
📌S Retain class distribution for seed 7:
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 7:
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: 2.3884	LR: 0.000000
Training Epoch: 1 [512/55500]	Loss: 2.4066	LR: 0.000461
Training Epoch: 1 [768/55500]	Loss: 2.4479	LR: 0.000922
Training Epoch: 1 [1024/55500]	Loss: 2.3938	LR: 0.001382
Training Epoch: 1 [1280/55500]	Loss: 2.3404	LR: 0.001843
Training Epoch: 1 [1536/55500]	Loss: 2.2434	LR: 0.002304
Training Epoch: 1 [1792/55500]	Loss: 2.1805	LR: 0.002765
Training Epoch: 1 [2048/55500]	Loss: 2.1566	LR: 0.003226
Training Epoch: 1 [2304/55500]	Loss: 2.0320	LR: 0.003687
Training Epoch: 1 [2560/55500]	Loss: 2.0656	LR: 0.004147
Training Epoch: 1 [2816/55500]	Loss: 1.9945	LR: 0.004608
Training Epoch: 1 [3072/55500]	Loss: 1.8294	LR: 0.005069
Training Epoch: 1 [3328/55500]	Loss: 1.9551	LR: 0.005530
Training Epoch: 1 [3584/55500]	Loss: 1.7357	LR: 0.005991
Training Epoch: 1 [3840/55500]	Loss: 1.5784	LR: 0.006452
Training Epoch: 1 [4096/55500]	Loss: 1.3880	LR: 0.006912
Training Epoch: 1 [4352/55500]	Loss: 1.3486	LR: 0.007373
Training Epoch: 1 [4608/55500]	Loss: 1.3050	LR: 0.007834
Training Epoch: 1 [4864/55500]	Loss: 1.2854	LR: 0.008295
Training Epoch: 1 [5120/55500]	Loss: 1.0912	LR: 0.008756
Training Epoch: 1 [5376/55500]	Loss: 0.9692	LR: 0.009217
Training Epoch: 1 [5632/55500]	Loss: 0.8618	LR: 0.009677
Training Epoch: 1 [5888/55500]	Loss: 0.6586	LR: 0.010138
Training Epoch: 1 [6144/55500]	Loss: 0.6739	LR: 0.010599
Training Epoch: 1 [6400/55500]	Loss: 0.5675	LR: 0.011060
Training Epoch: 1 [6656/55500]	Loss: 0.4633	LR: 0.011521
Training Epoch: 1 [6912/55500]	Loss: 0.3753	LR: 0.011982
Training Epoch: 1 [7168/55500]	Loss: 0.3745	LR: 0.012442
Training Epoch: 1 [7424/55500]	Loss: 0.3816	LR: 0.012903
Training Epoch: 1 [7680/55500]	Loss: 0.2909	LR: 0.013364
Training Epoch: 1 [7936/55500]	Loss: 0.2702	LR: 0.013825
Training Epoch: 1 [8192/55500]	Loss: 0.3135	LR: 0.014286
Training Epoch: 1 [8448/55500]	Loss: 0.2732	LR: 0.014747
Training Epoch: 1 [8704/55500]	Loss: 0.1656	LR: 0.015207
Training Epoch: 1 [8960/55500]	Loss: 0.2530	LR: 0.015668
Training Epoch: 1 [9216/55500]	Loss: 0.1959	LR: 0.016129
Training Epoch: 1 [9472/55500]	Loss: 0.1707	LR: 0.016590
Training Epoch: 1 [9728/55500]	Loss: 0.1457	LR: 0.017051
Training Epoch: 1 [9984/55500]	Loss: 0.1997	LR: 0.017512
Training Epoch: 1 [10240/55500]	Loss: 0.1834	LR: 0.017972
Training Epoch: 1 [10496/55500]	Loss: 0.1694	LR: 0.018433
Training Epoch: 1 [10752/55500]	Loss: 0.1780	LR: 0.018894
Training Epoch: 1 [11008/55500]	Loss: 0.1367	LR: 0.019355
Training Epoch: 1 [11264/55500]	Loss: 0.1079	LR: 0.019816
Training Epoch: 1 [11520/55500]	Loss: 0.2626	LR: 0.020276
Training Epoch: 1 [11776/55500]	Loss: 0.1208	LR: 0.020737
Training Epoch: 1 [12032/55500]	Loss: 0.2489	LR: 0.021198
Training Epoch: 1 [12288/55500]	Loss: 0.1266	LR: 0.021659
Training Epoch: 1 [12544/55500]	Loss: 0.1781	LR: 0.022120
Training Epoch: 1 [12800/55500]	Loss: 0.1564	LR: 0.022581
Training Epoch: 1 [13056/55500]	Loss: 0.0918	LR: 0.023041
Training Epoch: 1 [13312/55500]	Loss: 0.1165	LR: 0.023502
Training Epoch: 1 [13568/55500]	Loss: 0.2341	LR: 0.023963
Training Epoch: 1 [13824/55500]	Loss: 0.2306	LR: 0.024424
Training Epoch: 1 [14080/55500]	Loss: 0.1559	LR: 0.024885
Training Epoch: 1 [14336/55500]	Loss: 0.1625	LR: 0.025346
Training Epoch: 1 [14592/55500]	Loss: 0.0825	LR: 0.025806
Training Epoch: 1 [14848/55500]	Loss: 0.1778	LR: 0.026267
Training Epoch: 1 [15104/55500]	Loss: 0.0803	LR: 0.026728
Training Epoch: 1 [15360/55500]	Loss: 0.1304	LR: 0.027189
Training Epoch: 1 [15616/55500]	Loss: 0.0969	LR: 0.027650
Training Epoch: 1 [15872/55500]	Loss: 0.1255	LR: 0.028111
Training Epoch: 1 [16128/55500]	Loss: 0.1415	LR: 0.028571
Training Epoch: 1 [16384/55500]	Loss: 0.1568	LR: 0.029032
Training Epoch: 1 [16640/55500]	Loss: 0.1383	LR: 0.029493
Training Epoch: 1 [16896/55500]	Loss: 0.2072	LR: 0.029954
Training Epoch: 1 [17152/55500]	Loss: 0.1143	LR: 0.030415
Training Epoch: 1 [17408/55500]	Loss: 0.0541	LR: 0.030876
Training Epoch: 1 [17664/55500]	Loss: 0.1480	LR: 0.031336
Training Epoch: 1 [17920/55500]	Loss: 0.0939	LR: 0.031797
Training Epoch: 1 [18176/55500]	Loss: 0.1197	LR: 0.032258
Training Epoch: 1 [18432/55500]	Loss: 0.0758	LR: 0.032719
Training Epoch: 1 [18688/55500]	Loss: 0.1233	LR: 0.033180
Training Epoch: 1 [18944/55500]	Loss: 0.1000	LR: 0.033641
Training Epoch: 1 [19200/55500]	Loss: 0.1456	LR: 0.034101
Training Epoch: 1 [19456/55500]	Loss: 0.1108	LR: 0.034562
Training Epoch: 1 [19712/55500]	Loss: 0.0849	LR: 0.035023
Training Epoch: 1 [19968/55500]	Loss: 0.1346	LR: 0.035484
Training Epoch: 1 [20224/55500]	Loss: 0.0568	LR: 0.035945
Training Epoch: 1 [20480/55500]	Loss: 0.0975	LR: 0.036406
Training Epoch: 1 [20736/55500]	Loss: 0.0891	LR: 0.036866
Training Epoch: 1 [20992/55500]	Loss: 0.0565	LR: 0.037327
Training Epoch: 1 [21248/55500]	Loss: 0.0975	LR: 0.037788
Training Epoch: 1 [21504/55500]	Loss: 0.1173	LR: 0.038249
Training Epoch: 1 [21760/55500]	Loss: 0.1216	LR: 0.038710
Training Epoch: 1 [22016/55500]	Loss: 0.1564	LR: 0.039171
Training Epoch: 1 [22272/55500]	Loss: 0.1126	LR: 0.039631
Training Epoch: 1 [22528/55500]	Loss: 0.0864	LR: 0.040092
Training Epoch: 1 [22784/55500]	Loss: 0.0453	LR: 0.040553
Training Epoch: 1 [23040/55500]	Loss: 0.1238	LR: 0.041014
Training Epoch: 1 [23296/55500]	Loss: 0.1197	LR: 0.041475
Training Epoch: 1 [23552/55500]	Loss: 0.1408	LR: 0.041935
Training Epoch: 1 [23808/55500]	Loss: 0.0261	LR: 0.042396
Training Epoch: 1 [24064/55500]	Loss: 0.0934	LR: 0.042857
Training Epoch: 1 [24320/55500]	Loss: 0.0875	LR: 0.043318
Training Epoch: 1 [24576/55500]	Loss: 0.1196	LR: 0.043779
Training Epoch: 1 [24832/55500]	Loss: 0.0640	LR: 0.044240
Training Epoch: 1 [25088/55500]	Loss: 0.0387	LR: 0.044700
Training Epoch: 1 [25344/55500]	Loss: 0.0738	LR: 0.045161
Training Epoch: 1 [25600/55500]	Loss: 0.1357	LR: 0.045622
Training Epoch: 1 [25856/55500]	Loss: 0.0592	LR: 0.046083
Training Epoch: 1 [26112/55500]	Loss: 0.0385	LR: 0.046544
Training Epoch: 1 [26368/55500]	Loss: 0.0502	LR: 0.047005
Training Epoch: 1 [26624/55500]	Loss: 0.0782	LR: 0.047465
Training Epoch: 1 [26880/55500]	Loss: 0.0814	LR: 0.047926
Training Epoch: 1 [27136/55500]	Loss: 0.0493	LR: 0.048387
Training Epoch: 1 [27392/55500]	Loss: 0.0614	LR: 0.048848
Training Epoch: 1 [27648/55500]	Loss: 0.0670	LR: 0.049309
Training Epoch: 1 [27904/55500]	Loss: 0.0856	LR: 0.049770
Training Epoch: 1 [28160/55500]	Loss: 0.0596	LR: 0.050230
Training Epoch: 1 [28416/55500]	Loss: 0.0707	LR: 0.050691
Training Epoch: 1 [28672/55500]	Loss: 0.0598	LR: 0.051152
Training Epoch: 1 [28928/55500]	Loss: 0.0522	LR: 0.051613
Training Epoch: 1 [29184/55500]	Loss: 0.0799	LR: 0.052074
Training Epoch: 1 [29440/55500]	Loss: 0.0828	LR: 0.052535
Training Epoch: 1 [29696/55500]	Loss: 0.1102	LR: 0.052995
Training Epoch: 1 [29952/55500]	Loss: 0.0708	LR: 0.053456
Training Epoch: 1 [30208/55500]	Loss: 0.0476	LR: 0.053917
Training Epoch: 1 [30464/55500]	Loss: 0.0904	LR: 0.054378
Training Epoch: 1 [30720/55500]	Loss: 0.0636	LR: 0.054839
Training Epoch: 1 [30976/55500]	Loss: 0.0497	LR: 0.055300
Training Epoch: 1 [31232/55500]	Loss: 0.0598	LR: 0.055760
Training Epoch: 1 [31488/55500]	Loss: 0.1086	LR: 0.056221
Training Epoch: 1 [31744/55500]	Loss: 0.0942	LR: 0.056682
Training Epoch: 1 [32000/55500]	Loss: 0.0698	LR: 0.057143
Training Epoch: 1 [32256/55500]	Loss: 0.0438	LR: 0.057604
Training Epoch: 1 [32512/55500]	Loss: 0.0981	LR: 0.058065
Training Epoch: 1 [32768/55500]	Loss: 0.1214	LR: 0.058525
Training Epoch: 1 [33024/55500]	Loss: 0.1601	LR: 0.058986
Training Epoch: 1 [33280/55500]	Loss: 0.0396	LR: 0.059447
Training Epoch: 1 [33536/55500]	Loss: 0.0994	LR: 0.059908
Training Epoch: 1 [33792/55500]	Loss: 0.1307	LR: 0.060369
Training Epoch: 1 [34048/55500]	Loss: 0.1317	LR: 0.060829
Training Epoch: 1 [34304/55500]	Loss: 0.1389	LR: 0.061290
Training Epoch: 1 [34560/55500]	Loss: 0.1208	LR: 0.061751
Training Epoch: 1 [34816/55500]	Loss: 0.1338	LR: 0.062212
Training Epoch: 1 [35072/55500]	Loss: 0.1043	LR: 0.062673
Training Epoch: 1 [35328/55500]	Loss: 0.1230	LR: 0.063134
Training Epoch: 1 [35584/55500]	Loss: 0.0768	LR: 0.063594
Training Epoch: 1 [35840/55500]	Loss: 0.0989	LR: 0.064055
Training Epoch: 1 [36096/55500]	Loss: 0.0674	LR: 0.064516
Training Epoch: 1 [36352/55500]	Loss: 0.1905	LR: 0.064977
Training Epoch: 1 [36608/55500]	Loss: 0.1062	LR: 0.065438
Training Epoch: 1 [36864/55500]	Loss: 0.0300	LR: 0.065899
Training Epoch: 1 [37120/55500]	Loss: 0.0407	LR: 0.066359
Training Epoch: 1 [37376/55500]	Loss: 0.0842	LR: 0.066820
Training Epoch: 1 [37632/55500]	Loss: 0.0608	LR: 0.067281
Training Epoch: 1 [37888/55500]	Loss: 0.0719	LR: 0.067742
Training Epoch: 1 [38144/55500]	Loss: 0.1322	LR: 0.068203
Training Epoch: 1 [38400/55500]	Loss: 0.0700	LR: 0.068664
Training Epoch: 1 [38656/55500]	Loss: 0.0740	LR: 0.069124
Training Epoch: 1 [38912/55500]	Loss: 0.0860	LR: 0.069585
Training Epoch: 1 [39168/55500]	Loss: 0.0906	LR: 0.070046
Training Epoch: 1 [39424/55500]	Loss: 0.1012	LR: 0.070507
Training Epoch: 1 [39680/55500]	Loss: 0.1866	LR: 0.070968
Training Epoch: 1 [39936/55500]	Loss: 0.0810	LR: 0.071429
Training Epoch: 1 [40192/55500]	Loss: 0.0622	LR: 0.071889
Training Epoch: 1 [40448/55500]	Loss: 0.0635	LR: 0.072350
Training Epoch: 1 [40704/55500]	Loss: 0.1009	LR: 0.072811
Training Epoch: 1 [40960/55500]	Loss: 0.0711	LR: 0.073272
Training Epoch: 1 [41216/55500]	Loss: 0.0766	LR: 0.073733
Training Epoch: 1 [41472/55500]	Loss: 0.1505	LR: 0.074194
Training Epoch: 1 [41728/55500]	Loss: 0.0846	LR: 0.074654
Training Epoch: 1 [41984/55500]	Loss: 0.1151	LR: 0.075115
Training Epoch: 1 [42240/55500]	Loss: 0.2073	LR: 0.075576
Training Epoch: 1 [42496/55500]	Loss: 0.0942	LR: 0.076037
Training Epoch: 1 [42752/55500]	Loss: 0.0788	LR: 0.076498
Training Epoch: 1 [43008/55500]	Loss: 0.0548	LR: 0.076959
Training Epoch: 1 [43264/55500]	Loss: 0.0483	LR: 0.077419
Training Epoch: 1 [43520/55500]	Loss: 0.1563	LR: 0.077880
Training Epoch: 1 [43776/55500]	Loss: 0.0423	LR: 0.078341
Training Epoch: 1 [44032/55500]	Loss: 0.0599	LR: 0.078802
Training Epoch: 1 [44288/55500]	Loss: 0.0870	LR: 0.079263
Training Epoch: 1 [44544/55500]	Loss: 0.1051	LR: 0.079724
Training Epoch: 1 [44800/55500]	Loss: 0.0621	LR: 0.080184
Training Epoch: 1 [45056/55500]	Loss: 0.1355	LR: 0.080645
Training Epoch: 1 [45312/55500]	Loss: 0.1458	LR: 0.081106
Training Epoch: 1 [45568/55500]	Loss: 0.0793	LR: 0.081567
Training Epoch: 1 [45824/55500]	Loss: 0.1000	LR: 0.082028
Training Epoch: 1 [46080/55500]	Loss: 0.1047	LR: 0.082488
Training Epoch: 1 [46336/55500]	Loss: 0.0520	LR: 0.082949
Training Epoch: 1 [46592/55500]	Loss: 0.1088	LR: 0.083410
Training Epoch: 1 [46848/55500]	Loss: 0.0813	LR: 0.083871
Training Epoch: 1 [47104/55500]	Loss: 0.0324	LR: 0.084332
Training Epoch: 1 [47360/55500]	Loss: 0.0834	LR: 0.084793
Training Epoch: 1 [47616/55500]	Loss: 0.1265	LR: 0.085253
Training Epoch: 1 [47872/55500]	Loss: 0.0826	LR: 0.085714
Training Epoch: 1 [48128/55500]	Loss: 0.0327	LR: 0.086175
Training Epoch: 1 [48384/55500]	Loss: 0.0577	LR: 0.086636
Training Epoch: 1 [48640/55500]	Loss: 0.0633	LR: 0.087097
Training Epoch: 1 [48896/55500]	Loss: 0.0627	LR: 0.087558
Training Epoch: 1 [49152/55500]	Loss: 0.1215	LR: 0.088018
Training Epoch: 1 [49408/55500]	Loss: 0.0840	LR: 0.088479
Training Epoch: 1 [49664/55500]	Loss: 0.0431	LR: 0.088940
Training Epoch: 1 [49920/55500]	Loss: 0.0812	LR: 0.089401
Training Epoch: 1 [50176/55500]	Loss: 0.0615	LR: 0.089862
Training Epoch: 1 [50432/55500]	Loss: 0.0578	LR: 0.090323
Training Epoch: 1 [50688/55500]	Loss: 0.0867	LR: 0.090783
Training Epoch: 1 [50944/55500]	Loss: 0.1039	LR: 0.091244
Training Epoch: 1 [51200/55500]	Loss: 0.0680	LR: 0.091705
Training Epoch: 1 [51456/55500]	Loss: 0.0755	LR: 0.092166
Training Epoch: 1 [51712/55500]	Loss: 0.0613	LR: 0.092627
Training Epoch: 1 [51968/55500]	Loss: 0.0865	LR: 0.093088
Training Epoch: 1 [52224/55500]	Loss: 0.0869	LR: 0.093548
Training Epoch: 1 [52480/55500]	Loss: 0.0464	LR: 0.094009
Training Epoch: 1 [52736/55500]	Loss: 0.0600	LR: 0.094470
Training Epoch: 1 [52992/55500]	Loss: 0.0889	LR: 0.094931
Training Epoch: 1 [53248/55500]	Loss: 0.0925	LR: 0.095392
Training Epoch: 1 [53504/55500]	Loss: 0.0954	LR: 0.095853
Training Epoch: 1 [53760/55500]	Loss: 0.0283	LR: 0.096313
Training Epoch: 1 [54016/55500]	Loss: 0.0871	LR: 0.096774
Training Epoch: 1 [54272/55500]	Loss: 0.0519	LR: 0.097235
Training Epoch: 1 [54528/55500]	Loss: 0.0445	LR: 0.097696
Training Epoch: 1 [54784/55500]	Loss: 0.0923	LR: 0.098157
Training Epoch: 1 [55040/55500]	Loss: 0.1181	LR: 0.098618
Training Epoch: 1 [55296/55500]	Loss: 0.0194	LR: 0.099078
Training Epoch: 1 [55500/55500]	Loss: 0.0191	LR: 0.099539
Epoch 1 - Average Train Loss: 0.2910, Train Accuracy: 0.9073
Epoch 1 training time consumed: 39.38s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0002, Accuracy: 0.9825, Time consumed:1.60s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_20h_51m_41s/ResNet18-Mnist-seed7-ret25-1-best.pth
Training Epoch: 2 [256/55500]	Loss: 0.0565	LR: 0.020000
Training Epoch: 2 [512/55500]	Loss: 0.0349	LR: 0.020000
Training Epoch: 2 [768/55500]	Loss: 0.0577	LR: 0.020000
Training Epoch: 2 [1024/55500]	Loss: 0.0535	LR: 0.020000
Training Epoch: 2 [1280/55500]	Loss: 0.0313	LR: 0.020000
Training Epoch: 2 [1536/55500]	Loss: 0.0544	LR: 0.020000
Training Epoch: 2 [1792/55500]	Loss: 0.0236	LR: 0.020000
Training Epoch: 2 [2048/55500]	Loss: 0.0703	LR: 0.020000
Training Epoch: 2 [2304/55500]	Loss: 0.0100	LR: 0.020000
Training Epoch: 2 [2560/55500]	Loss: 0.0120	LR: 0.020000
Training Epoch: 2 [2816/55500]	Loss: 0.0391	LR: 0.020000
Training Epoch: 2 [3072/55500]	Loss: 0.0546	LR: 0.020000
Training Epoch: 2 [3328/55500]	Loss: 0.0367	LR: 0.020000
Training Epoch: 2 [3584/55500]	Loss: 0.0355	LR: 0.020000
Training Epoch: 2 [3840/55500]	Loss: 0.0298	LR: 0.020000
Training Epoch: 2 [4096/55500]	Loss: 0.0603	LR: 0.020000
Training Epoch: 2 [4352/55500]	Loss: 0.0250	LR: 0.020000
Training Epoch: 2 [4608/55500]	Loss: 0.0639	LR: 0.020000
Training Epoch: 2 [4864/55500]	Loss: 0.0646	LR: 0.020000
Training Epoch: 2 [5120/55500]	Loss: 0.0372	LR: 0.020000
Training Epoch: 2 [5376/55500]	Loss: 0.0169	LR: 0.020000
Training Epoch: 2 [5632/55500]	Loss: 0.0532	LR: 0.020000
Training Epoch: 2 [5888/55500]	Loss: 0.0114	LR: 0.020000
Training Epoch: 2 [6144/55500]	Loss: 0.0393	LR: 0.020000
Training Epoch: 2 [6400/55500]	Loss: 0.0149	LR: 0.020000
Training Epoch: 2 [6656/55500]	Loss: 0.0408	LR: 0.020000
Training Epoch: 2 [6912/55500]	Loss: 0.0592	LR: 0.020000
Training Epoch: 2 [7168/55500]	Loss: 0.0223	LR: 0.020000
Training Epoch: 2 [7424/55500]	Loss: 0.0441	LR: 0.020000
Training Epoch: 2 [7680/55500]	Loss: 0.0370	LR: 0.020000
Training Epoch: 2 [7936/55500]	Loss: 0.0882	LR: 0.020000
Training Epoch: 2 [8192/55500]	Loss: 0.0350	LR: 0.020000
Training Epoch: 2 [8448/55500]	Loss: 0.0456	LR: 0.020000
Training Epoch: 2 [8704/55500]	Loss: 0.0169	LR: 0.020000
Training Epoch: 2 [8960/55500]	Loss: 0.0193	LR: 0.020000
Training Epoch: 2 [9216/55500]	Loss: 0.0236	LR: 0.020000
Training Epoch: 2 [9472/55500]	Loss: 0.0177	LR: 0.020000
Training Epoch: 2 [9728/55500]	Loss: 0.0436	LR: 0.020000
Training Epoch: 2 [9984/55500]	Loss: 0.0675	LR: 0.020000
Training Epoch: 2 [10240/55500]	Loss: 0.0679	LR: 0.020000
Training Epoch: 2 [10496/55500]	Loss: 0.0254	LR: 0.020000
Training Epoch: 2 [10752/55500]	Loss: 0.0185	LR: 0.020000
Training Epoch: 2 [11008/55500]	Loss: 0.0259	LR: 0.020000
Training Epoch: 2 [11264/55500]	Loss: 0.0370	LR: 0.020000
Training Epoch: 2 [11520/55500]	Loss: 0.0279	LR: 0.020000
Training Epoch: 2 [11776/55500]	Loss: 0.0598	LR: 0.020000
Training Epoch: 2 [12032/55500]	Loss: 0.0297	LR: 0.020000
Training Epoch: 2 [12288/55500]	Loss: 0.0726	LR: 0.020000
Training Epoch: 2 [12544/55500]	Loss: 0.0366	LR: 0.020000
Training Epoch: 2 [12800/55500]	Loss: 0.0118	LR: 0.020000
Training Epoch: 2 [13056/55500]	Loss: 0.0179	LR: 0.020000
Training Epoch: 2 [13312/55500]	Loss: 0.0743	LR: 0.020000
Training Epoch: 2 [13568/55500]	Loss: 0.0403	LR: 0.020000
Training Epoch: 2 [13824/55500]	Loss: 0.0281	LR: 0.020000
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Training Epoch: 2 [51200/55500]	Loss: 0.0313	LR: 0.020000
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Training Epoch: 2 [51712/55500]	Loss: 0.0234	LR: 0.020000
Training Epoch: 2 [51968/55500]	Loss: 0.0115	LR: 0.020000
Training Epoch: 2 [52224/55500]	Loss: 0.0521	LR: 0.020000
Training Epoch: 2 [52480/55500]	Loss: 0.0224	LR: 0.020000
Training Epoch: 2 [52736/55500]	Loss: 0.0239	LR: 0.020000
Training Epoch: 2 [52992/55500]	Loss: 0.0023	LR: 0.020000
Training Epoch: 2 [53248/55500]	Loss: 0.0372	LR: 0.020000
Training Epoch: 2 [53504/55500]	Loss: 0.0234	LR: 0.020000
Training Epoch: 2 [53760/55500]	Loss: 0.0256	LR: 0.020000
Training Epoch: 2 [54016/55500]	Loss: 0.0289	LR: 0.020000
Training Epoch: 2 [54272/55500]	Loss: 0.0318	LR: 0.020000
Training Epoch: 2 [54528/55500]	Loss: 0.0197	LR: 0.020000
Training Epoch: 2 [54784/55500]	Loss: 0.0405	LR: 0.020000
Training Epoch: 2 [55040/55500]	Loss: 0.0160	LR: 0.020000
Training Epoch: 2 [55296/55500]	Loss: 0.0298	LR: 0.020000
Training Epoch: 2 [55500/55500]	Loss: 0.0141	LR: 0.020000
Epoch 2 - Average Train Loss: 0.0294, Train Accuracy: 0.9907
Epoch 2 training time consumed: 38.58s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0001, Accuracy: 0.9954, Time consumed:1.50s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_20h_51m_41s/ResNet18-Mnist-seed7-ret25-2-best.pth
Training Epoch: 3 [256/55500]	Loss: 0.0206	LR: 0.004000
Training Epoch: 3 [512/55500]	Loss: 0.0256	LR: 0.004000
Training Epoch: 3 [768/55500]	Loss: 0.0339	LR: 0.004000
Training Epoch: 3 [1024/55500]	Loss: 0.0250	LR: 0.004000
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Training Epoch: 3 [1536/55500]	Loss: 0.0134	LR: 0.004000
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Training Epoch: 3 [2048/55500]	Loss: 0.0140	LR: 0.004000
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Training Epoch: 3 [49408/55500]	Loss: 0.0230	LR: 0.004000
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Training Epoch: 3 [49920/55500]	Loss: 0.0103	LR: 0.004000
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Training Epoch: 3 [51456/55500]	Loss: 0.0153	LR: 0.004000
Training Epoch: 3 [51712/55500]	Loss: 0.0071	LR: 0.004000
Training Epoch: 3 [51968/55500]	Loss: 0.0148	LR: 0.004000
Training Epoch: 3 [52224/55500]	Loss: 0.0131	LR: 0.004000
Training Epoch: 3 [52480/55500]	Loss: 0.0531	LR: 0.004000
Training Epoch: 3 [52736/55500]	Loss: 0.0023	LR: 0.004000
Training Epoch: 3 [52992/55500]	Loss: 0.0064	LR: 0.004000
Training Epoch: 3 [53248/55500]	Loss: 0.0154	LR: 0.004000
Training Epoch: 3 [53504/55500]	Loss: 0.0156	LR: 0.004000
Training Epoch: 3 [53760/55500]	Loss: 0.0234	LR: 0.004000
Training Epoch: 3 [54016/55500]	Loss: 0.0088	LR: 0.004000
Training Epoch: 3 [54272/55500]	Loss: 0.0108	LR: 0.004000
Training Epoch: 3 [54528/55500]	Loss: 0.0208	LR: 0.004000
Training Epoch: 3 [54784/55500]	Loss: 0.0061	LR: 0.004000
Training Epoch: 3 [55040/55500]	Loss: 0.0121	LR: 0.004000
Training Epoch: 3 [55296/55500]	Loss: 0.0185	LR: 0.004000
Training Epoch: 3 [55500/55500]	Loss: 0.0167	LR: 0.004000
Epoch 3 - Average Train Loss: 0.0174, Train Accuracy: 0.9944
Epoch 3 training time consumed: 38.71s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0000, Accuracy: 0.9956, Time consumed:1.52s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_20h_51m_41s/ResNet18-Mnist-seed7-ret25-3-best.pth
Training Epoch: 4 [256/55500]	Loss: 0.0078	LR: 0.000800
Training Epoch: 4 [512/55500]	Loss: 0.0046	LR: 0.000800
Training Epoch: 4 [768/55500]	Loss: 0.0074	LR: 0.000800
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Training Epoch: 4 [11264/55500]	Loss: 0.0188	LR: 0.000800
Training Epoch: 4 [11520/55500]	Loss: 0.0331	LR: 0.000800
Training Epoch: 4 [11776/55500]	Loss: 0.0236	LR: 0.000800
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Training Epoch: 4 [12288/55500]	Loss: 0.0095	LR: 0.000800
Training Epoch: 4 [12544/55500]	Loss: 0.0238	LR: 0.000800
Training Epoch: 4 [12800/55500]	Loss: 0.0146	LR: 0.000800
Training Epoch: 4 [13056/55500]	Loss: 0.0086	LR: 0.000800
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Training Epoch: 4 [13568/55500]	Loss: 0.0325	LR: 0.000800
Training Epoch: 4 [13824/55500]	Loss: 0.0268	LR: 0.000800
Training Epoch: 4 [14080/55500]	Loss: 0.0324	LR: 0.000800
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Training Epoch: 4 [48384/55500]	Loss: 0.0171	LR: 0.000800
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Training Epoch: 4 [48896/55500]	Loss: 0.0108	LR: 0.000800
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Training Epoch: 4 [49408/55500]	Loss: 0.0036	LR: 0.000800
Training Epoch: 4 [49664/55500]	Loss: 0.0065	LR: 0.000800
Training Epoch: 4 [49920/55500]	Loss: 0.0118	LR: 0.000800
Training Epoch: 4 [50176/55500]	Loss: 0.0178	LR: 0.000800
Training Epoch: 4 [50432/55500]	Loss: 0.0053	LR: 0.000800
Training Epoch: 4 [50688/55500]	Loss: 0.0170	LR: 0.000800
Training Epoch: 4 [50944/55500]	Loss: 0.0082	LR: 0.000800
Training Epoch: 4 [51200/55500]	Loss: 0.0089	LR: 0.000800
Training Epoch: 4 [51456/55500]	Loss: 0.0158	LR: 0.000800
Training Epoch: 4 [51712/55500]	Loss: 0.0131	LR: 0.000800
Training Epoch: 4 [51968/55500]	Loss: 0.0231	LR: 0.000800
Training Epoch: 4 [52224/55500]	Loss: 0.0138	LR: 0.000800
Training Epoch: 4 [52480/55500]	Loss: 0.0205	LR: 0.000800
Training Epoch: 4 [52736/55500]	Loss: 0.0028	LR: 0.000800
Training Epoch: 4 [52992/55500]	Loss: 0.0273	LR: 0.000800
Training Epoch: 4 [53248/55500]	Loss: 0.0138	LR: 0.000800
Training Epoch: 4 [53504/55500]	Loss: 0.0163	LR: 0.000800
Training Epoch: 4 [53760/55500]	Loss: 0.0081	LR: 0.000800
Training Epoch: 4 [54016/55500]	Loss: 0.0094	LR: 0.000800
Training Epoch: 4 [54272/55500]	Loss: 0.0069	LR: 0.000800
Training Epoch: 4 [54528/55500]	Loss: 0.0174	LR: 0.000800
Training Epoch: 4 [54784/55500]	Loss: 0.0054	LR: 0.000800
Training Epoch: 4 [55040/55500]	Loss: 0.0081	LR: 0.000800
Training Epoch: 4 [55296/55500]	Loss: 0.0033	LR: 0.000800
Training Epoch: 4 [55500/55500]	Loss: 0.0199	LR: 0.000800
Epoch 4 - Average Train Loss: 0.0139, Train Accuracy: 0.9957
Epoch 4 training time consumed: 38.62s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0000, Accuracy: 0.9957, Time consumed:1.59s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_20h_51m_41s/ResNet18-Mnist-seed7-ret25-4-best.pth
Training Epoch: 5 [256/55500]	Loss: 0.0108	LR: 0.000800
Training Epoch: 5 [512/55500]	Loss: 0.0059	LR: 0.000800
Training Epoch: 5 [768/55500]	Loss: 0.0030	LR: 0.000800
Training Epoch: 5 [1024/55500]	Loss: 0.0078	LR: 0.000800
Training Epoch: 5 [1280/55500]	Loss: 0.0209	LR: 0.000800
Training Epoch: 5 [1536/55500]	Loss: 0.0263	LR: 0.000800
Training Epoch: 5 [1792/55500]	Loss: 0.0132	LR: 0.000800
Training Epoch: 5 [2048/55500]	Loss: 0.0061	LR: 0.000800
Training Epoch: 5 [2304/55500]	Loss: 0.0109	LR: 0.000800
Training Epoch: 5 [2560/55500]	Loss: 0.0345	LR: 0.000800
Training Epoch: 5 [2816/55500]	Loss: 0.0218	LR: 0.000800
Training Epoch: 5 [3072/55500]	Loss: 0.0370	LR: 0.000800
Training Epoch: 5 [3328/55500]	Loss: 0.0081	LR: 0.000800
Training Epoch: 5 [3584/55500]	Loss: 0.0103	LR: 0.000800
Training Epoch: 5 [3840/55500]	Loss: 0.0029	LR: 0.000800
Training Epoch: 5 [4096/55500]	Loss: 0.0061	LR: 0.000800
Training Epoch: 5 [4352/55500]	Loss: 0.0035	LR: 0.000800
Training Epoch: 5 [4608/55500]	Loss: 0.0187	LR: 0.000800
Training Epoch: 5 [4864/55500]	Loss: 0.0207	LR: 0.000800
Training Epoch: 5 [5120/55500]	Loss: 0.0214	LR: 0.000800
Training Epoch: 5 [5376/55500]	Loss: 0.0272	LR: 0.000800
Training Epoch: 5 [5632/55500]	Loss: 0.0189	LR: 0.000800
Training Epoch: 5 [5888/55500]	Loss: 0.0140	LR: 0.000800
Training Epoch: 5 [6144/55500]	Loss: 0.0081	LR: 0.000800
Training Epoch: 5 [6400/55500]	Loss: 0.0388	LR: 0.000800
Training Epoch: 5 [6656/55500]	Loss: 0.0105	LR: 0.000800
Training Epoch: 5 [6912/55500]	Loss: 0.0271	LR: 0.000800
Training Epoch: 5 [7168/55500]	Loss: 0.0076	LR: 0.000800
Training Epoch: 5 [7424/55500]	Loss: 0.0158	LR: 0.000800
Training Epoch: 5 [7680/55500]	Loss: 0.0026	LR: 0.000800
Training Epoch: 5 [7936/55500]	Loss: 0.0119	LR: 0.000800
Training Epoch: 5 [8192/55500]	Loss: 0.0193	LR: 0.000800
Training Epoch: 5 [8448/55500]	Loss: 0.0053	LR: 0.000800
Training Epoch: 5 [8704/55500]	Loss: 0.0105	LR: 0.000800
Training Epoch: 5 [8960/55500]	Loss: 0.0162	LR: 0.000800
Training Epoch: 5 [9216/55500]	Loss: 0.0312	LR: 0.000800
Training Epoch: 5 [9472/55500]	Loss: 0.0201	LR: 0.000800
Training Epoch: 5 [9728/55500]	Loss: 0.0152	LR: 0.000800
Training Epoch: 5 [9984/55500]	Loss: 0.0152	LR: 0.000800
Training Epoch: 5 [10240/55500]	Loss: 0.0098	LR: 0.000800
Training Epoch: 5 [10496/55500]	Loss: 0.0194	LR: 0.000800
Training Epoch: 5 [10752/55500]	Loss: 0.0372	LR: 0.000800
Training Epoch: 5 [11008/55500]	Loss: 0.0157	LR: 0.000800
Training Epoch: 5 [11264/55500]	Loss: 0.0053	LR: 0.000800
Training Epoch: 5 [11520/55500]	Loss: 0.0059	LR: 0.000800
Training Epoch: 5 [11776/55500]	Loss: 0.0383	LR: 0.000800
Training Epoch: 5 [12032/55500]	Loss: 0.0088	LR: 0.000800
Training Epoch: 5 [12288/55500]	Loss: 0.0146	LR: 0.000800
Training Epoch: 5 [12544/55500]	Loss: 0.0042	LR: 0.000800
Training Epoch: 5 [12800/55500]	Loss: 0.0095	LR: 0.000800
Training Epoch: 5 [13056/55500]	Loss: 0.0110	LR: 0.000800
Training Epoch: 5 [13312/55500]	Loss: 0.0057	LR: 0.000800
Training Epoch: 5 [13568/55500]	Loss: 0.0256	LR: 0.000800
Training Epoch: 5 [13824/55500]	Loss: 0.0070	LR: 0.000800
Training Epoch: 5 [14080/55500]	Loss: 0.0143	LR: 0.000800
Training Epoch: 5 [14336/55500]	Loss: 0.0065	LR: 0.000800
Training Epoch: 5 [14592/55500]	Loss: 0.0025	LR: 0.000800
Training Epoch: 5 [14848/55500]	Loss: 0.0068	LR: 0.000800
Training Epoch: 5 [15104/55500]	Loss: 0.0028	LR: 0.000800
Training Epoch: 5 [15360/55500]	Loss: 0.0275	LR: 0.000800
Training Epoch: 5 [15616/55500]	Loss: 0.0090	LR: 0.000800
Training Epoch: 5 [15872/55500]	Loss: 0.0147	LR: 0.000800
Training Epoch: 5 [16128/55500]	Loss: 0.0251	LR: 0.000800
Training Epoch: 5 [16384/55500]	Loss: 0.0112	LR: 0.000800
Training Epoch: 5 [16640/55500]	Loss: 0.0101	LR: 0.000800
Training Epoch: 5 [16896/55500]	Loss: 0.0201	LR: 0.000800
Training Epoch: 5 [17152/55500]	Loss: 0.0058	LR: 0.000800
Training Epoch: 5 [17408/55500]	Loss: 0.0275	LR: 0.000800
Training Epoch: 5 [17664/55500]	Loss: 0.0226	LR: 0.000800
Training Epoch: 5 [17920/55500]	Loss: 0.0140	LR: 0.000800
Training Epoch: 5 [18176/55500]	Loss: 0.0238	LR: 0.000800
Training Epoch: 5 [18432/55500]	Loss: 0.0135	LR: 0.000800
Training Epoch: 5 [18688/55500]	Loss: 0.0188	LR: 0.000800
Training Epoch: 5 [18944/55500]	Loss: 0.0147	LR: 0.000800
Training Epoch: 5 [19200/55500]	Loss: 0.0060	LR: 0.000800
Training Epoch: 5 [19456/55500]	Loss: 0.0049	LR: 0.000800
Training Epoch: 5 [19712/55500]	Loss: 0.0133	LR: 0.000800
Training Epoch: 5 [19968/55500]	Loss: 0.0060	LR: 0.000800
Training Epoch: 5 [20224/55500]	Loss: 0.0053	LR: 0.000800
Training Epoch: 5 [20480/55500]	Loss: 0.0054	LR: 0.000800
Training Epoch: 5 [20736/55500]	Loss: 0.0147	LR: 0.000800
Training Epoch: 5 [20992/55500]	Loss: 0.0514	LR: 0.000800
Training Epoch: 5 [21248/55500]	Loss: 0.0044	LR: 0.000800
Training Epoch: 5 [21504/55500]	Loss: 0.0243	LR: 0.000800
Training Epoch: 5 [21760/55500]	Loss: 0.0169	LR: 0.000800
Training Epoch: 5 [22016/55500]	Loss: 0.0312	LR: 0.000800
Training Epoch: 5 [22272/55500]	Loss: 0.0120	LR: 0.000800
Training Epoch: 5 [22528/55500]	Loss: 0.0108	LR: 0.000800
Training Epoch: 5 [22784/55500]	Loss: 0.0024	LR: 0.000800
Training Epoch: 5 [23040/55500]	Loss: 0.0173	LR: 0.000800
Training Epoch: 5 [23296/55500]	Loss: 0.0101	LR: 0.000800
Training Epoch: 5 [23552/55500]	Loss: 0.0107	LR: 0.000800
Training Epoch: 5 [23808/55500]	Loss: 0.0047	LR: 0.000800
Training Epoch: 5 [24064/55500]	Loss: 0.0062	LR: 0.000800
Training Epoch: 5 [24320/55500]	Loss: 0.0220	LR: 0.000800
Training Epoch: 5 [24576/55500]	Loss: 0.0145	LR: 0.000800
Training Epoch: 5 [24832/55500]	Loss: 0.0101	LR: 0.000800
Training Epoch: 5 [25088/55500]	Loss: 0.0040	LR: 0.000800
Training Epoch: 5 [25344/55500]	Loss: 0.0133	LR: 0.000800
Training Epoch: 5 [25600/55500]	Loss: 0.0079	LR: 0.000800
Training Epoch: 5 [25856/55500]	Loss: 0.0194	LR: 0.000800
Training Epoch: 5 [26112/55500]	Loss: 0.0353	LR: 0.000800
Training Epoch: 5 [26368/55500]	Loss: 0.0455	LR: 0.000800
Training Epoch: 5 [26624/55500]	Loss: 0.0259	LR: 0.000800
Training Epoch: 5 [26880/55500]	Loss: 0.0028	LR: 0.000800
Training Epoch: 5 [27136/55500]	Loss: 0.0173	LR: 0.000800
Training Epoch: 5 [27392/55500]	Loss: 0.0113	LR: 0.000800
Training Epoch: 5 [27648/55500]	Loss: 0.0283	LR: 0.000800
Training Epoch: 5 [27904/55500]	Loss: 0.0226	LR: 0.000800
Training Epoch: 5 [28160/55500]	Loss: 0.0257	LR: 0.000800
Training Epoch: 5 [28416/55500]	Loss: 0.0079	LR: 0.000800
Training Epoch: 5 [28672/55500]	Loss: 0.0041	LR: 0.000800
Training Epoch: 5 [28928/55500]	Loss: 0.0087	LR: 0.000800
Training Epoch: 5 [29184/55500]	Loss: 0.0087	LR: 0.000800
Training Epoch: 5 [29440/55500]	Loss: 0.0034	LR: 0.000800
Training Epoch: 5 [29696/55500]	Loss: 0.0052	LR: 0.000800
Training Epoch: 5 [29952/55500]	Loss: 0.0047	LR: 0.000800
Training Epoch: 5 [30208/55500]	Loss: 0.0153	LR: 0.000800
Training Epoch: 5 [30464/55500]	Loss: 0.0079	LR: 0.000800
Training Epoch: 5 [30720/55500]	Loss: 0.0083	LR: 0.000800
Training Epoch: 5 [30976/55500]	Loss: 0.0107	LR: 0.000800
Training Epoch: 5 [31232/55500]	Loss: 0.0102	LR: 0.000800
Training Epoch: 5 [31488/55500]	Loss: 0.0248	LR: 0.000800
Training Epoch: 5 [31744/55500]	Loss: 0.0333	LR: 0.000800
Training Epoch: 5 [32000/55500]	Loss: 0.0077	LR: 0.000800
Training Epoch: 5 [32256/55500]	Loss: 0.0103	LR: 0.000800
Training Epoch: 5 [32512/55500]	Loss: 0.0019	LR: 0.000800
Training Epoch: 5 [32768/55500]	Loss: 0.0117	LR: 0.000800
Training Epoch: 5 [33024/55500]	Loss: 0.0260	LR: 0.000800
Training Epoch: 5 [33280/55500]	Loss: 0.0041	LR: 0.000800
Training Epoch: 5 [33536/55500]	Loss: 0.0102	LR: 0.000800
Training Epoch: 5 [33792/55500]	Loss: 0.0054	LR: 0.000800
Training Epoch: 5 [34048/55500]	Loss: 0.0119	LR: 0.000800
Training Epoch: 5 [34304/55500]	Loss: 0.0082	LR: 0.000800
Training Epoch: 5 [34560/55500]	Loss: 0.0022	LR: 0.000800
Training Epoch: 5 [34816/55500]	Loss: 0.0054	LR: 0.000800
Training Epoch: 5 [35072/55500]	Loss: 0.0073	LR: 0.000800
Training Epoch: 5 [35328/55500]	Loss: 0.0068	LR: 0.000800
Training Epoch: 5 [35584/55500]	Loss: 0.0482	LR: 0.000800
Training Epoch: 5 [35840/55500]	Loss: 0.0044	LR: 0.000800
Training Epoch: 5 [36096/55500]	Loss: 0.0136	LR: 0.000800
Training Epoch: 5 [36352/55500]	Loss: 0.0322	LR: 0.000800
Training Epoch: 5 [36608/55500]	Loss: 0.0173	LR: 0.000800
Training Epoch: 5 [36864/55500]	Loss: 0.0090	LR: 0.000800
Training Epoch: 5 [37120/55500]	Loss: 0.0202	LR: 0.000800
Training Epoch: 5 [37376/55500]	Loss: 0.0045	LR: 0.000800
Training Epoch: 5 [37632/55500]	Loss: 0.0132	LR: 0.000800
Training Epoch: 5 [37888/55500]	Loss: 0.0047	LR: 0.000800
Training Epoch: 5 [38144/55500]	Loss: 0.0056	LR: 0.000800
Training Epoch: 5 [38400/55500]	Loss: 0.0031	LR: 0.000800
Training Epoch: 5 [38656/55500]	Loss: 0.0165	LR: 0.000800
Training Epoch: 5 [38912/55500]	Loss: 0.0195	LR: 0.000800
Training Epoch: 5 [39168/55500]	Loss: 0.0196	LR: 0.000800
Training Epoch: 5 [39424/55500]	Loss: 0.0049	LR: 0.000800
Training Epoch: 5 [39680/55500]	Loss: 0.0049	LR: 0.000800
Training Epoch: 5 [39936/55500]	Loss: 0.0168	LR: 0.000800
Training Epoch: 5 [40192/55500]	Loss: 0.0041	LR: 0.000800
Training Epoch: 5 [40448/55500]	Loss: 0.0104	LR: 0.000800
Training Epoch: 5 [40704/55500]	Loss: 0.0038	LR: 0.000800
Training Epoch: 5 [40960/55500]	Loss: 0.0036	LR: 0.000800
Training Epoch: 5 [41216/55500]	Loss: 0.0469	LR: 0.000800
Training Epoch: 5 [41472/55500]	Loss: 0.0065	LR: 0.000800
Training Epoch: 5 [41728/55500]	Loss: 0.0093	LR: 0.000800
Training Epoch: 5 [41984/55500]	Loss: 0.0258	LR: 0.000800
Training Epoch: 5 [42240/55500]	Loss: 0.0027	LR: 0.000800
Training Epoch: 5 [42496/55500]	Loss: 0.0213	LR: 0.000800
Training Epoch: 5 [42752/55500]	Loss: 0.0049	LR: 0.000800
Training Epoch: 5 [43008/55500]	Loss: 0.0084	LR: 0.000800
Training Epoch: 5 [43264/55500]	Loss: 0.0164	LR: 0.000800
Training Epoch: 5 [43520/55500]	Loss: 0.0110	LR: 0.000800
Training Epoch: 5 [43776/55500]	Loss: 0.0089	LR: 0.000800
Training Epoch: 5 [44032/55500]	Loss: 0.0081	LR: 0.000800
Training Epoch: 5 [44288/55500]	Loss: 0.0080	LR: 0.000800
Training Epoch: 5 [44544/55500]	Loss: 0.0023	LR: 0.000800
Training Epoch: 5 [44800/55500]	Loss: 0.0241	LR: 0.000800
Training Epoch: 5 [45056/55500]	Loss: 0.0215	LR: 0.000800
Training Epoch: 5 [45312/55500]	Loss: 0.0249	LR: 0.000800
Training Epoch: 5 [45568/55500]	Loss: 0.0038	LR: 0.000800
Training Epoch: 5 [45824/55500]	Loss: 0.0124	LR: 0.000800
Training Epoch: 5 [46080/55500]	Loss: 0.0055	LR: 0.000800
Training Epoch: 5 [46336/55500]	Loss: 0.0093	LR: 0.000800
Training Epoch: 5 [46592/55500]	Loss: 0.0216	LR: 0.000800
Training Epoch: 5 [46848/55500]	Loss: 0.0093	LR: 0.000800
Training Epoch: 5 [47104/55500]	Loss: 0.0501	LR: 0.000800
Training Epoch: 5 [47360/55500]	Loss: 0.0070	LR: 0.000800
Training Epoch: 5 [47616/55500]	Loss: 0.0053	LR: 0.000800
Training Epoch: 5 [47872/55500]	Loss: 0.0034	LR: 0.000800
Training Epoch: 5 [48128/55500]	Loss: 0.0061	LR: 0.000800
Training Epoch: 5 [48384/55500]	Loss: 0.0257	LR: 0.000800
Training Epoch: 5 [48640/55500]	Loss: 0.0082	LR: 0.000800
Training Epoch: 5 [48896/55500]	Loss: 0.0036	LR: 0.000800
Training Epoch: 5 [49152/55500]	Loss: 0.0234	LR: 0.000800
Training Epoch: 5 [49408/55500]	Loss: 0.0142	LR: 0.000800
Training Epoch: 5 [49664/55500]	Loss: 0.0146	LR: 0.000800
Training Epoch: 5 [49920/55500]	Loss: 0.0245	LR: 0.000800
Training Epoch: 5 [50176/55500]	Loss: 0.0293	LR: 0.000800
Training Epoch: 5 [50432/55500]	Loss: 0.0180	LR: 0.000800
Training Epoch: 5 [50688/55500]	Loss: 0.0236	LR: 0.000800
Training Epoch: 5 [50944/55500]	Loss: 0.0114	LR: 0.000800
Training Epoch: 5 [51200/55500]	Loss: 0.0105	LR: 0.000800
Training Epoch: 5 [51456/55500]	Loss: 0.0052	LR: 0.000800
Training Epoch: 5 [51712/55500]	Loss: 0.0299	LR: 0.000800
Training Epoch: 5 [51968/55500]	Loss: 0.0255	LR: 0.000800
Training Epoch: 5 [52224/55500]	Loss: 0.0132	LR: 0.000800
Training Epoch: 5 [52480/55500]	Loss: 0.0062	LR: 0.000800
Training Epoch: 5 [52736/55500]	Loss: 0.0104	LR: 0.000800
Training Epoch: 5 [52992/55500]	Loss: 0.0093	LR: 0.000800
Training Epoch: 5 [53248/55500]	Loss: 0.0146	LR: 0.000800
Training Epoch: 5 [53504/55500]	Loss: 0.0069	LR: 0.000800
Training Epoch: 5 [53760/55500]	Loss: 0.0279	LR: 0.000800
Training Epoch: 5 [54016/55500]	Loss: 0.0076	LR: 0.000800
Training Epoch: 5 [54272/55500]	Loss: 0.0059	LR: 0.000800
Training Epoch: 5 [54528/55500]	Loss: 0.0139	LR: 0.000800
Training Epoch: 5 [54784/55500]	Loss: 0.0034	LR: 0.000800
Training Epoch: 5 [55040/55500]	Loss: 0.0037	LR: 0.000800
Training Epoch: 5 [55296/55500]	Loss: 0.0221	LR: 0.000800
Training Epoch: 5 [55500/55500]	Loss: 0.0342	LR: 0.000800
Epoch 5 - Average Train Loss: 0.0141, Train Accuracy: 0.9960
Epoch 5 training time consumed: 38.98s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0000, Accuracy: 0.9961, Time consumed:1.50s
Saving weights file to checkpoint/retrain/ResNet18/Monday_21_July_2025_20h_51m_41s/ResNet18-Mnist-seed7-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: 99.619140625
Retain Accuracy: 99.603515625
Zero-Retain Forget (ZRF): 0.7340829372406006
Membership Inference Attack (MIA): 0.8784444444444445
Forget vs Retain Membership Inference Attack (MIA): 0.5322222222222223
Forget vs Test Membership Inference Attack (MIA): 0.5022222222222222
Test vs Retain Membership Inference Attack (MIA): 0.51875
Train vs Test Membership Inference Attack (MIA): 0.494
Forget Set Accuracy (Df): 99.36068725585938
Method Execution Time: 1330.33 seconds
