
📌S Retain class distribution for seed 4:
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 4:
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
777

📊 Updated class distribution:
Retain set:
  Class 0: 5473
  Class 1: 6292
  Class 2: 5508
  Class 3: 5681
  Class 4: 5392
  Class 5: 4971
  Class 6: 5468
  Class 7: 5815
  Class 8: 5401
  Class 9: 5499
Forget set:
  Class 0: 450
  Class 1: 450
  Class 2: 450
  Class 3: 450
  Class 4: 450
  Class 5: 450
  Class 6: 450
  Class 7: 450
  Class 8: 450
  Class 9: 450
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/55500]	Loss: 2.3366	LR: 0.000000
Training Epoch: 1 [512/55500]	Loss: 2.3362	LR: 0.000461
Training Epoch: 1 [768/55500]	Loss: 2.3378	LR: 0.000922
Training Epoch: 1 [1024/55500]	Loss: 2.3390	LR: 0.001382
Training Epoch: 1 [1280/55500]	Loss: 2.3146	LR: 0.001843
Training Epoch: 1 [1536/55500]	Loss: 2.2256	LR: 0.002304
Training Epoch: 1 [1792/55500]	Loss: 2.1944	LR: 0.002765
Training Epoch: 1 [2048/55500]	Loss: 2.1100	LR: 0.003226
Training Epoch: 1 [2304/55500]	Loss: 2.0414	LR: 0.003687
Training Epoch: 1 [2560/55500]	Loss: 1.9726	LR: 0.004147
Training Epoch: 1 [2816/55500]	Loss: 1.8404	LR: 0.004608
Training Epoch: 1 [3072/55500]	Loss: 1.7484	LR: 0.005069
Training Epoch: 1 [3328/55500]	Loss: 1.7255	LR: 0.005530
Training Epoch: 1 [3584/55500]	Loss: 1.6223	LR: 0.005991
Training Epoch: 1 [3840/55500]	Loss: 1.5402	LR: 0.006452
Training Epoch: 1 [4096/55500]	Loss: 1.4594	LR: 0.006912
Training Epoch: 1 [4352/55500]	Loss: 1.3323	LR: 0.007373
Training Epoch: 1 [4608/55500]	Loss: 1.2451	LR: 0.007834
Training Epoch: 1 [4864/55500]	Loss: 1.0679	LR: 0.008295
Training Epoch: 1 [5120/55500]	Loss: 1.0154	LR: 0.008756
Training Epoch: 1 [5376/55500]	Loss: 0.9781	LR: 0.009217
Training Epoch: 1 [5632/55500]	Loss: 0.8302	LR: 0.009677
Training Epoch: 1 [5888/55500]	Loss: 0.7727	LR: 0.010138
Training Epoch: 1 [6144/55500]	Loss: 0.6129	LR: 0.010599
Training Epoch: 1 [6400/55500]	Loss: 0.6228	LR: 0.011060
Training Epoch: 1 [6656/55500]	Loss: 0.5067	LR: 0.011521
Training Epoch: 1 [6912/55500]	Loss: 0.4573	LR: 0.011982
Training Epoch: 1 [7168/55500]	Loss: 0.3587	LR: 0.012442
Training Epoch: 1 [7424/55500]	Loss: 0.3131	LR: 0.012903
Training Epoch: 1 [7680/55500]	Loss: 0.3127	LR: 0.013364
Training Epoch: 1 [7936/55500]	Loss: 0.3188	LR: 0.013825
Training Epoch: 1 [8192/55500]	Loss: 0.2485	LR: 0.014286
Training Epoch: 1 [8448/55500]	Loss: 0.2518	LR: 0.014747
Training Epoch: 1 [8704/55500]	Loss: 0.2340	LR: 0.015207
Training Epoch: 1 [8960/55500]	Loss: 0.2377	LR: 0.015668
Training Epoch: 1 [9216/55500]	Loss: 0.2031	LR: 0.016129
Training Epoch: 1 [9472/55500]	Loss: 0.2949	LR: 0.016590
Training Epoch: 1 [9728/55500]	Loss: 0.1801	LR: 0.017051
Training Epoch: 1 [9984/55500]	Loss: 0.1941	LR: 0.017512
Training Epoch: 1 [10240/55500]	Loss: 0.1678	LR: 0.017972
Training Epoch: 1 [10496/55500]	Loss: 0.2292	LR: 0.018433
Training Epoch: 1 [10752/55500]	Loss: 0.1659	LR: 0.018894
Training Epoch: 1 [11008/55500]	Loss: 0.1221	LR: 0.019355
Training Epoch: 1 [11264/55500]	Loss: 0.1241	LR: 0.019816
Training Epoch: 1 [11520/55500]	Loss: 0.1070	LR: 0.020276
Training Epoch: 1 [11776/55500]	Loss: 0.1742	LR: 0.020737
Training Epoch: 1 [12032/55500]	Loss: 0.1524	LR: 0.021198
Training Epoch: 1 [12288/55500]	Loss: 0.1442	LR: 0.021659
Training Epoch: 1 [12544/55500]	Loss: 0.1375	LR: 0.022120
Training Epoch: 1 [12800/55500]	Loss: 0.1418	LR: 0.022581
Training Epoch: 1 [13056/55500]	Loss: 0.1318	LR: 0.023041
Training Epoch: 1 [13312/55500]	Loss: 0.0640	LR: 0.023502
Training Epoch: 1 [13568/55500]	Loss: 0.1001	LR: 0.023963
Training Epoch: 1 [13824/55500]	Loss: 0.1145	LR: 0.024424
Training Epoch: 1 [14080/55500]	Loss: 0.1108	LR: 0.024885
Training Epoch: 1 [14336/55500]	Loss: 0.1317	LR: 0.025346
Training Epoch: 1 [14592/55500]	Loss: 0.1164	LR: 0.025806
Training Epoch: 1 [14848/55500]	Loss: 0.0497	LR: 0.026267
Training Epoch: 1 [15104/55500]	Loss: 0.1159	LR: 0.026728
Training Epoch: 1 [15360/55500]	Loss: 0.0900	LR: 0.027189
Training Epoch: 1 [15616/55500]	Loss: 0.1474	LR: 0.027650
Training Epoch: 1 [15872/55500]	Loss: 0.0912	LR: 0.028111
Training Epoch: 1 [16128/55500]	Loss: 0.1395	LR: 0.028571
Training Epoch: 1 [16384/55500]	Loss: 0.0759	LR: 0.029032
Training Epoch: 1 [16640/55500]	Loss: 0.1409	LR: 0.029493
Training Epoch: 1 [16896/55500]	Loss: 0.0872	LR: 0.029954
Training Epoch: 1 [17152/55500]	Loss: 0.1529	LR: 0.030415
Training Epoch: 1 [17408/55500]	Loss: 0.1467	LR: 0.030876
Training Epoch: 1 [17664/55500]	Loss: 0.1195	LR: 0.031336
Training Epoch: 1 [17920/55500]	Loss: 0.0833	LR: 0.031797
Training Epoch: 1 [18176/55500]	Loss: 0.0986	LR: 0.032258
Training Epoch: 1 [18432/55500]	Loss: 0.1442	LR: 0.032719
Training Epoch: 1 [18688/55500]	Loss: 0.2033	LR: 0.033180
Training Epoch: 1 [18944/55500]	Loss: 0.1657	LR: 0.033641
Training Epoch: 1 [19200/55500]	Loss: 0.1964	LR: 0.034101
Training Epoch: 1 [19456/55500]	Loss: 0.1036	LR: 0.034562
Training Epoch: 1 [19712/55500]	Loss: 0.1260	LR: 0.035023
Training Epoch: 1 [19968/55500]	Loss: 0.0985	LR: 0.035484
Training Epoch: 1 [20224/55500]	Loss: 0.1522	LR: 0.035945
Training Epoch: 1 [20480/55500]	Loss: 0.1128	LR: 0.036406
Training Epoch: 1 [20736/55500]	Loss: 0.0932	LR: 0.036866
Training Epoch: 1 [20992/55500]	Loss: 0.1888	LR: 0.037327
Training Epoch: 1 [21248/55500]	Loss: 0.0600	LR: 0.037788
Training Epoch: 1 [21504/55500]	Loss: 0.1400	LR: 0.038249
Training Epoch: 1 [21760/55500]	Loss: 0.1124	LR: 0.038710
Training Epoch: 1 [22016/55500]	Loss: 0.1125	LR: 0.039171
Training Epoch: 1 [22272/55500]	Loss: 0.0812	LR: 0.039631
Training Epoch: 1 [22528/55500]	Loss: 0.1106	LR: 0.040092
Training Epoch: 1 [22784/55500]	Loss: 0.1363	LR: 0.040553
Training Epoch: 1 [23040/55500]	Loss: 0.1128	LR: 0.041014
Training Epoch: 1 [23296/55500]	Loss: 0.1907	LR: 0.041475
Training Epoch: 1 [23552/55500]	Loss: 0.1077	LR: 0.041935
Training Epoch: 1 [23808/55500]	Loss: 0.0787	LR: 0.042396
Training Epoch: 1 [24064/55500]	Loss: 0.2239	LR: 0.042857
Training Epoch: 1 [24320/55500]	Loss: 0.0431	LR: 0.043318
Training Epoch: 1 [24576/55500]	Loss: 0.1329	LR: 0.043779
Training Epoch: 1 [24832/55500]	Loss: 0.0997	LR: 0.044240
Training Epoch: 1 [25088/55500]	Loss: 0.0835	LR: 0.044700
Training Epoch: 1 [25344/55500]	Loss: 0.0980	LR: 0.045161
Training Epoch: 1 [25600/55500]	Loss: 0.0914	LR: 0.045622
Training Epoch: 1 [25856/55500]	Loss: 0.1011	LR: 0.046083
Training Epoch: 1 [26112/55500]	Loss: 0.0527	LR: 0.046544
Training Epoch: 1 [26368/55500]	Loss: 0.0820	LR: 0.047005
Training Epoch: 1 [26624/55500]	Loss: 0.0716	LR: 0.047465
Training Epoch: 1 [26880/55500]	Loss: 0.1230	LR: 0.047926
Training Epoch: 1 [27136/55500]	Loss: 0.0982	LR: 0.048387
Training Epoch: 1 [27392/55500]	Loss: 0.1290	LR: 0.048848
Training Epoch: 1 [27648/55500]	Loss: 0.1270	LR: 0.049309
Training Epoch: 1 [27904/55500]	Loss: 0.0515	LR: 0.049770
Training Epoch: 1 [28160/55500]	Loss: 0.0619	LR: 0.050230
Training Epoch: 1 [28416/55500]	Loss: 0.1188	LR: 0.050691
Training Epoch: 1 [28672/55500]	Loss: 0.1325	LR: 0.051152
Training Epoch: 1 [28928/55500]	Loss: 0.1054	LR: 0.051613
Training Epoch: 1 [29184/55500]	Loss: 0.0707	LR: 0.052074
Training Epoch: 1 [29440/55500]	Loss: 0.1394	LR: 0.052535
Training Epoch: 1 [29696/55500]	Loss: 0.1512	LR: 0.052995
Training Epoch: 1 [29952/55500]	Loss: 0.1104	LR: 0.053456
Training Epoch: 1 [30208/55500]	Loss: 0.0873	LR: 0.053917
Training Epoch: 1 [30464/55500]	Loss: 0.1135	LR: 0.054378
Training Epoch: 1 [30720/55500]	Loss: 0.0920	LR: 0.054839
Training Epoch: 1 [30976/55500]	Loss: 0.0659	LR: 0.055300
Training Epoch: 1 [31232/55500]	Loss: 0.0352	LR: 0.055760
Training Epoch: 1 [31488/55500]	Loss: 0.0359	LR: 0.056221
Training Epoch: 1 [31744/55500]	Loss: 0.0734	LR: 0.056682
Training Epoch: 1 [32000/55500]	Loss: 0.0894	LR: 0.057143
Training Epoch: 1 [32256/55500]	Loss: 0.0764	LR: 0.057604
Training Epoch: 1 [32512/55500]	Loss: 0.1008	LR: 0.058065
Training Epoch: 1 [32768/55500]	Loss: 0.1083	LR: 0.058525
Training Epoch: 1 [33024/55500]	Loss: 0.1333	LR: 0.058986
Training Epoch: 1 [33280/55500]	Loss: 0.0959	LR: 0.059447
Training Epoch: 1 [33536/55500]	Loss: 0.0446	LR: 0.059908
Training Epoch: 1 [33792/55500]	Loss: 0.0666	LR: 0.060369
Training Epoch: 1 [34048/55500]	Loss: 0.0479	LR: 0.060829
Training Epoch: 1 [34304/55500]	Loss: 0.0871	LR: 0.061290
Training Epoch: 1 [34560/55500]	Loss: 0.1548	LR: 0.061751
Training Epoch: 1 [34816/55500]	Loss: 0.1131	LR: 0.062212
Training Epoch: 1 [35072/55500]	Loss: 0.0602	LR: 0.062673
Training Epoch: 1 [35328/55500]	Loss: 0.0806	LR: 0.063134
Training Epoch: 1 [35584/55500]	Loss: 0.0576	LR: 0.063594
Training Epoch: 1 [35840/55500]	Loss: 0.1416	LR: 0.064055
Training Epoch: 1 [36096/55500]	Loss: 0.0582	LR: 0.064516
Training Epoch: 1 [36352/55500]	Loss: 0.0809	LR: 0.064977
Training Epoch: 1 [36608/55500]	Loss: 0.0688	LR: 0.065438
Training Epoch: 1 [36864/55500]	Loss: 0.0335	LR: 0.065899
Training Epoch: 1 [37120/55500]	Loss: 0.0774	LR: 0.066359
Training Epoch: 1 [37376/55500]	Loss: 0.1510	LR: 0.066820
Training Epoch: 1 [37632/55500]	Loss: 0.0620	LR: 0.067281
Training Epoch: 1 [37888/55500]	Loss: 0.0629	LR: 0.067742
Training Epoch: 1 [38144/55500]	Loss: 0.0626	LR: 0.068203
Training Epoch: 1 [38400/55500]	Loss: 0.0664	LR: 0.068664
Training Epoch: 1 [38656/55500]	Loss: 0.0990	LR: 0.069124
Training Epoch: 1 [38912/55500]	Loss: 0.0550	LR: 0.069585
Training Epoch: 1 [39168/55500]	Loss: 0.0936	LR: 0.070046
Training Epoch: 1 [39424/55500]	Loss: 0.1145	LR: 0.070507
Training Epoch: 1 [39680/55500]	Loss: 0.1027	LR: 0.070968
Training Epoch: 1 [39936/55500]	Loss: 0.0777	LR: 0.071429
Training Epoch: 1 [40192/55500]	Loss: 0.1115	LR: 0.071889
Training Epoch: 1 [40448/55500]	Loss: 0.0668	LR: 0.072350
Training Epoch: 1 [40704/55500]	Loss: 0.0711	LR: 0.072811
Training Epoch: 1 [40960/55500]	Loss: 0.0733	LR: 0.073272
Training Epoch: 1 [41216/55500]	Loss: 0.0419	LR: 0.073733
Training Epoch: 1 [41472/55500]	Loss: 0.0414	LR: 0.074194
Training Epoch: 1 [41728/55500]	Loss: 0.0253	LR: 0.074654
Training Epoch: 1 [41984/55500]	Loss: 0.1096	LR: 0.075115
Training Epoch: 1 [42240/55500]	Loss: 0.1196	LR: 0.075576
Training Epoch: 1 [42496/55500]	Loss: 0.0642	LR: 0.076037
Training Epoch: 1 [42752/55500]	Loss: 0.1082	LR: 0.076498
Training Epoch: 1 [43008/55500]	Loss: 0.1864	LR: 0.076959
Training Epoch: 1 [43264/55500]	Loss: 0.0568	LR: 0.077419
Training Epoch: 1 [43520/55500]	Loss: 0.0612	LR: 0.077880
Training Epoch: 1 [43776/55500]	Loss: 0.0297	LR: 0.078341
Training Epoch: 1 [44032/55500]	Loss: 0.0931	LR: 0.078802
Training Epoch: 1 [44288/55500]	Loss: 0.0770	LR: 0.079263
Training Epoch: 1 [44544/55500]	Loss: 0.0586	LR: 0.079724
Training Epoch: 1 [44800/55500]	Loss: 0.1122	LR: 0.080184
Training Epoch: 1 [45056/55500]	Loss: 0.1121	LR: 0.080645
Training Epoch: 1 [45312/55500]	Loss: 0.1180	LR: 0.081106
Training Epoch: 1 [45568/55500]	Loss: 0.0681	LR: 0.081567
Training Epoch: 1 [45824/55500]	Loss: 0.0900	LR: 0.082028
Training Epoch: 1 [46080/55500]	Loss: 0.0951	LR: 0.082488
Training Epoch: 1 [46336/55500]	Loss: 0.0552	LR: 0.082949
Training Epoch: 1 [46592/55500]	Loss: 0.0176	LR: 0.083410
Training Epoch: 1 [46848/55500]	Loss: 0.0642	LR: 0.083871
Training Epoch: 1 [47104/55500]	Loss: 0.0478	LR: 0.084332
Training Epoch: 1 [47360/55500]	Loss: 0.0306	LR: 0.084793
Training Epoch: 1 [47616/55500]	Loss: 0.1826	LR: 0.085253
Training Epoch: 1 [47872/55500]	Loss: 0.0612	LR: 0.085714
Training Epoch: 1 [48128/55500]	Loss: 0.1061	LR: 0.086175
Training Epoch: 1 [48384/55500]	Loss: 0.1223	LR: 0.086636
Training Epoch: 1 [48640/55500]	Loss: 0.1026	LR: 0.087097
Training Epoch: 1 [48896/55500]	Loss: 0.1253	LR: 0.087558
Training Epoch: 1 [49152/55500]	Loss: 0.1100	LR: 0.088018
Training Epoch: 1 [49408/55500]	Loss: 0.0458	LR: 0.088479
Training Epoch: 1 [49664/55500]	Loss: 0.1607	LR: 0.088940
Training Epoch: 1 [49920/55500]	Loss: 0.0940	LR: 0.089401
Training Epoch: 1 [50176/55500]	Loss: 0.0262	LR: 0.089862
Training Epoch: 1 [50432/55500]	Loss: 0.1228	LR: 0.090323
Training Epoch: 1 [50688/55500]	Loss: 0.0443	LR: 0.090783
Training Epoch: 1 [50944/55500]	Loss: 0.0732	LR: 0.091244
Training Epoch: 1 [51200/55500]	Loss: 0.0620	LR: 0.091705
Training Epoch: 1 [51456/55500]	Loss: 0.0674	LR: 0.092166
Training Epoch: 1 [51712/55500]	Loss: 0.1126	LR: 0.092627
Training Epoch: 1 [51968/55500]	Loss: 0.0791	LR: 0.093088
Training Epoch: 1 [52224/55500]	Loss: 0.0372	LR: 0.093548
Training Epoch: 1 [52480/55500]	Loss: 0.0818	LR: 0.094009
Training Epoch: 1 [52736/55500]	Loss: 0.0774	LR: 0.094470
Training Epoch: 1 [52992/55500]	Loss: 0.0783	LR: 0.094931
Training Epoch: 1 [53248/55500]	Loss: 0.1396	LR: 0.095392
Training Epoch: 1 [53504/55500]	Loss: 0.0680	LR: 0.095853
Training Epoch: 1 [53760/55500]	Loss: 0.0996	LR: 0.096313
Training Epoch: 1 [54016/55500]	Loss: 0.0999	LR: 0.096774
Training Epoch: 1 [54272/55500]	Loss: 0.0754	LR: 0.097235
Training Epoch: 1 [54528/55500]	Loss: 0.1136	LR: 0.097696
Training Epoch: 1 [54784/55500]	Loss: 0.1799	LR: 0.098157
Training Epoch: 1 [55040/55500]	Loss: 0.0845	LR: 0.098618
Training Epoch: 1 [55296/55500]	Loss: 0.0971	LR: 0.099078
Training Epoch: 1 [55500/55500]	Loss: 0.0515	LR: 0.099539
Epoch 1 - Average Train Loss: 0.2880, Train Accuracy: 0.9106
Epoch 1 training time consumed: 39.75s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0005, Accuracy: 0.9634, Time consumed:1.65s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_19h_43m_36s/ResNet18-Mnist-seed4-ret25-1-best.pth
Training Epoch: 2 [256/55500]	Loss: 0.1565	LR: 0.020000
Training Epoch: 2 [512/55500]	Loss: 0.1025	LR: 0.020000
Training Epoch: 2 [768/55500]	Loss: 0.2131	LR: 0.020000
Training Epoch: 2 [1024/55500]	Loss: 0.1252	LR: 0.020000
Training Epoch: 2 [1280/55500]	Loss: 0.0877	LR: 0.020000
Training Epoch: 2 [1536/55500]	Loss: 0.0748	LR: 0.020000
Training Epoch: 2 [1792/55500]	Loss: 0.0283	LR: 0.020000
Training Epoch: 2 [2048/55500]	Loss: 0.0266	LR: 0.020000
Training Epoch: 2 [2304/55500]	Loss: 0.0959	LR: 0.020000
Training Epoch: 2 [2560/55500]	Loss: 0.0567	LR: 0.020000
Training Epoch: 2 [2816/55500]	Loss: 0.0503	LR: 0.020000
Training Epoch: 2 [3072/55500]	Loss: 0.0507	LR: 0.020000
Training Epoch: 2 [3328/55500]	Loss: 0.0802	LR: 0.020000
Training Epoch: 2 [3584/55500]	Loss: 0.0340	LR: 0.020000
Training Epoch: 2 [3840/55500]	Loss: 0.0089	LR: 0.020000
Training Epoch: 2 [4096/55500]	Loss: 0.0685	LR: 0.020000
Training Epoch: 2 [4352/55500]	Loss: 0.0143	LR: 0.020000
Training Epoch: 2 [4608/55500]	Loss: 0.0175	LR: 0.020000
Training Epoch: 2 [4864/55500]	Loss: 0.0075	LR: 0.020000
Training Epoch: 2 [5120/55500]	Loss: 0.0416	LR: 0.020000
Training Epoch: 2 [5376/55500]	Loss: 0.0479	LR: 0.020000
Training Epoch: 2 [5632/55500]	Loss: 0.0388	LR: 0.020000
Training Epoch: 2 [5888/55500]	Loss: 0.0225	LR: 0.020000
Training Epoch: 2 [6144/55500]	Loss: 0.0637	LR: 0.020000
Training Epoch: 2 [6400/55500]	Loss: 0.0348	LR: 0.020000
Training Epoch: 2 [6656/55500]	Loss: 0.0250	LR: 0.020000
Training Epoch: 2 [6912/55500]	Loss: 0.0211	LR: 0.020000
Training Epoch: 2 [7168/55500]	Loss: 0.0205	LR: 0.020000
Training Epoch: 2 [7424/55500]	Loss: 0.0349	LR: 0.020000
Training Epoch: 2 [7680/55500]	Loss: 0.0271	LR: 0.020000
Training Epoch: 2 [7936/55500]	Loss: 0.0741	LR: 0.020000
Training Epoch: 2 [8192/55500]	Loss: 0.0293	LR: 0.020000
Training Epoch: 2 [8448/55500]	Loss: 0.0084	LR: 0.020000
Training Epoch: 2 [8704/55500]	Loss: 0.0226	LR: 0.020000
Training Epoch: 2 [8960/55500]	Loss: 0.0050	LR: 0.020000
Training Epoch: 2 [9216/55500]	Loss: 0.0394	LR: 0.020000
Training Epoch: 2 [9472/55500]	Loss: 0.0357	LR: 0.020000
Training Epoch: 2 [9728/55500]	Loss: 0.0446	LR: 0.020000
Training Epoch: 2 [9984/55500]	Loss: 0.0728	LR: 0.020000
Training Epoch: 2 [10240/55500]	Loss: 0.0557	LR: 0.020000
Training Epoch: 2 [10496/55500]	Loss: 0.0700	LR: 0.020000
Training Epoch: 2 [10752/55500]	Loss: 0.0670	LR: 0.020000
Training Epoch: 2 [11008/55500]	Loss: 0.0360	LR: 0.020000
Training Epoch: 2 [11264/55500]	Loss: 0.0683	LR: 0.020000
Training Epoch: 2 [11520/55500]	Loss: 0.0493	LR: 0.020000
Training Epoch: 2 [11776/55500]	Loss: 0.0339	LR: 0.020000
Training Epoch: 2 [12032/55500]	Loss: 0.0760	LR: 0.020000
Training Epoch: 2 [12288/55500]	Loss: 0.0191	LR: 0.020000
Training Epoch: 2 [12544/55500]	Loss: 0.0467	LR: 0.020000
Training Epoch: 2 [12800/55500]	Loss: 0.0394	LR: 0.020000
Training Epoch: 2 [13056/55500]	Loss: 0.0152	LR: 0.020000
Training Epoch: 2 [13312/55500]	Loss: 0.0395	LR: 0.020000
Training Epoch: 2 [13568/55500]	Loss: 0.0516	LR: 0.020000
Training Epoch: 2 [13824/55500]	Loss: 0.0153	LR: 0.020000
Training Epoch: 2 [14080/55500]	Loss: 0.0113	LR: 0.020000
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Training Epoch: 2 [49408/55500]	Loss: 0.0108	LR: 0.020000
Training Epoch: 2 [49664/55500]	Loss: 0.0197	LR: 0.020000
Training Epoch: 2 [49920/55500]	Loss: 0.0161	LR: 0.020000
Training Epoch: 2 [50176/55500]	Loss: 0.0579	LR: 0.020000
Training Epoch: 2 [50432/55500]	Loss: 0.0281	LR: 0.020000
Training Epoch: 2 [50688/55500]	Loss: 0.0446	LR: 0.020000
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Training Epoch: 2 [51200/55500]	Loss: 0.0203	LR: 0.020000
Training Epoch: 2 [51456/55500]	Loss: 0.0043	LR: 0.020000
Training Epoch: 2 [51712/55500]	Loss: 0.0606	LR: 0.020000
Training Epoch: 2 [51968/55500]	Loss: 0.0402	LR: 0.020000
Training Epoch: 2 [52224/55500]	Loss: 0.0262	LR: 0.020000
Training Epoch: 2 [52480/55500]	Loss: 0.0178	LR: 0.020000
Training Epoch: 2 [52736/55500]	Loss: 0.0193	LR: 0.020000
Training Epoch: 2 [52992/55500]	Loss: 0.0267	LR: 0.020000
Training Epoch: 2 [53248/55500]	Loss: 0.0461	LR: 0.020000
Training Epoch: 2 [53504/55500]	Loss: 0.0554	LR: 0.020000
Training Epoch: 2 [53760/55500]	Loss: 0.0109	LR: 0.020000
Training Epoch: 2 [54016/55500]	Loss: 0.0330	LR: 0.020000
Training Epoch: 2 [54272/55500]	Loss: 0.0172	LR: 0.020000
Training Epoch: 2 [54528/55500]	Loss: 0.0241	LR: 0.020000
Training Epoch: 2 [54784/55500]	Loss: 0.0033	LR: 0.020000
Training Epoch: 2 [55040/55500]	Loss: 0.0211	LR: 0.020000
Training Epoch: 2 [55296/55500]	Loss: 0.0100	LR: 0.020000
Training Epoch: 2 [55500/55500]	Loss: 0.0219	LR: 0.020000
Epoch 2 - Average Train Loss: 0.0337, Train Accuracy: 0.9902
Epoch 2 training time consumed: 39.07s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0001, Accuracy: 0.9949, Time consumed:1.63s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_19h_43m_36s/ResNet18-Mnist-seed4-ret25-2-best.pth
Training Epoch: 3 [256/55500]	Loss: 0.0269	LR: 0.004000
Training Epoch: 3 [512/55500]	Loss: 0.0273	LR: 0.004000
Training Epoch: 3 [768/55500]	Loss: 0.0233	LR: 0.004000
Training Epoch: 3 [1024/55500]	Loss: 0.0143	LR: 0.004000
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Training Epoch: 3 [1536/55500]	Loss: 0.0179	LR: 0.004000
Training Epoch: 3 [1792/55500]	Loss: 0.0120	LR: 0.004000
Training Epoch: 3 [2048/55500]	Loss: 0.0119	LR: 0.004000
Training Epoch: 3 [2304/55500]	Loss: 0.0108	LR: 0.004000
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Training Epoch: 3 [3072/55500]	Loss: 0.0211	LR: 0.004000
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Training Epoch: 3 [31488/55500]	Loss: 0.0174	LR: 0.004000
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Training Epoch: 3 [49664/55500]	Loss: 0.0131	LR: 0.004000
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Training Epoch: 3 [50176/55500]	Loss: 0.0074	LR: 0.004000
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Training Epoch: 3 [51200/55500]	Loss: 0.0091	LR: 0.004000
Training Epoch: 3 [51456/55500]	Loss: 0.0216	LR: 0.004000
Training Epoch: 3 [51712/55500]	Loss: 0.0383	LR: 0.004000
Training Epoch: 3 [51968/55500]	Loss: 0.0087	LR: 0.004000
Training Epoch: 3 [52224/55500]	Loss: 0.0318	LR: 0.004000
Training Epoch: 3 [52480/55500]	Loss: 0.0082	LR: 0.004000
Training Epoch: 3 [52736/55500]	Loss: 0.0047	LR: 0.004000
Training Epoch: 3 [52992/55500]	Loss: 0.0031	LR: 0.004000
Training Epoch: 3 [53248/55500]	Loss: 0.0075	LR: 0.004000
Training Epoch: 3 [53504/55500]	Loss: 0.0279	LR: 0.004000
Training Epoch: 3 [53760/55500]	Loss: 0.0278	LR: 0.004000
Training Epoch: 3 [54016/55500]	Loss: 0.0183	LR: 0.004000
Training Epoch: 3 [54272/55500]	Loss: 0.0089	LR: 0.004000
Training Epoch: 3 [54528/55500]	Loss: 0.0512	LR: 0.004000
Training Epoch: 3 [54784/55500]	Loss: 0.0097	LR: 0.004000
Training Epoch: 3 [55040/55500]	Loss: 0.0439	LR: 0.004000
Training Epoch: 3 [55296/55500]	Loss: 0.0105	LR: 0.004000
Training Epoch: 3 [55500/55500]	Loss: 0.0055	LR: 0.004000
Epoch 3 - Average Train Loss: 0.0188, Train Accuracy: 0.9944
Epoch 3 training time consumed: 39.11s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0001, Accuracy: 0.9957, Time consumed:1.48s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_19h_43m_36s/ResNet18-Mnist-seed4-ret25-3-best.pth
Training Epoch: 4 [256/55500]	Loss: 0.0121	LR: 0.000800
Training Epoch: 4 [512/55500]	Loss: 0.0064	LR: 0.000800
Training Epoch: 4 [768/55500]	Loss: 0.0021	LR: 0.000800
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Training Epoch: 4 [1536/55500]	Loss: 0.0229	LR: 0.000800
Training Epoch: 4 [1792/55500]	Loss: 0.0235	LR: 0.000800
Training Epoch: 4 [2048/55500]	Loss: 0.0322	LR: 0.000800
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Training Epoch: 4 [2816/55500]	Loss: 0.0031	LR: 0.000800
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Training Epoch: 4 [3584/55500]	Loss: 0.0191	LR: 0.000800
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Training Epoch: 4 [8960/55500]	Loss: 0.0212	LR: 0.000800
Training Epoch: 4 [9216/55500]	Loss: 0.0235	LR: 0.000800
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Training Epoch: 4 [9728/55500]	Loss: 0.0341	LR: 0.000800
Training Epoch: 4 [9984/55500]	Loss: 0.0352	LR: 0.000800
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Training Epoch: 4 [11008/55500]	Loss: 0.0201	LR: 0.000800
Training Epoch: 4 [11264/55500]	Loss: 0.0040	LR: 0.000800
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Training Epoch: 4 [13312/55500]	Loss: 0.0072	LR: 0.000800
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Training Epoch: 4 [13824/55500]	Loss: 0.0181	LR: 0.000800
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Training Epoch: 4 [15616/55500]	Loss: 0.0041	LR: 0.000800
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Training Epoch: 4 [28416/55500]	Loss: 0.0257	LR: 0.000800
Training Epoch: 4 [28672/55500]	Loss: 0.0088	LR: 0.000800
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Training Epoch: 4 [36096/55500]	Loss: 0.0336	LR: 0.000800
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Training Epoch: 4 [36608/55500]	Loss: 0.0181	LR: 0.000800
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Training Epoch: 4 [40448/55500]	Loss: 0.0061	LR: 0.000800
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Training Epoch: 4 [46848/55500]	Loss: 0.0331	LR: 0.000800
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Training Epoch: 4 [48384/55500]	Loss: 0.0021	LR: 0.000800
Training Epoch: 4 [48640/55500]	Loss: 0.0081	LR: 0.000800
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Training Epoch: 4 [49408/55500]	Loss: 0.0045	LR: 0.000800
Training Epoch: 4 [49664/55500]	Loss: 0.0114	LR: 0.000800
Training Epoch: 4 [49920/55500]	Loss: 0.0084	LR: 0.000800
Training Epoch: 4 [50176/55500]	Loss: 0.0027	LR: 0.000800
Training Epoch: 4 [50432/55500]	Loss: 0.0220	LR: 0.000800
Training Epoch: 4 [50688/55500]	Loss: 0.0130	LR: 0.000800
Training Epoch: 4 [50944/55500]	Loss: 0.0443	LR: 0.000800
Training Epoch: 4 [51200/55500]	Loss: 0.0174	LR: 0.000800
Training Epoch: 4 [51456/55500]	Loss: 0.0503	LR: 0.000800
Training Epoch: 4 [51712/55500]	Loss: 0.0148	LR: 0.000800
Training Epoch: 4 [51968/55500]	Loss: 0.0133	LR: 0.000800
Training Epoch: 4 [52224/55500]	Loss: 0.0191	LR: 0.000800
Training Epoch: 4 [52480/55500]	Loss: 0.0048	LR: 0.000800
Training Epoch: 4 [52736/55500]	Loss: 0.0139	LR: 0.000800
Training Epoch: 4 [52992/55500]	Loss: 0.0119	LR: 0.000800
Training Epoch: 4 [53248/55500]	Loss: 0.0144	LR: 0.000800
Training Epoch: 4 [53504/55500]	Loss: 0.0280	LR: 0.000800
Training Epoch: 4 [53760/55500]	Loss: 0.0105	LR: 0.000800
Training Epoch: 4 [54016/55500]	Loss: 0.0075	LR: 0.000800
Training Epoch: 4 [54272/55500]	Loss: 0.0124	LR: 0.000800
Training Epoch: 4 [54528/55500]	Loss: 0.0069	LR: 0.000800
Training Epoch: 4 [54784/55500]	Loss: 0.0028	LR: 0.000800
Training Epoch: 4 [55040/55500]	Loss: 0.0033	LR: 0.000800
Training Epoch: 4 [55296/55500]	Loss: 0.0277	LR: 0.000800
Training Epoch: 4 [55500/55500]	Loss: 0.0114	LR: 0.000800
Epoch 4 - Average Train Loss: 0.0165, Train Accuracy: 0.9952
Epoch 4 training time consumed: 38.92s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0000, Accuracy: 0.9956, Time consumed:1.51s
Training Epoch: 5 [256/55500]	Loss: 0.0148	LR: 0.000800
Training Epoch: 5 [512/55500]	Loss: 0.0121	LR: 0.000800
Training Epoch: 5 [768/55500]	Loss: 0.0056	LR: 0.000800
Training Epoch: 5 [1024/55500]	Loss: 0.0048	LR: 0.000800
Training Epoch: 5 [1280/55500]	Loss: 0.0078	LR: 0.000800
Training Epoch: 5 [1536/55500]	Loss: 0.0079	LR: 0.000800
Training Epoch: 5 [1792/55500]	Loss: 0.0030	LR: 0.000800
Training Epoch: 5 [2048/55500]	Loss: 0.0049	LR: 0.000800
Training Epoch: 5 [2304/55500]	Loss: 0.0078	LR: 0.000800
Training Epoch: 5 [2560/55500]	Loss: 0.0115	LR: 0.000800
Training Epoch: 5 [2816/55500]	Loss: 0.0029	LR: 0.000800
Training Epoch: 5 [3072/55500]	Loss: 0.0055	LR: 0.000800
Training Epoch: 5 [3328/55500]	Loss: 0.0035	LR: 0.000800
Training Epoch: 5 [3584/55500]	Loss: 0.0105	LR: 0.000800
Training Epoch: 5 [3840/55500]	Loss: 0.0441	LR: 0.000800
Training Epoch: 5 [4096/55500]	Loss: 0.0156	LR: 0.000800
Training Epoch: 5 [4352/55500]	Loss: 0.0047	LR: 0.000800
Training Epoch: 5 [4608/55500]	Loss: 0.0141	LR: 0.000800
Training Epoch: 5 [4864/55500]	Loss: 0.0081	LR: 0.000800
Training Epoch: 5 [5120/55500]	Loss: 0.0145	LR: 0.000800
Training Epoch: 5 [5376/55500]	Loss: 0.0114	LR: 0.000800
Training Epoch: 5 [5632/55500]	Loss: 0.0036	LR: 0.000800
Training Epoch: 5 [5888/55500]	Loss: 0.0171	LR: 0.000800
Training Epoch: 5 [6144/55500]	Loss: 0.0094	LR: 0.000800
Training Epoch: 5 [6400/55500]	Loss: 0.0215	LR: 0.000800
Training Epoch: 5 [6656/55500]	Loss: 0.0232	LR: 0.000800
Training Epoch: 5 [6912/55500]	Loss: 0.0074	LR: 0.000800
Training Epoch: 5 [7168/55500]	Loss: 0.0258	LR: 0.000800
Training Epoch: 5 [7424/55500]	Loss: 0.0073	LR: 0.000800
Training Epoch: 5 [7680/55500]	Loss: 0.0141	LR: 0.000800
Training Epoch: 5 [7936/55500]	Loss: 0.0186	LR: 0.000800
Training Epoch: 5 [8192/55500]	Loss: 0.0073	LR: 0.000800
Training Epoch: 5 [8448/55500]	Loss: 0.0307	LR: 0.000800
Training Epoch: 5 [8704/55500]	Loss: 0.0070	LR: 0.000800
Training Epoch: 5 [8960/55500]	Loss: 0.0145	LR: 0.000800
Training Epoch: 5 [9216/55500]	Loss: 0.0043	LR: 0.000800
Training Epoch: 5 [9472/55500]	Loss: 0.0250	LR: 0.000800
Training Epoch: 5 [9728/55500]	Loss: 0.0145	LR: 0.000800
Training Epoch: 5 [9984/55500]	Loss: 0.0028	LR: 0.000800
Training Epoch: 5 [10240/55500]	Loss: 0.0049	LR: 0.000800
Training Epoch: 5 [10496/55500]	Loss: 0.0052	LR: 0.000800
Training Epoch: 5 [10752/55500]	Loss: 0.0068	LR: 0.000800
Training Epoch: 5 [11008/55500]	Loss: 0.0159	LR: 0.000800
Training Epoch: 5 [11264/55500]	Loss: 0.0110	LR: 0.000800
Training Epoch: 5 [11520/55500]	Loss: 0.0091	LR: 0.000800
Training Epoch: 5 [11776/55500]	Loss: 0.0294	LR: 0.000800
Training Epoch: 5 [12032/55500]	Loss: 0.0058	LR: 0.000800
Training Epoch: 5 [12288/55500]	Loss: 0.0413	LR: 0.000800
Training Epoch: 5 [12544/55500]	Loss: 0.0080	LR: 0.000800
Training Epoch: 5 [12800/55500]	Loss: 0.0250	LR: 0.000800
Training Epoch: 5 [13056/55500]	Loss: 0.0132	LR: 0.000800
Training Epoch: 5 [13312/55500]	Loss: 0.0092	LR: 0.000800
Training Epoch: 5 [13568/55500]	Loss: 0.0299	LR: 0.000800
Training Epoch: 5 [13824/55500]	Loss: 0.0052	LR: 0.000800
Training Epoch: 5 [14080/55500]	Loss: 0.0160	LR: 0.000800
Training Epoch: 5 [14336/55500]	Loss: 0.0229	LR: 0.000800
Training Epoch: 5 [14592/55500]	Loss: 0.0208	LR: 0.000800
Training Epoch: 5 [14848/55500]	Loss: 0.0161	LR: 0.000800
Training Epoch: 5 [15104/55500]	Loss: 0.0465	LR: 0.000800
Training Epoch: 5 [15360/55500]	Loss: 0.0427	LR: 0.000800
Training Epoch: 5 [15616/55500]	Loss: 0.0062	LR: 0.000800
Training Epoch: 5 [15872/55500]	Loss: 0.0079	LR: 0.000800
Training Epoch: 5 [16128/55500]	Loss: 0.0119	LR: 0.000800
Training Epoch: 5 [16384/55500]	Loss: 0.0071	LR: 0.000800
Training Epoch: 5 [16640/55500]	Loss: 0.0183	LR: 0.000800
Training Epoch: 5 [16896/55500]	Loss: 0.0233	LR: 0.000800
Training Epoch: 5 [17152/55500]	Loss: 0.0702	LR: 0.000800
Training Epoch: 5 [17408/55500]	Loss: 0.0118	LR: 0.000800
Training Epoch: 5 [17664/55500]	Loss: 0.0021	LR: 0.000800
Training Epoch: 5 [17920/55500]	Loss: 0.0041	LR: 0.000800
Training Epoch: 5 [18176/55500]	Loss: 0.0034	LR: 0.000800
Training Epoch: 5 [18432/55500]	Loss: 0.0184	LR: 0.000800
Training Epoch: 5 [18688/55500]	Loss: 0.0146	LR: 0.000800
Training Epoch: 5 [18944/55500]	Loss: 0.0152	LR: 0.000800
Training Epoch: 5 [19200/55500]	Loss: 0.0129	LR: 0.000800
Training Epoch: 5 [19456/55500]	Loss: 0.0058	LR: 0.000800
Training Epoch: 5 [19712/55500]	Loss: 0.0139	LR: 0.000800
Training Epoch: 5 [19968/55500]	Loss: 0.0116	LR: 0.000800
Training Epoch: 5 [20224/55500]	Loss: 0.0217	LR: 0.000800
Training Epoch: 5 [20480/55500]	Loss: 0.0131	LR: 0.000800
Training Epoch: 5 [20736/55500]	Loss: 0.0057	LR: 0.000800
Training Epoch: 5 [20992/55500]	Loss: 0.0094	LR: 0.000800
Training Epoch: 5 [21248/55500]	Loss: 0.0329	LR: 0.000800
Training Epoch: 5 [21504/55500]	Loss: 0.0262	LR: 0.000800
Training Epoch: 5 [21760/55500]	Loss: 0.0289	LR: 0.000800
Training Epoch: 5 [22016/55500]	Loss: 0.0220	LR: 0.000800
Training Epoch: 5 [22272/55500]	Loss: 0.0070	LR: 0.000800
Training Epoch: 5 [22528/55500]	Loss: 0.0054	LR: 0.000800
Training Epoch: 5 [22784/55500]	Loss: 0.0162	LR: 0.000800
Training Epoch: 5 [23040/55500]	Loss: 0.0107	LR: 0.000800
Training Epoch: 5 [23296/55500]	Loss: 0.0055	LR: 0.000800
Training Epoch: 5 [23552/55500]	Loss: 0.0064	LR: 0.000800
Training Epoch: 5 [23808/55500]	Loss: 0.0048	LR: 0.000800
Training Epoch: 5 [24064/55500]	Loss: 0.0081	LR: 0.000800
Training Epoch: 5 [24320/55500]	Loss: 0.0157	LR: 0.000800
Training Epoch: 5 [24576/55500]	Loss: 0.0302	LR: 0.000800
Training Epoch: 5 [24832/55500]	Loss: 0.0022	LR: 0.000800
Training Epoch: 5 [25088/55500]	Loss: 0.0081	LR: 0.000800
Training Epoch: 5 [25344/55500]	Loss: 0.0100	LR: 0.000800
Training Epoch: 5 [25600/55500]	Loss: 0.0226	LR: 0.000800
Training Epoch: 5 [25856/55500]	Loss: 0.0067	LR: 0.000800
Training Epoch: 5 [26112/55500]	Loss: 0.0066	LR: 0.000800
Training Epoch: 5 [26368/55500]	Loss: 0.0093	LR: 0.000800
Training Epoch: 5 [26624/55500]	Loss: 0.0105	LR: 0.000800
Training Epoch: 5 [26880/55500]	Loss: 0.0154	LR: 0.000800
Training Epoch: 5 [27136/55500]	Loss: 0.0225	LR: 0.000800
Training Epoch: 5 [27392/55500]	Loss: 0.0248	LR: 0.000800
Training Epoch: 5 [27648/55500]	Loss: 0.0159	LR: 0.000800
Training Epoch: 5 [27904/55500]	Loss: 0.0041	LR: 0.000800
Training Epoch: 5 [28160/55500]	Loss: 0.0069	LR: 0.000800
Training Epoch: 5 [28416/55500]	Loss: 0.0139	LR: 0.000800
Training Epoch: 5 [28672/55500]	Loss: 0.0074	LR: 0.000800
Training Epoch: 5 [28928/55500]	Loss: 0.0027	LR: 0.000800
Training Epoch: 5 [29184/55500]	Loss: 0.0139	LR: 0.000800
Training Epoch: 5 [29440/55500]	Loss: 0.0066	LR: 0.000800
Training Epoch: 5 [29696/55500]	Loss: 0.0040	LR: 0.000800
Training Epoch: 5 [29952/55500]	Loss: 0.0058	LR: 0.000800
Training Epoch: 5 [30208/55500]	Loss: 0.0042	LR: 0.000800
Training Epoch: 5 [30464/55500]	Loss: 0.0157	LR: 0.000800
Training Epoch: 5 [30720/55500]	Loss: 0.0097	LR: 0.000800
Training Epoch: 5 [30976/55500]	Loss: 0.0445	LR: 0.000800
Training Epoch: 5 [31232/55500]	Loss: 0.0141	LR: 0.000800
Training Epoch: 5 [31488/55500]	Loss: 0.0114	LR: 0.000800
Training Epoch: 5 [31744/55500]	Loss: 0.0040	LR: 0.000800
Training Epoch: 5 [32000/55500]	Loss: 0.0103	LR: 0.000800
Training Epoch: 5 [32256/55500]	Loss: 0.0248	LR: 0.000800
Training Epoch: 5 [32512/55500]	Loss: 0.0092	LR: 0.000800
Training Epoch: 5 [32768/55500]	Loss: 0.0152	LR: 0.000800
Training Epoch: 5 [33024/55500]	Loss: 0.0120	LR: 0.000800
Training Epoch: 5 [33280/55500]	Loss: 0.0067	LR: 0.000800
Training Epoch: 5 [33536/55500]	Loss: 0.0084	LR: 0.000800
Training Epoch: 5 [33792/55500]	Loss: 0.0286	LR: 0.000800
Training Epoch: 5 [34048/55500]	Loss: 0.0118	LR: 0.000800
Training Epoch: 5 [34304/55500]	Loss: 0.0034	LR: 0.000800
Training Epoch: 5 [34560/55500]	Loss: 0.0022	LR: 0.000800
Training Epoch: 5 [34816/55500]	Loss: 0.0137	LR: 0.000800
Training Epoch: 5 [35072/55500]	Loss: 0.0235	LR: 0.000800
Training Epoch: 5 [35328/55500]	Loss: 0.0073	LR: 0.000800
Training Epoch: 5 [35584/55500]	Loss: 0.0445	LR: 0.000800
Training Epoch: 5 [35840/55500]	Loss: 0.0280	LR: 0.000800
Training Epoch: 5 [36096/55500]	Loss: 0.0238	LR: 0.000800
Training Epoch: 5 [36352/55500]	Loss: 0.0197	LR: 0.000800
Training Epoch: 5 [36608/55500]	Loss: 0.0032	LR: 0.000800
Training Epoch: 5 [36864/55500]	Loss: 0.0157	LR: 0.000800
Training Epoch: 5 [37120/55500]	Loss: 0.0045	LR: 0.000800
Training Epoch: 5 [37376/55500]	Loss: 0.0140	LR: 0.000800
Training Epoch: 5 [37632/55500]	Loss: 0.0044	LR: 0.000800
Training Epoch: 5 [37888/55500]	Loss: 0.0229	LR: 0.000800
Training Epoch: 5 [38144/55500]	Loss: 0.0814	LR: 0.000800
Training Epoch: 5 [38400/55500]	Loss: 0.0132	LR: 0.000800
Training Epoch: 5 [38656/55500]	Loss: 0.0052	LR: 0.000800
Training Epoch: 5 [38912/55500]	Loss: 0.0030	LR: 0.000800
Training Epoch: 5 [39168/55500]	Loss: 0.0068	LR: 0.000800
Training Epoch: 5 [39424/55500]	Loss: 0.0099	LR: 0.000800
Training Epoch: 5 [39680/55500]	Loss: 0.0235	LR: 0.000800
Training Epoch: 5 [39936/55500]	Loss: 0.0360	LR: 0.000800
Training Epoch: 5 [40192/55500]	Loss: 0.0072	LR: 0.000800
Training Epoch: 5 [40448/55500]	Loss: 0.0072	LR: 0.000800
Training Epoch: 5 [40704/55500]	Loss: 0.0232	LR: 0.000800
Training Epoch: 5 [40960/55500]	Loss: 0.0157	LR: 0.000800
Training Epoch: 5 [41216/55500]	Loss: 0.0162	LR: 0.000800
Training Epoch: 5 [41472/55500]	Loss: 0.0062	LR: 0.000800
Training Epoch: 5 [41728/55500]	Loss: 0.0036	LR: 0.000800
Training Epoch: 5 [41984/55500]	Loss: 0.0032	LR: 0.000800
Training Epoch: 5 [42240/55500]	Loss: 0.0222	LR: 0.000800
Training Epoch: 5 [42496/55500]	Loss: 0.0037	LR: 0.000800
Training Epoch: 5 [42752/55500]	Loss: 0.0178	LR: 0.000800
Training Epoch: 5 [43008/55500]	Loss: 0.0048	LR: 0.000800
Training Epoch: 5 [43264/55500]	Loss: 0.0018	LR: 0.000800
Training Epoch: 5 [43520/55500]	Loss: 0.0345	LR: 0.000800
Training Epoch: 5 [43776/55500]	Loss: 0.0158	LR: 0.000800
Training Epoch: 5 [44032/55500]	Loss: 0.0057	LR: 0.000800
Training Epoch: 5 [44288/55500]	Loss: 0.0265	LR: 0.000800
Training Epoch: 5 [44544/55500]	Loss: 0.0254	LR: 0.000800
Training Epoch: 5 [44800/55500]	Loss: 0.0288	LR: 0.000800
Training Epoch: 5 [45056/55500]	Loss: 0.0286	LR: 0.000800
Training Epoch: 5 [45312/55500]	Loss: 0.0135	LR: 0.000800
Training Epoch: 5 [45568/55500]	Loss: 0.0031	LR: 0.000800
Training Epoch: 5 [45824/55500]	Loss: 0.0040	LR: 0.000800
Training Epoch: 5 [46080/55500]	Loss: 0.0070	LR: 0.000800
Training Epoch: 5 [46336/55500]	Loss: 0.0060	LR: 0.000800
Training Epoch: 5 [46592/55500]	Loss: 0.0020	LR: 0.000800
Training Epoch: 5 [46848/55500]	Loss: 0.0153	LR: 0.000800
Training Epoch: 5 [47104/55500]	Loss: 0.0143	LR: 0.000800
Training Epoch: 5 [47360/55500]	Loss: 0.0168	LR: 0.000800
Training Epoch: 5 [47616/55500]	Loss: 0.0059	LR: 0.000800
Training Epoch: 5 [47872/55500]	Loss: 0.0164	LR: 0.000800
Training Epoch: 5 [48128/55500]	Loss: 0.0145	LR: 0.000800
Training Epoch: 5 [48384/55500]	Loss: 0.0126	LR: 0.000800
Training Epoch: 5 [48640/55500]	Loss: 0.0198	LR: 0.000800
Training Epoch: 5 [48896/55500]	Loss: 0.0186	LR: 0.000800
Training Epoch: 5 [49152/55500]	Loss: 0.0217	LR: 0.000800
Training Epoch: 5 [49408/55500]	Loss: 0.0179	LR: 0.000800
Training Epoch: 5 [49664/55500]	Loss: 0.0110	LR: 0.000800
Training Epoch: 5 [49920/55500]	Loss: 0.0106	LR: 0.000800
Training Epoch: 5 [50176/55500]	Loss: 0.0252	LR: 0.000800
Training Epoch: 5 [50432/55500]	Loss: 0.0047	LR: 0.000800
Training Epoch: 5 [50688/55500]	Loss: 0.0060	LR: 0.000800
Training Epoch: 5 [50944/55500]	Loss: 0.0156	LR: 0.000800
Training Epoch: 5 [51200/55500]	Loss: 0.0147	LR: 0.000800
Training Epoch: 5 [51456/55500]	Loss: 0.0085	LR: 0.000800
Training Epoch: 5 [51712/55500]	Loss: 0.0121	LR: 0.000800
Training Epoch: 5 [51968/55500]	Loss: 0.0389	LR: 0.000800
Training Epoch: 5 [52224/55500]	Loss: 0.0190	LR: 0.000800
Training Epoch: 5 [52480/55500]	Loss: 0.0119	LR: 0.000800
Training Epoch: 5 [52736/55500]	Loss: 0.0135	LR: 0.000800
Training Epoch: 5 [52992/55500]	Loss: 0.0137	LR: 0.000800
Training Epoch: 5 [53248/55500]	Loss: 0.0159	LR: 0.000800
Training Epoch: 5 [53504/55500]	Loss: 0.0287	LR: 0.000800
Training Epoch: 5 [53760/55500]	Loss: 0.0563	LR: 0.000800
Training Epoch: 5 [54016/55500]	Loss: 0.0116	LR: 0.000800
Training Epoch: 5 [54272/55500]	Loss: 0.0471	LR: 0.000800
Training Epoch: 5 [54528/55500]	Loss: 0.0190	LR: 0.000800
Training Epoch: 5 [54784/55500]	Loss: 0.0149	LR: 0.000800
Training Epoch: 5 [55040/55500]	Loss: 0.0079	LR: 0.000800
Training Epoch: 5 [55296/55500]	Loss: 0.0263	LR: 0.000800
Training Epoch: 5 [55500/55500]	Loss: 0.0305	LR: 0.000800
Epoch 5 - Average Train Loss: 0.0148, Train Accuracy: 0.9955
Epoch 5 training time consumed: 39.07s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0000, Accuracy: 0.9958, Time consumed:1.54s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_19h_43m_36s/ResNet18-Mnist-seed4-ret25-5-best.pth
Valid (Test) Dl:  10000
Train Dl:  60000
Retain Train Dl:  55500
Forget Train Dl:  4500
Retain Valid Dl:  55500
Forget Valid Dl:  4500
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 4500 samples
Set1 Distribution: 4500 samples
Set2 Distribution: 4500 samples
Set1 Distribution: 4500 samples
Set2 Distribution: 4500 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 99.58984375
Retain Accuracy: 99.55717468261719
Zero-Retain Forget (ZRF): 0.7352410554885864
Membership Inference Attack (MIA): 0.8777777777777778
Forget vs Retain Membership Inference Attack (MIA): 0.5222222222222223
Forget vs Test Membership Inference Attack (MIA): 0.49833333333333335
Test vs Retain Membership Inference Attack (MIA): 0.52
Train vs Test Membership Inference Attack (MIA): 0.498
Forget Set Accuracy (Df): 99.20877838134766
Method Execution Time: 1354.25 seconds
