loss: 0.1228	LR: 0.061611
Training Epoch: 1 [33792/54000]	Loss: 0.0790	LR: 0.062085
Training Epoch: 1 [34048/54000]	Loss: 0.1196	LR: 0.062559
Training Epoch: 1 [34304/54000]	Loss: 0.0746	LR: 0.063033
Training Epoch: 1 [34560/54000]	Loss: 0.1340	LR: 0.063507
Training Epoch: 1 [34816/54000]	Loss: 0.1034	LR: 0.063981
Training Epoch: 1 [35072/54000]	Loss: 0.1095	LR: 0.064455
Training Epoch: 1 [35328/54000]	Loss: 0.1110	LR: 0.064929
Training Epoch: 1 [35584/54000]	Loss: 0.1083	LR: 0.065403
Training Epoch: 1 [35840/54000]	Loss: 0.0699	LR: 0.065877
Training Epoch: 1 [36096/54000]	Loss: 0.1001	LR: 0.066351
Training Epoch: 1 [36352/54000]	Loss: 0.1180	LR: 0.066825
Training Epoch: 1 [36608/54000]	Loss: 0.0835	LR: 0.067299
Training Epoch: 1 [36864/54000]	Loss: 0.0981	LR: 0.067773
Training Epoch: 1 [37120/54000]	Loss: 0.0764	LR: 0.068246
Training Epoch: 1 [37376/54000]	Loss: 0.0797	LR: 0.068720
Training Epoch: 1 [37632/54000]	Loss: 0.0534	LR: 0.069194
Training Epoch: 1 [37888/54000]	Loss: 0.0786	LR: 0.069668
Training Epoch: 1 [38144/54000]	Loss: 0.0989	LR: 0.070142
Training Epoch: 1 [38400/54000]	Loss: 0.0462	LR: 0.070616
Training Epoch: 1 [38656/54000]	Loss: 0.0937	LR: 0.071090
Training Epoch: 1 [38912/54000]	Loss: 0.0652	LR: 0.071564
Training Epoch: 1 [39168/54000]	Loss: 0.0654	LR: 0.072038
Training Epoch: 1 [39424/54000]	Loss: 0.0769	LR: 0.072512
Training Epoch: 1 [39680/54000]	Loss: 0.0527	LR: 0.072986
Training Epoch: 1 [39936/54000]	Loss: 0.0724	LR: 0.073460
Training Epoch: 1 [40192/54000]	Loss: 0.0778	LR: 0.073934
Training Epoch: 1 [40448/54000]	Loss: 0.0600	LR: 0.074408
Training Epoch: 1 [40704/54000]	Loss: 0.0911	LR: 0.074882
Training Epoch: 1 [40960/54000]	Loss: 0.0950	LR: 0.075355
Training Epoch: 1 [41216/54000]	Loss: 0.0446	LR: 0.075829
Training Epoch: 1 [41472/54000]	Loss: 0.0482	LR: 0.076303
Training Epoch: 1 [41728/54000]	Loss: 0.0658	LR: 0.076777
Training Epoch: 1 [41984/54000]	Loss: 0.1209	LR: 0.077251
Training Epoch: 1 [42240/54000]	Loss: 0.1007	LR: 0.077725
Training Epoch: 1 [42496/54000]	Loss: 0.0965	LR: 0.078199
Training Epoch: 1 [42752/54000]	Loss: 0.0625	LR: 0.078673
Training Epoch: 1 [43008/54000]	Loss: 0.0748	LR: 0.079147
Training Epoch: 1 [43264/54000]	Loss: 0.0783	LR: 0.079621
Training Epoch: 1 [43520/54000]	Loss: 0.0670	LR: 0.080095
Training Epoch: 1 [43776/54000]	Loss: 0.0765	LR: 0.080569
Training Epoch: 1 [44032/54000]	Loss: 0.0989	LR: 0.081043
Training Epoch: 1 [44288/54000]	Loss: 0.0542	LR: 0.081517
Training Epoch: 1 [44544/54000]	Loss: 0.0905	LR: 0.081991
Training Epoch: 1 [44800/54000]	Loss: 0.0673	LR: 0.082464
Training Epoch: 1 [45056/54000]	Loss: 0.0468	LR: 0.082938
Training Epoch: 1 [45312/54000]	Loss: 0.1329	LR: 0.083412
Training Epoch: 1 [45568/54000]	Loss: 0.0886	LR: 0.083886
Training Epoch: 1 [45824/54000]	Loss: 0.0713	LR: 0.084360
Training Epoch: 1 [46080/54000]	Loss: 0.0543	LR: 0.084834
Training Epoch: 1 [46336/54000]	Loss: 0.0591	LR: 0.085308
Training Epoch: 1 [46592/54000]	Loss: 0.1189	LR: 0.085782
Training Epoch: 1 [46848/54000]	Loss: 0.1219	LR: 0.086256
Training Epoch: 1 [47104/54000]	Loss: 0.0652	LR: 0.086730
Training Epoch: 1 [47360/54000]	Loss: 0.0960	LR: 0.087204
Training Epoch: 1 [47616/54000]	Loss: 0.0658	LR: 0.087678
Training Epoch: 1 [47872/54000]	Loss: 0.1348	LR: 0.088152
Training Epoch: 1 [48128/54000]	Loss: 0.0780	LR: 0.088626
Training Epoch: 1 [48384/54000]	Loss: 0.0443	LR: 0.089100
Training Epoch: 1 [48640/54000]	Loss: 0.0362	LR: 0.089573
Training Epoch: 1 [48896/54000]	Loss: 0.0856	LR: 0.090047
Training Epoch: 1 [49152/54000]	Loss: 0.0984	LR: 0.090521
Training Epoch: 1 [49408/54000]	Loss: 0.1612	LR: 0.090995
Training Epoch: 1 [49664/54000]	Loss: 0.0709	LR: 0.091469
Training Epoch: 1 [49920/54000]	Loss: 0.1280	LR: 0.091943
Training Epoch: 1 [50176/54000]	Loss: 0.0588	LR: 0.092417
Training Epoch: 1 [50432/54000]	Loss: 0.0533	LR: 0.092891
Training Epoch: 1 [50688/54000]	Loss: 0.0863	LR: 0.093365
Training Epoch: 1 [50944/54000]	Loss: 0.0607	LR: 0.093839
Training Epoch: 1 [51200/54000]	Loss: 0.0448	LR: 0.094313
Training Epoch: 1 [51456/54000]	Loss: 0.0809	LR: 0.094787
Training Epoch: 1 [51712/54000]	Loss: 0.0505	LR: 0.095261
Training Epoch: 1 [51968/54000]	Loss: 0.0545	LR: 0.095735
Training Epoch: 1 [52224/54000]	Loss: 0.0596	LR: 0.096209
Training Epoch: 1 [52480/54000]	Loss: 0.0836	LR: 0.096682
Training Epoch: 1 [52736/54000]	Loss: 0.1045	LR: 0.097156
Training Epoch: 1 [52992/54000]	Loss: 0.0649	LR: 0.097630
Training Epoch: 1 [53248/54000]	Loss: 0.0847	LR: 0.098104
Training Epoch: 1 [53504/54000]	Loss: 0.0775	LR: 0.098578
Training Epoch: 1 [53760/54000]	Loss: 0.0821	LR: 0.099052
Training Epoch: 1 [54000/54000]	Loss: 0.0548	LR: 0.099526
Epoch 1 - Average Train Loss: 0.5314, Train Accuracy: 0.8486
Epoch 1 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0010, Accuracy: 0.9155, Time consumed:1.85s
Saving weights file to checkpoint/retrain/AllCNN/Wednesday_23_July_2025_08h_19m_48s/AllCNN-Mnist-seed9-ret100-1-best.pth
Training Epoch: 2 [256/54000]	Loss: 0.0889	LR: 0.020000
Training Epoch: 2 [512/54000]	Loss: 0.0885	LR: 0.020000
Training Epoch: 2 [768/54000]	Loss: 0.0531	LR: 0.020000
Training Epoch: 2 [1024/54000]	Loss: 0.0547	LR: 0.020000
Training Epoch: 2 [1280/54000]	Loss: 0.0659	LR: 0.020000
Training Epoch: 2 [1536/54000]	Loss: 0.0734	LR: 0.020000
Training Epoch: 2 [1792/54000]	Loss: 0.0748	LR: 0.020000
Training Epoch: 2 [2048/54000]	Loss: 0.0313	LR: 0.020000
Training Epoch: 2 [2304/54000]	Loss: 0.0599	LR: 0.020000
Training Epoch: 2 [2560/54000]	Loss: 0.0781	LR: 0.020000
Training Epoch: 2 [2816/54000]	Loss: 0.0476	LR: 0.020000
Training Epoch: 2 [3072/54000]	Loss: 0.0791	LR: 0.020000
Training Epoch: 2 [3328/54000]	Loss: 0.0886	LR: 0.020000
Training Epoch: 2 [3584/54000]	Loss: 0.0435	LR: 0.020000
Training Epoch: 2 [3840/54000]	Loss: 0.0279	LR: 0.020000
Training Epoch: 2 [4096/54000]	Loss: 0.0453	LR: 0.020000
Training Epoch: 2 [4352/54000]	Loss: 0.0767	LR: 0.020000
Training Epoch: 2 [4608/54000]	Loss: 0.0639	LR: 0.020000
Training Epoch: 2 [4864/54000]	Loss: 0.0560	LR: 0.020000
Training Epoch: 2 [5120/54000]	Loss: 0.0911	LR: 0.020000
Training Epoch: 2 [5376/54000]	Loss: 0.0492	LR: 0.020000
Training Epoch: 2 [5632/54000]	Loss: 0.0633	LR: 0.020000
Training Epoch: 2 [5888/54000]	Loss: 0.0747	LR: 0.020000
Training Epoch: 2 [6144/54000]	Loss: 0.0313	LR: 0.020000
Training Epoch: 2 [6400/54000]	Loss: 0.0372	LR: 0.020000
Training Epoch: 2 [6656/54000]	Loss: 0.0608	LR: 0.020000
Training Epoch: 2 [6912/54000]	Loss: 0.0419	LR: 0.020000
Training Epoch: 2 [7168/54000]	Loss: 0.0583	LR: 0.020000
Training Epoch: 2 [7424/54000]	Loss: 0.0659	LR: 0.020000
Training Epoch: 2 [7680/54000]	Loss: 0.0258	LR: 0.020000
Training Epoch: 2 [7936/54000]	Loss: 0.0416	LR: 0.020000
Training Epoch: 2 [8192/54000]	Loss: 0.0434	LR: 0.020000
Training Epoch: 2 [8448/54000]	Loss: 0.0612	LR: 0.020000
Training Epoch: 2 [8704/54000]	Loss: 0.0777	LR: 0.020000
Training Epoch: 2 [8960/54000]	Loss: 0.0397	LR: 0.020000
Training Epoch: 2 [9216/54000]	Loss: 0.0406	LR: 0.020000
Training Epoch: 2 [9472/54000]	Loss: 0.0797	LR: 0.020000
Training Epoch: 2 [9728/54000]	Loss: 0.0426	LR: 0.020000
Training Epoch: 2 [9984/54000]	Loss: 0.0193	LR: 0.020000
Training Epoch: 2 [10240/54000]	Loss: 0.0611	LR: 0.020000
Training Epoch: 2 [10496/54000]	Loss: 0.0289	LR: 0.020000
Training Epoch: 2 [10752/54000]	Loss: 0.0388	LR: 0.020000
Training Epoch: 2 [11008/54000]	Loss: 0.0438	LR: 0.020000
Training Epoch: 2 [11264/54000]	Loss: 0.0729	LR: 0.020000
Training Epoch: 2 [11520/54000]	Loss: 0.0731	LR: 0.020000
Training Epoch: 2 [11776/54000]	Loss: 0.0399	LR: 0.020000
Training Epoch: 2 [12032/54000]	Loss: 0.0381	LR: 0.020000
Training Epoch: 2 [12288/54000]	Loss: 0.1071	LR: 0.020000
Training Epoch: 2 [12544/54000]	Loss: 0.0759	LR: 0.020000
Training Epoch: 2 [12800/54000]	Loss: 0.0504	LR: 0.020000
Training Epoch: 2 [13056/54000]	Loss: 0.0353	LR: 0.020000
Training Epoch: 2 [13312/54000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 2 [13568/54000]	Loss: 0.0319	LR: 0.020000
Training Epoch: 2 [13824/54000]	Loss: 0.0679	LR: 0.020000
Training Epoch: 2 [14080/54000]	Loss: 0.0467	LR: 0.020000
Training Epoch: 2 [14336/54000]	Loss: 0.0550	LR: 0.020000
Training Epoch: 2 [14592/54000]	Loss: 0.0325	LR: 0.020000
Training Epoch: 2 [14848/54000]	Loss: 0.0499	LR: 0.020000
Training Epoch: 2 [15104/54000]	Loss: 0.0494	LR: 0.020000
Training Epoch: 2 [15360/54000]	Loss: 0.0235	LR: 0.020000
Training Epoch: 2 [15616/54000]	Loss: 0.0366	LR: 0.020000
Training Epoch: 2 [15872/54000]	Loss: 0.0207	LR: 0.020000
Training Epoch: 2 [16128/54000]	Loss: 0.0349	LR: 0.020000
Training Epoch: 2 [16384/54000]	Loss: 0.0399	LR: 0.020000
Training Epoch: 2 [16640/54000]	Loss: 0.0415	LR: 0.020000
Training Epoch: 2 [16896/54000]	Loss: 0.0593	LR: 0.020000
Training Epoch: 2 [17152/54000]	Loss: 0.0387	LR: 0.020000
Training Epoch: 2 [17408/54000]	Loss: 0.0273	LR: 0.020000
Training Epoch: 2 [17664/54000]	Loss: 0.0321	LR: 0.020000
Training Epoch: 2 [17920/54000]	Loss: 0.0567	LR: 0.020000
Training Epoch: 2 [18176/54000]	Loss: 0.0295	LR: 0.020000
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Training Epoch: 2 [18688/54000]	Loss: 0.0542	LR: 0.020000
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Training Epoch: 2 [19200/54000]	Loss: 0.0427	LR: 0.020000
Training Epoch: 2 [19456/54000]	Loss: 0.0500	LR: 0.020000
Training Epoch: 2 [19712/54000]	Loss: 0.0298	LR: 0.020000
Training Epoch: 2 [19968/54000]	Loss: 0.0188	LR: 0.020000
Training Epoch: 2 [20224/54000]	Loss: 0.0655	LR: 0.020000
Training Epoch: 2 [20480/54000]	Loss: 0.0209	LR: 0.020000
Training Epoch: 2 [20736/54000]	Loss: 0.0282	LR: 0.020000
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Training Epoch: 2 [21504/54000]	Loss: 0.0129	LR: 0.020000
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Training Epoch: 2 [22016/54000]	Loss: 0.0531	LR: 0.020000
Training Epoch: 2 [22272/54000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 2 [22528/54000]	Loss: 0.0506	LR: 0.020000
Training Epoch: 2 [22784/54000]	Loss: 0.0638	LR: 0.020000
Training Epoch: 2 [23040/54000]	Loss: 0.0278	LR: 0.020000
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Training Epoch: 2 [24320/54000]	Loss: 0.0209	LR: 0.020000
Training Epoch: 2 [24576/54000]	Loss: 0.0366	LR: 0.020000
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Training Epoch: 2 [28160/54000]	Loss: 0.0464	LR: 0.020000
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Training Epoch: 2 [30208/54000]	Loss: 0.0280	LR: 0.020000
Training Epoch: 2 [30464/54000]	Loss: 0.0294	LR: 0.020000
Training Epoch: 2 [30720/54000]	Loss: 0.0376	LR: 0.020000
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Training Epoch: 2 [31232/54000]	Loss: 0.0162	LR: 0.020000
Training Epoch: 2 [31488/54000]	Loss: 0.0468	LR: 0.020000
Training Epoch: 2 [31744/54000]	Loss: 0.0203	LR: 0.020000
Training Epoch: 2 [32000/54000]	Loss: 0.0347	LR: 0.020000
Training Epoch: 2 [32256/54000]	Loss: 0.0174	LR: 0.020000
Training Epoch: 2 [32512/54000]	Loss: 0.0159	LR: 0.020000
Training Epoch: 2 [32768/54000]	Loss: 0.0433	LR: 0.020000
Training Epoch: 2 [33024/54000]	Loss: 0.0264	LR: 0.020000
Training Epoch: 2 [33280/54000]	Loss: 0.1074	LR: 0.020000
Training Epoch: 2 [33536/54000]	Loss: 0.0398	LR: 0.020000
Training Epoch: 2 [33792/54000]	Loss: 0.0540	LR: 0.020000
Training Epoch: 2 [34048/54000]	Loss: 0.0333	LR: 0.020000
Training Epoch: 2 [34304/54000]	Loss: 0.0275	LR: 0.020000
Training Epoch: 2 [34560/54000]	Loss: 0.0315	LR: 0.020000
Training Epoch: 2 [34816/54000]	Loss: 0.0486	LR: 0.020000
Training Epoch: 2 [35072/54000]	Loss: 0.0374	LR: 0.020000
Training Epoch: 2 [35328/54000]	Loss: 0.0244	LR: 0.020000
Training Epoch: 2 [35584/54000]	Loss: 0.0201	LR: 0.020000
Training Epoch: 2 [35840/54000]	Loss: 0.0158	LR: 0.020000
Training Epoch: 2 [36096/54000]	Loss: 0.0185	LR: 0.020000
Training Epoch: 2 [36352/54000]	Loss: 0.0620	LR: 0.020000
Training Epoch: 2 [36608/54000]	Loss: 0.0424	LR: 0.020000
Training Epoch: 2 [36864/54000]	Loss: 0.0322	LR: 0.020000
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Training Epoch: 2 [37376/54000]	Loss: 0.0332	LR: 0.020000
Training Epoch: 2 [37632/54000]	Loss: 0.0681	LR: 0.020000
Training Epoch: 2 [37888/54000]	Loss: 0.0228	LR: 0.020000
Training Epoch: 2 [38144/54000]	Loss: 0.0451	LR: 0.020000
Training Epoch: 2 [38400/54000]	Loss: 0.0352	LR: 0.020000
Training Epoch: 2 [38656/54000]	Loss: 0.0392	LR: 0.020000
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Training Epoch: 2 [39168/54000]	Loss: 0.0443	LR: 0.020000
Training Epoch: 2 [39424/54000]	Loss: 0.0251	LR: 0.020000
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Training Epoch: 2 [39936/54000]	Loss: 0.0275	LR: 0.020000
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Training Epoch: 2 [40960/54000]	Loss: 0.0132	LR: 0.020000
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Training Epoch: 2 [41472/54000]	Loss: 0.0148	LR: 0.020000
Training Epoch: 2 [41728/54000]	Loss: 0.0154	LR: 0.020000
Training Epoch: 2 [41984/54000]	Loss: 0.0520	LR: 0.020000
Training Epoch: 2 [42240/54000]	Loss: 0.0266	LR: 0.020000
Training Epoch: 2 [42496/54000]	Loss: 0.0110	LR: 0.020000
Training Epoch: 2 [42752/54000]	Loss: 0.0485	LR: 0.020000
Training Epoch: 2 [43008/54000]	Loss: 0.0208	LR: 0.020000
Training Epoch: 2 [43264/54000]	Loss: 0.0269	LR: 0.020000
Training Epoch: 2 [43520/54000]	Loss: 0.0253	LR: 0.020000
Training Epoch: 2 [43776/54000]	Loss: 0.0503	LR: 0.020000
Training Epoch: 2 [44032/54000]	Loss: 0.0348	LR: 0.020000
Training Epoch: 2 [44288/54000]	Loss: 0.0335	LR: 0.020000
Training Epoch: 2 [44544/54000]	Loss: 0.0312	LR: 0.020000
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Training Epoch: 2 [45056/54000]	Loss: 0.0223	LR: 0.020000
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Training Epoch: 2 [45568/54000]	Loss: 0.0189	LR: 0.020000
Training Epoch: 2 [45824/54000]	Loss: 0.0515	LR: 0.020000
Training Epoch: 2 [46080/54000]	Loss: 0.0325	LR: 0.020000
Training Epoch: 2 [46336/54000]	Loss: 0.0586	LR: 0.020000
Training Epoch: 2 [46592/54000]	Loss: 0.0166	LR: 0.020000
Training Epoch: 2 [46848/54000]	Loss: 0.0237	LR: 0.020000
Training Epoch: 2 [47104/54000]	Loss: 0.0378	LR: 0.020000
Training Epoch: 2 [47360/54000]	Loss: 0.0662	LR: 0.020000
Training Epoch: 2 [47616/54000]	Loss: 0.0240	LR: 0.020000
Training Epoch: 2 [47872/54000]	Loss: 0.0316	LR: 0.020000
Training Epoch: 2 [48128/54000]	Loss: 0.0140	LR: 0.020000
Training Epoch: 2 [48384/54000]	Loss: 0.0227	LR: 0.020000
Training Epoch: 2 [48640/54000]	Loss: 0.0406	LR: 0.020000
Training Epoch: 2 [48896/54000]	Loss: 0.0179	LR: 0.020000
Training Epoch: 2 [49152/54000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 2 [49408/54000]	Loss: 0.0635	LR: 0.020000
Training Epoch: 2 [49664/54000]	Loss: 0.0323	LR: 0.020000
Training Epoch: 2 [49920/54000]	Loss: 0.0564	LR: 0.020000
Training Epoch: 2 [50176/54000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 2 [50432/54000]	Loss: 0.0212	LR: 0.020000
Training Epoch: 2 [50688/54000]	Loss: 0.0408	LR: 0.020000
Training Epoch: 2 [50944/54000]	Loss: 0.0271	LR: 0.020000
Training Epoch: 2 [51200/54000]	Loss: 0.0288	LR: 0.020000
Training Epoch: 2 [51456/54000]	Loss: 0.0246	LR: 0.020000
Training Epoch: 2 [51712/54000]	Loss: 0.0286	LR: 0.020000
Training Epoch: 2 [51968/54000]	Loss: 0.0242	LR: 0.020000
Training Epoch: 2 [52224/54000]	Loss: 0.0476	LR: 0.020000
Training Epoch: 2 [52480/54000]	Loss: 0.0184	LR: 0.020000
Training Epoch: 2 [52736/54000]	Loss: 0.0647	LR: 0.020000
Training Epoch: 2 [52992/54000]	Loss: 0.0409	LR: 0.020000
Training Epoch: 2 [53248/54000]	Loss: 0.0368	LR: 0.020000
Training Epoch: 2 [53504/54000]	Loss: 0.0330	LR: 0.020000
Training Epoch: 2 [53760/54000]	Loss: 0.0191	LR: 0.020000
Training Epoch: 2 [54000/54000]	Loss: 0.0568	LR: 0.020000
Epoch 2 - Average Train Loss: 0.0415, Train Accuracy: 0.9881
Epoch 2 training time consumed: 38.11s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0001, Accuracy: 0.9917, Time consumed:1.64s
Saving weights file to checkpoint/retrain/AllCNN/Wednesday_23_July_2025_08h_19m_48s/AllCNN-Mnist-seed9-ret100-2-best.pth
Training Epoch: 3 [256/54000]	Loss: 0.0324	LR: 0.004000
Training Epoch: 3 [512/54000]	Loss: 0.0180	LR: 0.004000
Training Epoch: 3 [768/54000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 3 [1024/54000]	Loss: 0.0230	LR: 0.004000
Training Epoch: 3 [1280/54000]	Loss: 0.0163	LR: 0.004000
Training Epoch: 3 [1536/54000]	Loss: 0.0304	LR: 0.004000
Training Epoch: 3 [1792/54000]	Loss: 0.0319	LR: 0.004000
Training Epoch: 3 [2048/54000]	Loss: 0.0489	LR: 0.004000
Training Epoch: 3 [2304/54000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 3 [2560/54000]	Loss: 0.0125	LR: 0.004000
Training Epoch: 3 [2816/54000]	Loss: 0.0229	LR: 0.004000
Training Epoch: 3 [3072/54000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 3 [3328/54000]	Loss: 0.0183	LR: 0.004000
Training Epoch: 3 [3584/54000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 3 [3840/54000]	Loss: 0.0112	LR: 0.004000
Training Epoch: 3 [4096/54000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 3 [4352/54000]	Loss: 0.0242	LR: 0.004000
Training Epoch: 3 [4608/54000]	Loss: 0.0172	LR: 0.004000
Training Epoch: 3 [4864/54000]	Loss: 0.0180	LR: 0.004000
Training Epoch: 3 [5120/54000]	Loss: 0.0344	LR: 0.004000
Training Epoch: 3 [5376/54000]	Loss: 0.0499	LR: 0.004000
Training Epoch: 3 [5632/54000]	Loss: 0.0161	LR: 0.004000
Training Epoch: 3 [5888/54000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 3 [6144/54000]	Loss: 0.0432	LR: 0.004000
Training Epoch: 3 [6400/54000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 3 [6656/54000]	Loss: 0.0777	LR: 0.004000
Training Epoch: 3 [6912/54000]	Loss: 0.0277	LR: 0.004000
Training Epoch: 3 [7168/54000]	Loss: 0.0356	LR: 0.004000
Training Epoch: 3 [7424/54000]	Loss: 0.0528	LR: 0.004000
Training Epoch: 3 [7680/54000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 3 [7936/54000]	Loss: 0.0508	LR: 0.004000
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Training Epoch: 3 [8448/54000]	Loss: 0.0507	LR: 0.004000
Training Epoch: 3 [8704/54000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 3 [8960/54000]	Loss: 0.0271	LR: 0.004000
Training Epoch: 3 [9216/54000]	Loss: 0.0212	LR: 0.004000
Training Epoch: 3 [9472/54000]	Loss: 0.0238	LR: 0.004000
Training Epoch: 3 [9728/54000]	Loss: 0.0153	LR: 0.004000
Training Epoch: 3 [9984/54000]	Loss: 0.0116	LR: 0.004000
Training Epoch: 3 [10240/54000]	Loss: 0.0348	LR: 0.004000
Training Epoch: 3 [10496/54000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 3 [10752/54000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 3 [11008/54000]	Loss: 0.0481	LR: 0.004000
Training Epoch: 3 [11264/54000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 3 [11520/54000]	Loss: 0.0473	LR: 0.004000
Training Epoch: 3 [11776/54000]	Loss: 0.0485	LR: 0.004000
Training Epoch: 3 [12032/54000]	Loss: 0.0074	LR: 0.004000
Training Epoch: 3 [12288/54000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 3 [12544/54000]	Loss: 0.0357	LR: 0.004000
Training Epoch: 3 [12800/54000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 3 [13056/54000]	Loss: 0.0365	LR: 0.004000
Training Epoch: 3 [13312/54000]	Loss: 0.0396	LR: 0.004000
Training Epoch: 3 [13568/54000]	Loss: 0.0637	LR: 0.004000
Training Epoch: 3 [13824/54000]	Loss: 0.0208	LR: 0.004000
Training Epoch: 3 [14080/54000]	Loss: 0.0142	LR: 0.004000
Training Epoch: 3 [14336/54000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 3 [14592/54000]	Loss: 0.0333	LR: 0.004000
Training Epoch: 3 [14848/54000]	Loss: 0.0458	LR: 0.004000
Training Epoch: 3 [15104/54000]	Loss: 0.0459	LR: 0.004000
Training Epoch: 3 [15360/54000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 3 [15616/54000]	Loss: 0.0189	LR: 0.004000
Training Epoch: 3 [15872/54000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 3 [16128/54000]	Loss: 0.0123	LR: 0.004000
Training Epoch: 3 [16384/54000]	Loss: 0.0331	LR: 0.004000
Training Epoch: 3 [16640/54000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 3 [16896/54000]	Loss: 0.0201	LR: 0.004000
Training Epoch: 3 [17152/54000]	Loss: 0.0197	LR: 0.004000
Training Epoch: 3 [17408/54000]	Loss: 0.0147	LR: 0.004000
Training Epoch: 3 [17664/54000]	Loss: 0.0212	LR: 0.004000
Training Epoch: 3 [17920/54000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 3 [18176/54000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 3 [18432/54000]	Loss: 0.0236	LR: 0.004000
Training Epoch: 3 [18688/54000]	Loss: 0.0185	LR: 0.004000
Training Epoch: 3 [18944/54000]	Loss: 0.0145	LR: 0.004000
Training Epoch: 3 [19200/54000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 3 [19456/54000]	Loss: 0.0238	LR: 0.004000
Training Epoch: 3 [19712/54000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 3 [19968/54000]	Loss: 0.0352	LR: 0.004000
Training Epoch: 3 [20224/54000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 3 [20480/54000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 3 [20736/54000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 3 [20992/54000]	Loss: 0.0310	LR: 0.004000
Training Epoch: 3 [21248/54000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 3 [21504/54000]	Loss: 0.0162	LR: 0.004000
Training Epoch: 3 [21760/54000]	Loss: 0.0425	LR: 0.004000
Training Epoch: 3 [22016/54000]	Loss: 0.0318	LR: 0.004000
Training Epoch: 3 [22272/54000]	Loss: 0.0126	LR: 0.004000
Training Epoch: 3 [22528/54000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 3 [22784/54000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 3 [23040/54000]	Loss: 0.0273	LR: 0.004000
Training Epoch: 3 [23296/54000]	Loss: 0.0341	LR: 0.004000
Training Epoch: 3 [23552/54000]	Loss: 0.0117	LR: 0.004000
Training Epoch: 3 [23808/54000]	Loss: 0.0324	LR: 0.004000
Training Epoch: 3 [24064/54000]	Loss: 0.0502	LR: 0.004000
Training Epoch: 3 [24320/54000]	Loss: 0.0331	LR: 0.004000
Training Epoch: 3 [24576/54000]	Loss: 0.0211	LR: 0.004000
Training Epoch: 3 [24832/54000]	Loss: 0.0336	LR: 0.004000
Training Epoch: 3 [25088/54000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 3 [25344/54000]	Loss: 0.0361	LR: 0.004000
Training Epoch: 3 [25600/54000]	Loss: 0.0415	LR: 0.004000
Training Epoch: 3 [25856/54000]	Loss: 0.0164	LR: 0.004000
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Training Epoch: 3 [26368/54000]	Loss: 0.0436	LR: 0.004000
Training Epoch: 3 [26624/54000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 3 [26880/54000]	Loss: 0.0061	LR: 0.004000
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Training Epoch: 3 [27392/54000]	Loss: 0.0108	LR: 0.004000
Training Epoch: 3 [27648/54000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 3 [27904/54000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 3 [28160/54000]	Loss: 0.0121	LR: 0.004000
Training Epoch: 3 [28416/54000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 3 [28672/54000]	Loss: 0.0145	LR: 0.004000
Training Epoch: 3 [28928/54000]	Loss: 0.0343	LR: 0.004000
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Training Epoch: 3 [29440/54000]	Loss: 0.0200	LR: 0.004000
Training Epoch: 3 [29696/54000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 3 [29952/54000]	Loss: 0.0194	LR: 0.004000
Training Epoch: 3 [30208/54000]	Loss: 0.0180	LR: 0.004000
Training Epoch: 3 [30464/54000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 3 [30720/54000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 3 [30976/54000]	Loss: 0.0487	LR: 0.004000
Training Epoch: 3 [31232/54000]	Loss: 0.0271	LR: 0.004000
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Training Epoch: 3 [32256/54000]	Loss: 0.0336	LR: 0.004000
Training Epoch: 3 [32512/54000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 3 [32768/54000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 3 [33024/54000]	Loss: 0.0399	LR: 0.004000
Training Epoch: 3 [33280/54000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 3 [33536/54000]	Loss: 0.0262	LR: 0.004000
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Training Epoch: 3 [34048/54000]	Loss: 0.0146	LR: 0.004000
Training Epoch: 3 [34304/54000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 3 [34560/54000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 3 [34816/54000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 3 [35072/54000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 3 [35328/54000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 3 [35584/54000]	Loss: 0.0099	LR: 0.004000
Training Epoch: 3 [35840/54000]	Loss: 0.0414	LR: 0.004000
Training Epoch: 3 [36096/54000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 3 [36352/54000]	Loss: 0.0213	LR: 0.004000
Training Epoch: 3 [36608/54000]	Loss: 0.0499	LR: 0.004000
Training Epoch: 3 [36864/54000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 3 [37120/54000]	Loss: 0.0291	LR: 0.004000
Training Epoch: 3 [37376/54000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 3 [37632/54000]	Loss: 0.0245	LR: 0.004000
Training Epoch: 3 [37888/54000]	Loss: 0.0304	LR: 0.004000
Training Epoch: 3 [38144/54000]	Loss: 0.0150	LR: 0.004000
Training Epoch: 3 [38400/54000]	Loss: 0.0163	LR: 0.004000
Training Epoch: 3 [38656/54000]	Loss: 0.0476	LR: 0.004000
Training Epoch: 3 [38912/54000]	Loss: 0.0830	LR: 0.004000
Training Epoch: 3 [39168/54000]	Loss: 0.0176	LR: 0.004000
Training Epoch: 3 [39424/54000]	Loss: 0.0165	LR: 0.004000
Training Epoch: 3 [39680/54000]	Loss: 0.0246	LR: 0.004000
Training Epoch: 3 [39936/54000]	Loss: 0.0110	LR: 0.004000
Training Epoch: 3 [40192/54000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 3 [40448/54000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 3 [40704/54000]	Loss: 0.0308	LR: 0.004000
Training Epoch: 3 [40960/54000]	Loss: 0.0472	LR: 0.004000
Training Epoch: 3 [41216/54000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 3 [41472/54000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 3 [41728/54000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 3 [41984/54000]	Loss: 0.0153	LR: 0.004000
Training Epoch: 3 [42240/54000]	Loss: 0.0072	LR: 0.004000
Training Epoch: 3 [42496/54000]	Loss: 0.0318	LR: 0.004000
Training Epoch: 3 [42752/54000]	Loss: 0.0314	LR: 0.004000
Training Epoch: 3 [43008/54000]	Loss: 0.0355	LR: 0.004000
Training Epoch: 3 [43264/54000]	Loss: 0.0440	LR: 0.004000
Training Epoch: 3 [43520/54000]	Loss: 0.0164	LR: 0.004000
Training Epoch: 3 [43776/54000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 3 [44032/54000]	Loss: 0.0156	LR: 0.004000
Training Epoch: 3 [44288/54000]	Loss: 0.0536	LR: 0.004000
Training Epoch: 3 [44544/54000]	Loss: 0.0117	LR: 0.004000
Training Epoch: 3 [44800/54000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 3 [45056/54000]	Loss: 0.0129	LR: 0.004000
Training Epoch: 3 [45312/54000]	Loss: 0.0406	LR: 0.004000
Training Epoch: 3 [45568/54000]	Loss: 0.0210	LR: 0.004000
Training Epoch: 3 [45824/54000]	Loss: 0.0164	LR: 0.004000
Training Epoch: 3 [46080/54000]	Loss: 0.0272	LR: 0.004000
Training Epoch: 3 [46336/54000]	Loss: 0.0389	LR: 0.004000
Training Epoch: 3 [46592/54000]	Loss: 0.0622	LR: 0.004000
Training Epoch: 3 [46848/54000]	Loss: 0.0111	LR: 0.004000
Training Epoch: 3 [47104/54000]	Loss: 0.0329	LR: 0.004000
Training Epoch: 3 [47360/54000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 3 [47616/54000]	Loss: 0.0422	LR: 0.004000
Training Epoch: 3 [47872/54000]	Loss: 0.0180	LR: 0.004000
Training Epoch: 3 [48128/54000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 3 [48384/54000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 3 [48640/54000]	Loss: 0.0380	LR: 0.004000
Training Epoch: 3 [48896/54000]	Loss: 0.0142	LR: 0.004000
Training Epoch: 3 [49152/54000]	Loss: 0.0310	LR: 0.004000
Training Epoch: 3 [49408/54000]	Loss: 0.0183	LR: 0.004000
Training Epoch: 3 [49664/54000]	Loss: 0.0514	LR: 0.004000
Training Epoch: 3 [49920/54000]	Loss: 0.0111	LR: 0.004000
Training Epoch: 3 [50176/54000]	Loss: 0.0126	LR: 0.004000
Training Epoch: 3 [50432/54000]	Loss: 0.0437	LR: 0.004000
Training Epoch: 3 [50688/54000]	Loss: 0.0210	LR: 0.004000
Training Epoch: 3 [50944/54000]	Loss: 0.0143	LR: 0.004000
Training Epoch: 3 [51200/54000]	Loss: 0.0423	LR: 0.004000
Training Epoch: 3 [51456/54000]	Loss: 0.0457	LR: 0.004000
Training Epoch: 3 [51712/54000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 3 [51968/54000]	Loss: 0.0187	LR: 0.004000
Training Epoch: 3 [52224/54000]	Loss: 0.0198	LR: 0.004000
Training Epoch: 3 [52480/54000]	Loss: 0.0126	LR: 0.004000
Training Epoch: 3 [52736/54000]	Loss: 0.0143	LR: 0.004000
Training Epoch: 3 [52992/54000]	Loss: 0.0331	LR: 0.004000
Training Epoch: 3 [53248/54000]	Loss: 0.0168	LR: 0.004000
Training Epoch: 3 [53504/54000]	Loss: 0.0304	LR: 0.004000
Training Epoch: 3 [53760/54000]	Loss: 0.0373	LR: 0.004000
Training Epoch: 3 [54000/54000]	Loss: 0.0190	LR: 0.004000
Epoch 3 - Average Train Loss: 0.0277, Train Accuracy: 0.9923
Epoch 3 training time consumed: 38.06s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0001, Accuracy: 0.9942, Time consumed:1.67s
Saving weights file to checkpoint/retrain/AllCNN/Wednesday_23_July_2025_08h_19m_48s/AllCNN-Mnist-seed9-ret100-3-best.pth
Training Epoch: 4 [256/54000]	Loss: 0.0199	LR: 0.000800
Training Epoch: 4 [512/54000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 4 [768/54000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 4 [1024/54000]	Loss: 0.0368	LR: 0.000800
Training Epoch: 4 [1280/54000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 4 [1536/54000]	Loss: 0.0221	LR: 0.000800
Training Epoch: 4 [1792/54000]	Loss: 0.0331	LR: 0.000800
Training Epoch: 4 [2048/54000]	Loss: 0.0202	LR: 0.000800
Training Epoch: 4 [2304/54000]	Loss: 0.0371	LR: 0.000800
Training Epoch: 4 [2560/54000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 4 [2816/54000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 4 [3072/54000]	Loss: 0.0431	LR: 0.000800
Training Epoch: 4 [3328/54000]	Loss: 0.0234	LR: 0.000800
Training Epoch: 4 [3584/54000]	Loss: 0.0204	LR: 0.000800
Training Epoch: 4 [3840/54000]	Loss: 0.0228	LR: 0.000800
Training Epoch: 4 [4096/54000]	Loss: 0.0206	LR: 0.000800
Training Epoch: 4 [4352/54000]	Loss: 0.0326	LR: 0.000800
Training Epoch: 4 [4608/54000]	Loss: 0.0238	LR: 0.000800
Training Epoch: 4 [4864/54000]	Loss: 0.0367	LR: 0.000800
Training Epoch: 4 [5120/54000]	Loss: 0.0215	LR: 0.000800
Training Epoch: 4 [5376/54000]	Loss: 0.0315	LR: 0.000800
Training Epoch: 4 [5632/54000]	Loss: 0.0199	LR: 0.000800
Training Epoch: 4 [5888/54000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 4 [6144/54000]	Loss: 0.0340	LR: 0.000800
Training Epoch: 4 [6400/54000]	Loss: 0.0309	LR: 0.000800
Training Epoch: 4 [6656/54000]	Loss: 0.0256	LR: 0.000800
Training Epoch: 4 [6912/54000]	Loss: 0.0216	LR: 0.000800
Training Epoch: 4 [7168/54000]	Loss: 0.0184	LR: 0.000800
Training Epoch: 4 [7424/54000]	Loss: 0.0680	LR: 0.000800
Training Epoch: 4 [7680/54000]	Loss: 0.0177	LR: 0.000800
Training Epoch: 4 [7936/54000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 4 [8192/54000]	Loss: 0.0248	LR: 0.000800
Training Epoch: 4 [8448/54000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 4 [8704/54000]	Loss: 0.0237	LR: 0.000800
Training Epoch: 4 [8960/54000]	Loss: 0.0403	LR: 0.000800
Training Epoch: 4 [9216/54000]	Loss: 0.0274	LR: 0.000800
Training Epoch: 4 [9472/54000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 4 [9728/54000]	Loss: 0.0236	LR: 0.000800
Training Epoch: 4 [9984/54000]	Loss: 0.0329	LR: 0.000800
Training Epoch: 4 [10240/54000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 4 [10496/54000]	Loss: 0.0489	LR: 0.000800
Training Epoch: 4 [10752/54000]	Loss: 0.0279	LR: 0.000800
Training Epoch: 4 [11008/54000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 4 [11264/54000]	Loss: 0.0224	LR: 0.000800
Training Epoch: 4 [11520/54000]	Loss: 0.0199	LR: 0.000800
Training Epoch: 4 [11776/54000]	Loss: 0.0193	LR: 0.000800
Training Epoch: 4 [12032/54000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 4 [12288/54000]	Loss: 0.0555	LR: 0.000800
Training Epoch: 4 [12544/54000]	Loss: 0.0208	LR: 0.000800
Training Epoch: 4 [12800/54000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 4 [13056/54000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 4 [13312/54000]	Loss: 0.0259	LR: 0.000800
Training Epoch: 4 [13568/54000]	Loss: 0.0220	LR: 0.000800
Training Epoch: 4 [13824/54000]	Loss: 0.0357	LR: 0.000800
Training Epoch: 4 [14080/54000]	Loss: 0.0243	LR: 0.000800
Training Epoch: 4 [14336/54000]	Loss: 0.0272	LR: 0.000800
Training Epoch: 4 [14592/54000]	Loss: 0.0267	LR: 0.000800
Training Epoch: 4 [14848/54000]	Loss: 0.0201	LR: 0.000800
Training Epoch: 4 [15104/54000]	Loss: 0.0265	LR: 0.000800
Training Epoch: 4 [15360/54000]	Loss: 0.0587	LR: 0.000800
Training Epoch: 4 [15616/54000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 4 [15872/54000]	Loss: 0.0488	LR: 0.000800
Training Epoch: 4 [16128/54000]	Loss: 0.0263	LR: 0.000800
Training Epoch: 4 [16384/54000]	Loss: 0.0188	LR: 0.000800
Training Epoch: 4 [16640/54000]	Loss: 0.0269	LR: 0.000800
Training Epoch: 4 [16896/54000]	Loss: 0.0208	LR: 0.000800
Training Epoch: 4 [17152/54000]	Loss: 0.0219	LR: 0.000800
Training Epoch: 4 [17408/54000]	Loss: 0.0201	LR: 0.000800
Training Epoch: 4 [17664/54000]	Loss: 0.0614	LR: 0.000800
Training Epoch: 4 [17920/54000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 4 [18176/54000]	Loss: 0.0509	LR: 0.000800
Training Epoch: 4 [18432/54000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 4 [18688/54000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 4 [18944/54000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 4 [19200/54000]	Loss: 0.0343	LR: 0.000800
Training Epoch: 4 [19456/54000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 4 [19712/54000]	Loss: 0.0248	LR: 0.000800
Training Epoch: 4 [19968/54000]	Loss: 0.0348	LR: 0.000800
Training Epoch: 4 [20224/54000]	Loss: 0.0330	LR: 0.000800
Training Epoch: 4 [20480/54000]	Loss: 0.0237	LR: 0.000800
Training Epoch: 4 [20736/54000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 4 [20992/54000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 4 [21248/54000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 4 [21504/54000]	Loss: 0.0247	LR: 0.000800
Training Epoch: 4 [21760/54000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 4 [22016/54000]	Loss: 0.0230	LR: 0.000800
Training Epoch: 4 [22272/54000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 4 [22528/54000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 4 [22784/54000]	Loss: 0.0260	LR: 0.000800
Training Epoch: 4 [23040/54000]	Loss: 0.0264	LR: 0.000800
Training Epoch: 4 [23296/54000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 4 [23552/54000]	Loss: 0.0250	LR: 0.000800
Training Epoch: 4 [23808/54000]	Loss: 0.0299	LR: 0.000800
Training Epoch: 4 [24064/54000]	Loss: 0.0387	LR: 0.000800
Training Epoch: 4 [24320/54000]	Loss: 0.0339	LR: 0.000800
Training Epoch: 4 [24576/54000]	Loss: 0.0312	LR: 0.000800
Training Epoch: 4 [24832/54000]	Loss: 0.0335	LR: 0.000800
Training Epoch: 4 [25088/54000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 4 [25344/54000]	Loss: 0.0332	LR: 0.000800
Training Epoch: 4 [25600/54000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 4 [25856/54000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 4 [26112/54000]	Loss: 0.0416	LR: 0.000800
Training Epoch: 4 [26368/54000]	Loss: 0.0252	LR: 0.000800
Training Epoch: 4 [26624/54000]	Loss: 0.0261	LR: 0.000800
Training Epoch: 4 [26880/54000]	Loss: 0.0448	LR: 0.000800
Training Epoch: 4 [27136/54000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 4 [27392/54000]	Loss: 0.0389	LR: 0.000800
Training Epoch: 4 [27648/54000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 4 [27904/54000]	Loss: 0.0202	LR: 0.000800
Training Epoch: 4 [28160/54000]	Loss: 0.0255	LR: 0.000800
Training Epoch: 4 [28416/54000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 4 [28672/54000]	Loss: 0.0225	LR: 0.000800
Training Epoch: 4 [28928/54000]	Loss: 0.0234	LR: 0.000800
Training Epoch: 4 [29184/54000]	Loss: 0.0271	LR: 0.000800
Training Epoch: 4 [29440/54000]	Loss: 0.0530	LR: 0.000800
Training Epoch: 4 [29696/54000]	Loss: 0.0243	LR: 0.000800
Training Epoch: 4 [29952/54000]	Loss: 0.0209	LR: 0.000800
Training Epoch: 4 [30208/54000]	Loss: 0.0221	LR: 0.000800
Training Epoch: 4 [30464/54000]	Loss: 0.0185	LR: 0.000800
Training Epoch: 4 [30720/54000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 4 [30976/54000]	Loss: 0.0328	LR: 0.000800
Training Epoch: 4 [31232/54000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 4 [31488/54000]	Loss: 0.0221	LR: 0.000800
Training Epoch: 4 [31744/54000]	Loss: 0.0283	LR: 0.000800
Training Epoch: 4 [32000/54000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 4 [32256/54000]	Loss: 0.0200	LR: 0.000800
Training Epoch: 4 [32512/54000]	Loss: 0.0266	LR: 0.000800
Training Epoch: 4 [32768/54000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 4 [33024/54000]	Loss: 0.0347	LR: 0.000800
Training Epoch: 4 [33280/54000]	Loss: 0.0404	LR: 0.000800
Training Epoch: 4 [33536/54000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 4 [33792/54000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 4 [34048/54000]	Loss: 0.0190	LR: 0.000800
Training Epoch: 4 [34304/54000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 4 [34560/54000]	Loss: 0.0246	LR: 0.000800
Training Epoch: 4 [34816/54000]	Loss: 0.0245	LR: 0.000800
Training Epoch: 4 [35072/54000]	Loss: 0.0207	LR: 0.000800
Training Epoch: 4 [35328/54000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 4 [35584/54000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 4 [35840/54000]	Loss: 0.0179	LR: 0.000800
Training Epoch: 4 [36096/54000]	Loss: 0.0191	LR: 0.000800
Training Epoch: 4 [36352/54000]	Loss: 0.0219	LR: 0.000800
Training Epoch: 4 [36608/54000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 4 [36864/54000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 4 [37120/54000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 4 [37376/54000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 4 [37632/54000]	Loss: 0.0188	LR: 0.000800
Training Epoch: 4 [37888/54000]	Loss: 0.0323	LR: 0.000800
Training Epoch: 4 [38144/54000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 4 [38400/54000]	Loss: 0.0195	LR: 0.000800
Training Epoch: 4 [38656/54000]	Loss: 0.0226	LR: 0.000800
Training Epoch: 4 [38912/54000]	Loss: 0.0179	LR: 0.000800
Training Epoch: 4 [39168/54000]	Loss: 0.0230	LR: 0.000800
Training Epoch: 4 [39424/54000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 4 [39680/54000]	Loss: 0.0696	LR: 0.000800
Training Epoch: 4 [39936/54000]	Loss: 0.0253	LR: 0.000800
Training Epoch: 4 [40192/54000]	Loss: 0.0193	LR: 0.000800
Training Epoch: 4 [40448/54000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 4 [40704/54000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 4 [40960/54000]	Loss: 0.0422	LR: 0.000800
Training Epoch: 4 [41216/54000]	Loss: 0.0184	LR: 0.000800
Training Epoch: 4 [41472/54000]	Loss: 0.0400	LR: 0.000800
Training Epoch: 4 [41728/54000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 4 [41984/54000]	Loss: 0.0221	LR: 0.000800
Training Epoch: 4 [42240/54000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 4 [42496/54000]	Loss: 0.0464	LR: 0.000800
Training Epoch: 4 [42752/54000]	Loss: 0.0310	LR: 0.000800
Training Epoch: 4 [43008/54000]	Loss: 0.0188	LR: 0.000800
Training Epoch: 4 [43264/54000]	Loss: 0.0579	LR: 0.000800
Training Epoch: 4 [43520/54000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 4 [43776/54000]	Loss: 0.0269	LR: 0.000800
Training Epoch: 4 [44032/54000]	Loss: 0.0207	LR: 0.000800
Training Epoch: 4 [44288/54000]	Loss: 0.0240	LR: 0.000800
Training Epoch: 4 [44544/54000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 4 [44800/54000]	Loss: 0.0254	LR: 0.000800
Training Epoch: 4 [45056/54000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 4 [45312/54000]	Loss: 0.0181	LR: 0.000800
Training Epoch: 4 [45568/54000]	Loss: 0.0205	LR: 0.000800
Training Epoch: 4 [45824/54000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 4 [46080/54000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 4 [46336/54000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 4 [46592/54000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 4 [46848/54000]	Loss: 0.0513	LR: 0.000800
Training Epoch: 4 [47104/54000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 4 [47360/54000]	Loss: 0.0235	LR: 0.000800
Training Epoch: 4 [47616/54000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 4 [47872/54000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 4 [48128/54000]	Loss: 0.0237	LR: 0.000800
Training Epoch: 4 [48384/54000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 4 [48640/54000]	Loss: 0.0200	LR: 0.000800
Training Epoch: 4 [48896/54000]	Loss: 0.0278	LR: 0.000800
Training Epoch: 4 [49152/54000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 4 [49408/54000]	Loss: 0.0181	LR: 0.000800
Training Epoch: 4 [49664/54000]	Loss: 0.0253	LR: 0.000800
Training Epoch: 4 [49920/54000]	Loss: 0.0218	LR: 0.000800
Training Epoch: 4 [50176/54000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 4 [50432/54000]	Loss: 0.0342	LR: 0.000800
Training Epoch: 4 [50688/54000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 4 [50944/54000]	Loss: 0.0184	LR: 0.000800
Training Epoch: 4 [51200/54000]	Loss: 0.0401	LR: 0.000800
Training Epoch: 4 [51456/54000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 4 [51712/54000]	Loss: 0.0209	LR: 0.000800
Training Epoch: 4 [51968/54000]	Loss: 0.0348	LR: 0.000800
Training Epoch: 4 [52224/54000]	Loss: 0.0281	LR: 0.000800
Training Epoch: 4 [52480/54000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 4 [52736/54000]	Loss: 0.0415	LR: 0.000800
Training Epoch: 4 [52992/54000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 4 [53248/54000]	Loss: 0.0219	LR: 0.000800
Training Epoch: 4 [53504/54000]	Loss: 0.0066	LR: 0.000800
Training Epoch: 4 [53760/54000]	Loss: 0.0326	LR: 0.000800
Training Epoch: 4 [54000/54000]	Loss: 0.0331	LR: 0.000800
Epoch 4 - Average Train Loss: 0.0242, Train Accuracy: 0.9937
Epoch 4 training time consumed: 38.06s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0001, Accuracy: 0.9946, Time consumed:1.67s
Saving weights file to checkpoint/retrain/AllCNN/Wednesday_23_July_2025_08h_19m_48s/AllCNN-Mnist-seed9-ret100-4-best.pth
Training Epoch: 5 [256/54000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 5 [512/54000]	Loss: 0.0383	LR: 0.000800
Training Epoch: 5 [768/54000]	Loss: 0.0313	LR: 0.000800
Training Epoch: 5 [1024/54000]	Loss: 0.0323	LR: 0.000800
Training Epoch: 5 [1280/54000]	Loss: 0.0450	LR: 0.000800
Training Epoch: 5 [1536/54000]	Loss: 0.0386	LR: 0.000800
Training Epoch: 5 [1792/54000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 5 [2048/54000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 5 [2304/54000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 5 [2560/54000]	Loss: 0.0185	LR: 0.000800
Training Epoch: 5 [2816/54000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 5 [3072/54000]	Loss: 0.0294	LR: 0.000800
Training Epoch: 5 [3328/54000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 5 [3584/54000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 5 [3840/54000]	Loss: 0.0317	LR: 0.000800
Training Epoch: 5 [4096/54000]	Loss: 0.0377	LR: 0.000800
Training Epoch: 5 [4352/54000]	Loss: 0.0406	LR: 0.000800
Training Epoch: 5 [4608/54000]	Loss: 0.0272	LR: 0.000800
Training Epoch: 5 [4864/54000]	Loss: 0.0330	LR: 0.000800
Training Epoch: 5 [5120/54000]	Loss: 0.0226	LR: 0.000800
Training Epoch: 5 [5376/54000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 5 [5632/54000]	Loss: 0.0410	LR: 0.000800
Training Epoch: 5 [5888/54000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 5 [6144/54000]	Loss: 0.0340	LR: 0.000800
Training Epoch: 5 [6400/54000]	Loss: 0.0217	LR: 0.000800
Training Epoch: 5 [6656/54000]	Loss: 0.0229	LR: 0.000800
Training Epoch: 5 [6912/54000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 5 [7168/54000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 5 [7424/54000]	Loss: 0.0263	LR: 0.000800
Training Epoch: 5 [7680/54000]	Loss: 0.0224	LR: 0.000800
Training Epoch: 5 [7936/54000]	Loss: 0.0310	LR: 0.000800
Training Epoch: 5 [8192/54000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 5 [8448/54000]	Loss: 0.0412	LR: 0.000800
Training Epoch: 5 [8704/54000]	Loss: 0.0379	LR: 0.000800
Training Epoch: 5 [8960/54000]	Loss: 0.0385	LR: 0.000800
Training Epoch: 5 [9216/54000]	Loss: 0.0369	LR: 0.000800
Training Epoch: 5 [9472/54000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 5 [9728/54000]	Loss: 0.0346	LR: 0.000800
Training Epoch: 5 [9984/54000]	Loss: 0.0206	LR: 0.000800
Training Epoch: 5 [10240/54000]	Loss: 0.0240	LR: 0.000800
Training Epoch: 5 [10496/54000]	Loss: 0.0368	LR: 0.000800
Training Epoch: 5 [10752/54000]	Loss: 0.0201	LR: 0.000800
Training Epoch: 5 [11008/54000]	Loss: 0.0206	LR: 0.000800
Training Epoch: 5 [11264/54000]	Loss: 0.0366	LR: 0.000800
Training Epoch: 5 [11520/54000]	Loss: 0.0244	LR: 0.000800
Training Epoch: 5 [11776/54000]	Loss: 0.0293	LR: 0.000800
Training Epoch: 5 [12032/54000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 5 [12288/54000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 5 [12544/54000]	Loss: 0.0209	LR: 0.000800
Training Epoch: 5 [12800/54000]	Loss: 0.0577	LR: 0.000800
Training Epoch: 5 [13056/54000]	Loss: 0.0307	LR: 0.000800
Training Epoch: 5 [13312/54000]	Loss: 0.0230	LR: 0.000800
Training Epoch: 5 [13568/54000]	Loss: 0.0196	LR: 0.000800
Training Epoch: 5 [13824/54000]	Loss: 0.0273	LR: 0.000800
Training Epoch: 5 [14080/54000]	Loss: 0.0246	LR: 0.000800
Training Epoch: 5 [14336/54000]	Loss: 0.0561	LR: 0.000800
Training Epoch: 5 [14592/54000]	Loss: 0.0323	LR: 0.000800
Training Epoch: 5 [14848/54000]	Loss: 0.0374	LR: 0.000800
Training Epoch: 5 [15104/54000]	Loss: 0.0398	LR: 0.000800
Training Epoch: 5 [15360/54000]	Loss: 0.0498	LR: 0.000800
Training Epoch: 5 [15616/54000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 5 [15872/54000]	Loss: 0.0207	LR: 0.000800
Training Epoch: 5 [16128/54000]	Loss: 0.0245	LR: 0.000800
Training Epoch: 5 [16384/54000]	Loss: 0.0315	LR: 0.000800
Training Epoch: 5 [16640/54000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 5 [16896/54000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 5 [17152/54000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 5 [17408/54000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 5 [17664/54000]	Loss: 0.0195	LR: 0.000800
Training Epoch: 5 [17920/54000]	Loss: 0.0205	LR: 0.000800
Training Epoch: 5 [18176/54000]	Loss: 0.0219	LR: 0.000800
Training Epoch: 5 [18432/54000]	Loss: 0.0423	LR: 0.000800
Training Epoch: 5 [18688/54000]	Loss: 0.0203	LR: 0.000800
Training Epoch: 5 [18944/54000]	Loss: 0.0323	LR: 0.000800
Training Epoch: 5 [19200/54000]	Loss: 0.0206	LR: 0.000800
Training Epoch: 5 [19456/54000]	Loss: 0.0318	LR: 0.000800
Training Epoch: 5 [19712/54000]	Loss: 0.0265	LR: 0.000800
Training Epoch: 5 [19968/54000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 5 [20224/54000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 5 [20480/54000]	Loss: 0.0263	LR: 0.000800
Training Epoch: 5 [20736/54000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 5 [20992/54000]	Loss: 0.0231	LR: 0.000800
Training Epoch: 5 [21248/54000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 5 [21504/54000]	Loss: 0.0321	LR: 0.000800
Training Epoch: 5 [21760/54000]	Loss: 0.0423	LR: 0.000800
Training Epoch: 5 [22016/54000]	Loss: 0.0306	LR: 0.000800
Training Epoch: 5 [22272/54000]	Loss: 0.0209	LR: 0.000800
Training Epoch: 5 [22528/54000]	Loss: 0.0370	LR: 0.000800
Training Epoch: 5 [22784/54000]	Loss: 0.0401	LR: 0.000800
Training Epoch: 5 [23040/54000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 5 [23296/54000]	Loss: 0.0220	LR: 0.000800
Training Epoch: 5 [23552/54000]	Loss: 0.0499	LR: 0.000800
Training Epoch: 5 [23808/54000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 5 [24064/54000]	Loss: 0.0392	LR: 0.000800
Training Epoch: 5 [24320/54000]	Loss: 0.0507	LR: 0.000800
Training Epoch: 5 [24576/54000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 5 [24832/54000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 5 [25088/54000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 5 [25344/54000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 5 [25600/54000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 5 [25856/54000]	Loss: 0.0416	LR: 0.000800
Training Epoch: 5 [26112/54000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 5 [26368/54000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 5 [26624/54000]	Loss: 0.0461	LR: 0.000800
Training Epoch: 5 [26880/54000]	Loss: 0.0239	LR: 0.000800
Training Epoch: 5 [27136/54000]	Loss: 0.0264	LR: 0.000800
Training Epoch: 5 [27392/54000]	Loss: 0.0223	LR: 0.000800
Training Epoch: 5 [27648/54000]	Loss: 0.0313	LR: 0.000800
Training Epoch: 5 [27904/54000]	Loss: 0.0178	LR: 0.000800
Training Epoch: 5 [28160/54000]	Loss: 0.0453	LR: 0.000800
Training Epoch: 5 [28416/54000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 5 [28672/54000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 5 [28928/54000]	Loss: 0.0250	LR: 0.000800
Training Epoch: 5 [29184/54000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 5 [29440/54000]	Loss: 0.0277	LR: 0.000800
Training Epoch: 5 [29696/54000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 5 [29952/54000]	Loss: 0.0206	LR: 0.000800
Training Epoch: 5 [30208/54000]	Loss: 0.0184	LR: 0.000800
Training Epoch: 5 [30464/54000]	Loss: 0.0442	LR: 0.000800
Training Epoch: 5 [30720/54000]	Loss: 0.0404	LR: 0.000800
Training Epoch: 5 [30976/54000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 5 [31232/54000]	Loss: 0.0226	LR: 0.000800
Training Epoch: 5 [31488/54000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 5 [31744/54000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 5 [32000/54000]	Loss: 0.0060	LR: 0.000800
Training Epoch: 5 [32256/54000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 5 [32512/54000]	Loss: 0.0292	LR: 0.000800
Training Epoch: 5 [32768/54000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 5 [33024/54000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 5 [33280/54000]	Loss: 0.0070	LR: 0.000800
Training Epoch: 5 [33536/54000]	Loss: 0.0240	LR: 0.000800
Training Epoch: 5 [33792/54000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 5 [34048/54000]	Loss: 0.0251	LR: 0.000800
Training Epoch: 5 [34304/54000]	Loss: 0.0192	LR: 0.000800
Training Epoch: 5 [34560/54000]	Loss: 0.0221	LR: 0.000800
Training Epoch: 5 [34816/54000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 5 [35072/54000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 5 [35328/54000]	Loss: 0.0208	LR: 0.000800
Training Epoch: 5 [35584/54000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 5 [35840/54000]	Loss: 0.0395	LR: 0.000800
Training Epoch: 5 [36096/54000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 5 [36352/54000]	Loss: 0.0254	LR: 0.000800
Training Epoch: 5 [36608/54000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 5 [36864/54000]	Loss: 0.0504	LR: 0.000800
Training Epoch: 5 [37120/54000]	Loss: 0.0463	LR: 0.000800
Training Epoch: 5 [37376/54000]	Loss: 0.0237	LR: 0.000800
Training Epoch: 5 [37632/54000]	Loss: 0.0190	LR: 0.000800
Training Epoch: 5 [37888/54000]	Loss: 0.0286	LR: 0.000800
Training Epoch: 5 [38144/54000]	Loss: 0.0211	LR: 0.000800
Training Epoch: 5 [38400/54000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 5 [38656/54000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 5 [38912/54000]	Loss: 0.0262	LR: 0.000800
Training Epoch: 5 [39168/54000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 5 [39424/54000]	Loss: 0.0339	LR: 0.000800
Training Epoch: 5 [39680/54000]	Loss: 0.0061	LR: 0.000800
Training Epoch: 5 [39936/54000]	Loss: 0.0428	LR: 0.000800
Training Epoch: 5 [40192/54000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 5 [40448/54000]	Loss: 0.0385	LR: 0.000800
Training Epoch: 5 [40704/54000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 5 [40960/54000]	Loss: 0.0241	LR: 0.000800
Training Epoch: 5 [41216/54000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 5 [41472/54000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 5 [41728/54000]	Loss: 0.0322	LR: 0.000800
Training Epoch: 5 [41984/54000]	Loss: 0.0191	LR: 0.000800
Training Epoch: 5 [42240/54000]	Loss: 0.0229	LR: 0.000800
Training Epoch: 5 [42496/54000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 5 [42752/54000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 5 [43008/54000]	Loss: 0.0199	LR: 0.000800
Training Epoch: 5 [43264/54000]	Loss: 0.0339	LR: 0.000800
Training Epoch: 5 [43520/54000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 5 [43776/54000]	Loss: 0.0650	LR: 0.000800
Training Epoch: 5 [44032/54000]	Loss: 0.0062	LR: 0.000800
Training Epoch: 5 [44288/54000]	Loss: 0.0296	LR: 0.000800
Training Epoch: 5 [44544/54000]	Loss: 0.0309	LR: 0.000800
Training Epoch: 5 [44800/54000]	Loss: 0.0230	LR: 0.000800
Training Epoch: 5 [45056/54000]	Loss: 0.0278	LR: 0.000800
Training Epoch: 5 [45312/54000]	Loss: 0.0252	LR: 0.000800
Training Epoch: 5 [45568/54000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 5 [45824/54000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 5 [46080/54000]	Loss: 0.0244	LR: 0.000800
Training Epoch: 5 [46336/54000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 5 [46592/54000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 5 [46848/54000]	Loss: 0.0472	LR: 0.000800
Training Epoch: 5 [47104/54000]	Loss: 0.0195	LR: 0.000800
Training Epoch: 5 [47360/54000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 5 [47616/54000]	Loss: 0.0178	LR: 0.000800
Training Epoch: 5 [47872/54000]	Loss: 0.0265	LR: 0.000800
Training Epoch: 5 [48128/54000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 5 [48384/54000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 5 [48640/54000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 5 [48896/54000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 5 [49152/54000]	Loss: 0.0449	LR: 0.000800
Training Epoch: 5 [49408/54000]	Loss: 0.0260	LR: 0.000800
Training Epoch: 5 [49664/54000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 5 [49920/54000]	Loss: 0.0257	LR: 0.000800
Training Epoch: 5 [50176/54000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 5 [50432/54000]	Loss: 0.0204	LR: 0.000800
Training Epoch: 5 [50688/54000]	Loss: 0.0259	LR: 0.000800
Training Epoch: 5 [50944/54000]	Loss: 0.0258	LR: 0.000800
Training Epoch: 5 [51200/54000]	Loss: 0.0444	LR: 0.000800
Training Epoch: 5 [51456/54000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 5 [51712/54000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 5 [51968/54000]	Loss: 0.0296	LR: 0.000800
Training Epoch: 5 [52224/54000]	Loss: 0.0492	LR: 0.000800
Training Epoch: 5 [52480/54000]	Loss: 0.0212	LR: 0.000800
Training Epoch: 5 [52736/54000]	Loss: 0.0218	LR: 0.000800
Training Epoch: 5 [52992/54000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 5 [53248/54000]	Loss: 0.0221	LR: 0.000800
Training Epoch: 5 [53504/54000]	Loss: 0.0443	LR: 0.000800
Training Epoch: 5 [53760/54000]	Loss: 0.0329	LR: 0.000800
Training Epoch: 5 [54000/54000]	Loss: 0.0180	LR: 0.000800
Epoch 5 - Average Train Loss: 0.0243, Train Accuracy: 0.9933
Epoch 5 training time consumed: 38.06s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0001, Accuracy: 0.9945, Time consumed:1.66s
Valid (Test) Dl:  10000
Train Dl:  60000
Retain Train Dl:  54000
Forget Train Dl:  6000
Retain Valid Dl:  54000
Forget Valid Dl:  6000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 6000 samples
Set1 Distribution: 6000 samples
Set2 Distribution: 6000 samples
Set1 Distribution: 6000 samples
Set2 Distribution: 6000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 99.462890625
Retain Accuracy: 99.42794799804688
Zero-Retain Forget (ZRF): 0.8043662905693054
Membership Inference Attack (MIA): 0.0
Forget vs Retain Membership Inference Attack (MIA): 0.5316666666666666
Forget vs Test Membership Inference Attack (MIA): 0.5245833333333333
Test vs Retain Membership Inference Attack (MIA): 0.478
Train vs Test Membership Inference Attack (MIA): 0.50225
Forget Set Accuracy (Df): 99.21875
Method Execution Time: 845.63 seconds
