hello
hello
Labels

📌S Retain class distribution for seed 5:
Class 0: 4500
Class 1: 4500
Class 2: 4500
Class 3: 4500
Class 4: 4500
Class 5: 4500
Class 6: 4500
Class 7: 4500
Class 8: 4500
Class 9: 4500

📌S Forget class distribution for seed 5:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
780909900
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3932	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3741	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3475	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3266	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2943	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2500	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2108	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2043	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.1405	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2190	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1817	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.0636	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.0095	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0051	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 1.9732	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.8564	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9179	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.8463	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9090	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8260	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8903	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8503	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8162	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.7855	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8155	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.7850	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9127	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.6638	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.7318	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.7873	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7937	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9219	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.5978	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.6570	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.7564	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.6844	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.6112	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7105	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7995	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.6090	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7322	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.5641	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7625	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.6200	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6859	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.5638	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.5988	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.5769	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.4878	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7604	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.6653	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.5707	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6028	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.4757	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6001	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7065	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.5792	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6385	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.5491	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.5365	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.4823	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.5610	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.4344	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.5513	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.5008	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.5239	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.5117	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.4492	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.4727	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.3782	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.5665	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.4048	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.7642	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.4014	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.3778	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.4152	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.4261	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5247	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.5071	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5636	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.4604	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.3627	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.3780	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5306	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.4704	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6396	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.4790	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.5439	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5258	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5176	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.2869	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5714	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6504	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6636	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5106	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.4447	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4729	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.4157	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.3225	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.4425	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.4545	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6195	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5059	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.3957	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4824	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.4047	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5157	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.2611	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4916	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.2955	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.3122	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.4785	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.3383	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.3289	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.3542	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4348	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.3442	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4738	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.6771	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.5487	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.8300	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5471	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4245	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.6668	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4822	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6030	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3131	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5149	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.3944	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.2660	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.4248	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.1814	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.2633	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4277	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.2114	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.2658	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.1586	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.3299	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.3942	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.2486	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.2918	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.3814	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3205	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.1537	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.2895	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.2747	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.1150	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3649	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4484	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.2244	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.4164	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.1648	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.1983	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.2640	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.2192	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4003	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.1327	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.4072	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.1325	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3986	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.1038	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.1832	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3557	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.1166	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.2257	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.0683	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3610	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4111	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.0730	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3410	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.3360	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.2324	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.1325	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3092	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.1633	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.4638	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5424, Train Accuracy: 0.4423
Epoch 1 training time consumed: 17.95s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0081, Accuracy: 0.4785, Time consumed:1.02s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.0799	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.2579	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.1271	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 0.9799	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 1.0175	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 1.0719	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 0.9694	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 1.0361	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 0.9720	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 0.9816	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 0.9514	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 0.8356	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 0.8648	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 0.8907	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 0.9538	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.9856	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 1.0279	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.9042	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 0.9065	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.9468	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 0.8509	LR: 0.020000
Training Epoch: 2 [5632/45000]	Loss: 0.9175	LR: 0.020000
Training Epoch: 2 [5888/45000]	Loss: 0.8137	LR: 0.020000
Training Epoch: 2 [6144/45000]	Loss: 0.9231	LR: 0.020000
Training Epoch: 2 [6400/45000]	Loss: 0.8913	LR: 0.020000
Training Epoch: 2 [6656/45000]	Loss: 0.7658	LR: 0.020000
Training Epoch: 2 [6912/45000]	Loss: 0.9460	LR: 0.020000
Training Epoch: 2 [7168/45000]	Loss: 0.8931	LR: 0.020000
Training Epoch: 2 [7424/45000]	Loss: 0.9290	LR: 0.020000
Training Epoch: 2 [7680/45000]	Loss: 1.0038	LR: 0.020000
Training Epoch: 2 [7936/45000]	Loss: 0.9250	LR: 0.020000
Training Epoch: 2 [8192/45000]	Loss: 0.9477	LR: 0.020000
Training Epoch: 2 [8448/45000]	Loss: 0.7381	LR: 0.020000
Training Epoch: 2 [8704/45000]	Loss: 0.8325	LR: 0.020000
Training Epoch: 2 [8960/45000]	Loss: 0.8548	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.9685	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.8093	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 0.8182	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 0.6785	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.8135	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 0.8092	LR: 0.020000
Training Epoch: 2 [10752/45000]	Loss: 0.9193	LR: 0.020000
Training Epoch: 2 [11008/45000]	Loss: 0.9382	LR: 0.020000
Training Epoch: 2 [11264/45000]	Loss: 0.8775	LR: 0.020000
Training Epoch: 2 [11520/45000]	Loss: 0.7885	LR: 0.020000
Training Epoch: 2 [11776/45000]	Loss: 0.8188	LR: 0.020000
Training Epoch: 2 [12032/45000]	Loss: 0.8309	LR: 0.020000
Training Epoch: 2 [12288/45000]	Loss: 0.8102	LR: 0.020000
Training Epoch: 2 [12544/45000]	Loss: 0.8942	LR: 0.020000
Training Epoch: 2 [12800/45000]	Loss: 0.8861	LR: 0.020000
Training Epoch: 2 [13056/45000]	Loss: 0.7512	LR: 0.020000
Training Epoch: 2 [13312/45000]	Loss: 0.9761	LR: 0.020000
Training Epoch: 2 [13568/45000]	Loss: 0.8679	LR: 0.020000
Training Epoch: 2 [13824/45000]	Loss: 0.9231	LR: 0.020000
Training Epoch: 2 [14080/45000]	Loss: 0.8005	LR: 0.020000
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Training Epoch: 2 [14592/45000]	Loss: 0.9423	LR: 0.020000
Training Epoch: 2 [14848/45000]	Loss: 0.8035	LR: 0.020000
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Training Epoch: 2 [15616/45000]	Loss: 0.7445	LR: 0.020000
Training Epoch: 2 [15872/45000]	Loss: 0.8494	LR: 0.020000
Training Epoch: 2 [16128/45000]	Loss: 0.7829	LR: 0.020000
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Training Epoch: 2 [16640/45000]	Loss: 0.7484	LR: 0.020000
Training Epoch: 2 [16896/45000]	Loss: 0.7373	LR: 0.020000
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Training Epoch: 2 [17408/45000]	Loss: 0.7424	LR: 0.020000
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Training Epoch: 2 [19712/45000]	Loss: 0.7787	LR: 0.020000
Training Epoch: 2 [19968/45000]	Loss: 0.7833	LR: 0.020000
Training Epoch: 2 [20224/45000]	Loss: 0.8720	LR: 0.020000
Training Epoch: 2 [20480/45000]	Loss: 0.9343	LR: 0.020000
Training Epoch: 2 [20736/45000]	Loss: 0.8220	LR: 0.020000
Training Epoch: 2 [20992/45000]	Loss: 0.8838	LR: 0.020000
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Training Epoch: 2 [22016/45000]	Loss: 0.7391	LR: 0.020000
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Training Epoch: 2 [22784/45000]	Loss: 0.8859	LR: 0.020000
Training Epoch: 2 [23040/45000]	Loss: 0.8489	LR: 0.020000
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Training Epoch: 2 [24320/45000]	Loss: 0.8422	LR: 0.020000
Training Epoch: 2 [24576/45000]	Loss: 0.7305	LR: 0.020000
Training Epoch: 2 [24832/45000]	Loss: 0.6880	LR: 0.020000
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Training Epoch: 2 [25344/45000]	Loss: 0.8194	LR: 0.020000
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Training Epoch: 2 [25856/45000]	Loss: 0.6845	LR: 0.020000
Training Epoch: 2 [26112/45000]	Loss: 0.7523	LR: 0.020000
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Training Epoch: 2 [39168/45000]	Loss: 0.7988	LR: 0.020000
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Training Epoch: 2 [40704/45000]	Loss: 0.7311	LR: 0.020000
Training Epoch: 2 [40960/45000]	Loss: 0.7030	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.7001	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.7109	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.7839	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.7350	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.6621	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.6601	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.8038	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.6303	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.7134	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.6795	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.7273	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.7696	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.7314	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.6903	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.6557	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.5781	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8049, Train Accuracy: 0.7130
Epoch 2 training time consumed: 17.39s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0030, Accuracy: 0.7329, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.5326	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.5662	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.5984	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.6451	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.4972	LR: 0.020000
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Training Epoch: 3 [4608/45000]	Loss: 0.5916	LR: 0.020000
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Training Epoch: 3 [5376/45000]	Loss: 0.6814	LR: 0.020000
Training Epoch: 3 [5632/45000]	Loss: 0.7728	LR: 0.020000
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Training Epoch: 3 [29440/45000]	Loss: 0.5439	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.7023	LR: 0.020000
Training Epoch: 3 [39424/45000]	Loss: 0.5860	LR: 0.020000
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Training Epoch: 3 [40960/45000]	Loss: 0.5370	LR: 0.020000
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Training Epoch: 3 [41472/45000]	Loss: 0.5088	LR: 0.020000
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Training Epoch: 3 [41984/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.6476	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.7034	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.6067	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.5845	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.7005	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.6397	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.5272	LR: 0.020000
Epoch 3 - Average Train Loss: 0.5937, Train Accuracy: 0.7899
Epoch 3 training time consumed: 17.56s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0032, Accuracy: 0.7338, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.4786	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.4794	LR: 0.020000
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Training Epoch: 4 [4608/45000]	Loss: 0.4736	LR: 0.020000
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Training Epoch: 4 [7680/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.3989	LR: 0.020000
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Training Epoch: 4 [39168/45000]	Loss: 0.5086	LR: 0.020000
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Training Epoch: 4 [40192/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 4 [40448/45000]	Loss: 0.6296	LR: 0.020000
Training Epoch: 4 [40704/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 4 [40960/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 4 [41216/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 4 [41472/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 4 [41728/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 4 [41984/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 4 [42240/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 4 [42496/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 4 [42752/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 4 [43008/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.4276	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4675, Train Accuracy: 0.8358
Epoch 4 training time consumed: 17.31s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0026, Accuracy: 0.7811, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.3626	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.2722	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3852	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.2887	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.2849	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.3517	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.2865	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.4233	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.2585	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 5 [4096/45000]	Loss: 0.2444	LR: 0.004000
Training Epoch: 5 [4352/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 5 [4608/45000]	Loss: 0.2715	LR: 0.004000
Training Epoch: 5 [4864/45000]	Loss: 0.2704	LR: 0.004000
Training Epoch: 5 [5120/45000]	Loss: 0.2122	LR: 0.004000
Training Epoch: 5 [5376/45000]	Loss: 0.2437	LR: 0.004000
Training Epoch: 5 [5632/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 5 [5888/45000]	Loss: 0.2467	LR: 0.004000
Training Epoch: 5 [6144/45000]	Loss: 0.2787	LR: 0.004000
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Training Epoch: 5 [7168/45000]	Loss: 0.3016	LR: 0.004000
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Training Epoch: 5 [7680/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 5 [7936/45000]	Loss: 0.2277	LR: 0.004000
Training Epoch: 5 [8192/45000]	Loss: 0.2794	LR: 0.004000
Training Epoch: 5 [8448/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 5 [8704/45000]	Loss: 0.2164	LR: 0.004000
Training Epoch: 5 [8960/45000]	Loss: 0.2693	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.1872	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.2485	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.2093	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.2763	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2754	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.1879	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.2429	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2742	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.2652	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.2472	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.2100	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.2544	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2253	LR: 0.004000
Training Epoch: 5 [12544/45000]	Loss: 0.2025	LR: 0.004000
Training Epoch: 5 [12800/45000]	Loss: 0.1776	LR: 0.004000
Training Epoch: 5 [13056/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.2573	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2278	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.1940	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.2015	LR: 0.004000
Training Epoch: 5 [14336/45000]	Loss: 0.2732	LR: 0.004000
Training Epoch: 5 [14592/45000]	Loss: 0.2237	LR: 0.004000
Training Epoch: 5 [14848/45000]	Loss: 0.1802	LR: 0.004000
Training Epoch: 5 [15104/45000]	Loss: 0.2123	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.2275	LR: 0.004000
Training Epoch: 5 [15872/45000]	Loss: 0.2176	LR: 0.004000
Training Epoch: 5 [16128/45000]	Loss: 0.1752	LR: 0.004000
Training Epoch: 5 [16384/45000]	Loss: 0.2366	LR: 0.004000
Training Epoch: 5 [16640/45000]	Loss: 0.2139	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2108	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2228	LR: 0.004000
Training Epoch: 5 [17408/45000]	Loss: 0.1956	LR: 0.004000
Training Epoch: 5 [17664/45000]	Loss: 0.2322	LR: 0.004000
Training Epoch: 5 [17920/45000]	Loss: 0.1945	LR: 0.004000
Training Epoch: 5 [18176/45000]	Loss: 0.2266	LR: 0.004000
Training Epoch: 5 [18432/45000]	Loss: 0.1898	LR: 0.004000
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Training Epoch: 5 [18944/45000]	Loss: 0.2192	LR: 0.004000
Training Epoch: 5 [19200/45000]	Loss: 0.1990	LR: 0.004000
Training Epoch: 5 [19456/45000]	Loss: 0.2586	LR: 0.004000
Training Epoch: 5 [19712/45000]	Loss: 0.2127	LR: 0.004000
Training Epoch: 5 [19968/45000]	Loss: 0.1803	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.2293	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.1592	LR: 0.004000
Training Epoch: 5 [20736/45000]	Loss: 0.2907	LR: 0.004000
Training Epoch: 5 [20992/45000]	Loss: 0.2112	LR: 0.004000
Training Epoch: 5 [21248/45000]	Loss: 0.2078	LR: 0.004000
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Training Epoch: 5 [21760/45000]	Loss: 0.1712	LR: 0.004000
Training Epoch: 5 [22016/45000]	Loss: 0.2334	LR: 0.004000
Training Epoch: 5 [22272/45000]	Loss: 0.2168	LR: 0.004000
Training Epoch: 5 [22528/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 5 [22784/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 5 [23040/45000]	Loss: 0.2184	LR: 0.004000
Training Epoch: 5 [23296/45000]	Loss: 0.1892	LR: 0.004000
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Training Epoch: 5 [24576/45000]	Loss: 0.2304	LR: 0.004000
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Training Epoch: 5 [25600/45000]	Loss: 0.2631	LR: 0.004000
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Training Epoch: 5 [26368/45000]	Loss: 0.2046	LR: 0.004000
Training Epoch: 5 [26624/45000]	Loss: 0.2322	LR: 0.004000
Training Epoch: 5 [26880/45000]	Loss: 0.2197	LR: 0.004000
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Training Epoch: 5 [27392/45000]	Loss: 0.1772	LR: 0.004000
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Training Epoch: 5 [27904/45000]	Loss: 0.1994	LR: 0.004000
Training Epoch: 5 [28160/45000]	Loss: 0.2434	LR: 0.004000
Training Epoch: 5 [28416/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 5 [28672/45000]	Loss: 0.1999	LR: 0.004000
Training Epoch: 5 [28928/45000]	Loss: 0.2602	LR: 0.004000
Training Epoch: 5 [29184/45000]	Loss: 0.2088	LR: 0.004000
Training Epoch: 5 [29440/45000]	Loss: 0.2217	LR: 0.004000
Training Epoch: 5 [29696/45000]	Loss: 0.1627	LR: 0.004000
Training Epoch: 5 [29952/45000]	Loss: 0.2514	LR: 0.004000
Training Epoch: 5 [30208/45000]	Loss: 0.1489	LR: 0.004000
Training Epoch: 5 [30464/45000]	Loss: 0.2286	LR: 0.004000
Training Epoch: 5 [30720/45000]	Loss: 0.1965	LR: 0.004000
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Training Epoch: 5 [32512/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 5 [32768/45000]	Loss: 0.2281	LR: 0.004000
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Training Epoch: 5 [33280/45000]	Loss: 0.2611	LR: 0.004000
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Training Epoch: 5 [34560/45000]	Loss: 0.2234	LR: 0.004000
Training Epoch: 5 [34816/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 5 [35072/45000]	Loss: 0.1645	LR: 0.004000
Training Epoch: 5 [35328/45000]	Loss: 0.2357	LR: 0.004000
Training Epoch: 5 [35584/45000]	Loss: 0.2194	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.1800	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.2663	LR: 0.004000
Training Epoch: 5 [36352/45000]	Loss: 0.2042	LR: 0.004000
Training Epoch: 5 [36608/45000]	Loss: 0.1870	LR: 0.004000
Training Epoch: 5 [36864/45000]	Loss: 0.2085	LR: 0.004000
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Training Epoch: 5 [37376/45000]	Loss: 0.1758	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.1621	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.2070	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.2298	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.2418	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.2067	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.2397	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.2057	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.1538	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.1769	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.1586	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.1120	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.1777	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.1907	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.2147	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.1980	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.2436	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.1755	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.1782	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.1989	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.2574	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.1534	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.2119	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.2094	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.1969	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.2022	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.2590	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2275, Train Accuracy: 0.9268
Epoch 5 training time consumed: 17.42s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0022, Accuracy: 0.8181, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1905	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1468	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.1517	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.1879	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1482	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1317	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1687	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1854	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1314	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1809	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1272	LR: 0.004000
Training Epoch: 6 [3328/45000]	Loss: 0.1161	LR: 0.004000
Training Epoch: 6 [3584/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 6 [3840/45000]	Loss: 0.1668	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1517	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1373	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.0813	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.1607	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.1575	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1276	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.0933	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1480	LR: 0.004000
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Training Epoch: 6 [6656/45000]	Loss: 0.1046	LR: 0.004000
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Training Epoch: 6 [7168/45000]	Loss: 0.1477	LR: 0.004000
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Training Epoch: 6 [7680/45000]	Loss: 0.1318	LR: 0.004000
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Training Epoch: 6 [8192/45000]	Loss: 0.1195	LR: 0.004000
Training Epoch: 6 [8448/45000]	Loss: 0.1701	LR: 0.004000
Training Epoch: 6 [8704/45000]	Loss: 0.1466	LR: 0.004000
Training Epoch: 6 [8960/45000]	Loss: 0.1462	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.1510	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1070	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1063	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1059	LR: 0.004000
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Training Epoch: 6 [10496/45000]	Loss: 0.1075	LR: 0.004000
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Training Epoch: 6 [11008/45000]	Loss: 0.1381	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1329	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.1588	LR: 0.004000
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Training Epoch: 6 [12032/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1196	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.1902	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1340	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.0831	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.1167	LR: 0.004000
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Training Epoch: 6 [14080/45000]	Loss: 0.1134	LR: 0.004000
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Training Epoch: 6 [14592/45000]	Loss: 0.1191	LR: 0.004000
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Training Epoch: 6 [15360/45000]	Loss: 0.1233	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.0801	LR: 0.004000
Training Epoch: 6 [15872/45000]	Loss: 0.1264	LR: 0.004000
Training Epoch: 6 [16128/45000]	Loss: 0.1497	LR: 0.004000
Training Epoch: 6 [16384/45000]	Loss: 0.1653	LR: 0.004000
Training Epoch: 6 [16640/45000]	Loss: 0.0917	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.1008	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.1606	LR: 0.004000
Training Epoch: 6 [17408/45000]	Loss: 0.0985	LR: 0.004000
Training Epoch: 6 [17664/45000]	Loss: 0.0952	LR: 0.004000
Training Epoch: 6 [17920/45000]	Loss: 0.1250	LR: 0.004000
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Training Epoch: 6 [19968/45000]	Loss: 0.1487	LR: 0.004000
Training Epoch: 6 [20224/45000]	Loss: 0.1509	LR: 0.004000
Training Epoch: 6 [20480/45000]	Loss: 0.1168	LR: 0.004000
Training Epoch: 6 [20736/45000]	Loss: 0.1276	LR: 0.004000
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Training Epoch: 6 [22016/45000]	Loss: 0.0934	LR: 0.004000
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Training Epoch: 6 [22528/45000]	Loss: 0.1354	LR: 0.004000
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Training Epoch: 6 [23040/45000]	Loss: 0.1274	LR: 0.004000
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Training Epoch: 6 [26368/45000]	Loss: 0.1166	LR: 0.004000
Training Epoch: 6 [26624/45000]	Loss: 0.1144	LR: 0.004000
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Training Epoch: 6 [27136/45000]	Loss: 0.1063	LR: 0.004000
Training Epoch: 6 [27392/45000]	Loss: 0.1246	LR: 0.004000
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Training Epoch: 6 [27904/45000]	Loss: 0.1243	LR: 0.004000
Training Epoch: 6 [28160/45000]	Loss: 0.1207	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.1568	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1247	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.1373	LR: 0.004000
Training Epoch: 6 [29184/45000]	Loss: 0.1597	LR: 0.004000
Training Epoch: 6 [29440/45000]	Loss: 0.1051	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.1541	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.1834	LR: 0.004000
Training Epoch: 6 [30208/45000]	Loss: 0.1228	LR: 0.004000
Training Epoch: 6 [30464/45000]	Loss: 0.0941	LR: 0.004000
Training Epoch: 6 [30720/45000]	Loss: 0.0994	LR: 0.004000
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Training Epoch: 6 [31232/45000]	Loss: 0.1143	LR: 0.004000
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Training Epoch: 6 [35584/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.0941	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.1408	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.1031	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1461	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.1825	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.1168	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.1135	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1548	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1423	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.0775	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.1209	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.1953	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.1120	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.1124	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.1539	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.1470	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1188	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1170	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1309	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.1071	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1215	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.1174	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.0911	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.1206	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.0969	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.0990	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1254	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1468	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1170	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.1168	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.1291	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.1148	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.1315	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.1292	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1140	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.1021	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.1251	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1297, Train Accuracy: 0.9630
Epoch 6 training time consumed: 17.38s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0024, Accuracy: 0.8120, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0579	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.0978	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0921	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.0686	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0690	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.1080	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0490	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0828	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0691	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0614	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.0775	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0924	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0561	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0533	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0506	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0749	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0714	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.0523	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0613	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0633	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0707	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0579	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.0789	LR: 0.004000
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Training Epoch: 7 [10496/45000]	Loss: 0.0892	LR: 0.004000
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Training Epoch: 7 [11520/45000]	Loss: 0.0717	LR: 0.004000
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Training Epoch: 7 [12032/45000]	Loss: 0.0641	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0648	LR: 0.004000
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Training Epoch: 7 [14848/45000]	Loss: 0.0741	LR: 0.004000
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Training Epoch: 7 [15360/45000]	Loss: 0.0446	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0692	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0861	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0634	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0597	LR: 0.004000
Training Epoch: 7 [16640/45000]	Loss: 0.0591	LR: 0.004000
Training Epoch: 7 [16896/45000]	Loss: 0.0572	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0614	LR: 0.004000
Training Epoch: 7 [17408/45000]	Loss: 0.0595	LR: 0.004000
Training Epoch: 7 [17664/45000]	Loss: 0.0553	LR: 0.004000
Training Epoch: 7 [17920/45000]	Loss: 0.1066	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0726	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0632	LR: 0.004000
Training Epoch: 7 [18688/45000]	Loss: 0.0575	LR: 0.004000
Training Epoch: 7 [18944/45000]	Loss: 0.0624	LR: 0.004000
Training Epoch: 7 [19200/45000]	Loss: 0.0514	LR: 0.004000
Training Epoch: 7 [19456/45000]	Loss: 0.0793	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0561	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0860	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0847	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0733	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0667	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0428	LR: 0.004000
Training Epoch: 7 [21248/45000]	Loss: 0.0729	LR: 0.004000
Training Epoch: 7 [21504/45000]	Loss: 0.0768	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0469	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0728	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0480	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0784	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0562	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.0937	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.0641	LR: 0.004000
Training Epoch: 7 [23552/45000]	Loss: 0.0672	LR: 0.004000
Training Epoch: 7 [23808/45000]	Loss: 0.0757	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0737	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.0977	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.0562	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0571	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0890	LR: 0.004000
Training Epoch: 7 [25344/45000]	Loss: 0.0562	LR: 0.004000
Training Epoch: 7 [25600/45000]	Loss: 0.0541	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0518	LR: 0.004000
Training Epoch: 7 [26112/45000]	Loss: 0.0506	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0945	LR: 0.004000
Training Epoch: 7 [26624/45000]	Loss: 0.0600	LR: 0.004000
Training Epoch: 7 [26880/45000]	Loss: 0.0637	LR: 0.004000
Training Epoch: 7 [27136/45000]	Loss: 0.0553	LR: 0.004000
Training Epoch: 7 [27392/45000]	Loss: 0.0801	LR: 0.004000
Training Epoch: 7 [27648/45000]	Loss: 0.0603	LR: 0.004000
Training Epoch: 7 [27904/45000]	Loss: 0.0748	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0979	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0657	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0641	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0556	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0477	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0515	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0692	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0429	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0469	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0751	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0582	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0546	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0525	LR: 0.004000
Training Epoch: 7 [31488/45000]	Loss: 0.0689	LR: 0.004000
Training Epoch: 7 [31744/45000]	Loss: 0.0687	LR: 0.004000
Training Epoch: 7 [32000/45000]	Loss: 0.0658	LR: 0.004000
Training Epoch: 7 [32256/45000]	Loss: 0.0632	LR: 0.004000
Training Epoch: 7 [32512/45000]	Loss: 0.0707	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0556	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0595	LR: 0.004000
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Training Epoch: 7 [33536/45000]	Loss: 0.0471	LR: 0.004000
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Training Epoch: 7 [34048/45000]	Loss: 0.0712	LR: 0.004000
Training Epoch: 7 [34304/45000]	Loss: 0.0433	LR: 0.004000
Training Epoch: 7 [34560/45000]	Loss: 0.0601	LR: 0.004000
Training Epoch: 7 [34816/45000]	Loss: 0.0579	LR: 0.004000
Training Epoch: 7 [35072/45000]	Loss: 0.0802	LR: 0.004000
Training Epoch: 7 [35328/45000]	Loss: 0.0649	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.0652	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0502	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.1022	LR: 0.004000
Training Epoch: 7 [36352/45000]	Loss: 0.0797	LR: 0.004000
Training Epoch: 7 [36608/45000]	Loss: 0.0493	LR: 0.004000
Training Epoch: 7 [36864/45000]	Loss: 0.0654	LR: 0.004000
Training Epoch: 7 [37120/45000]	Loss: 0.0658	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.0783	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0560	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0491	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0414	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0633	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0758	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0995	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0506	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0662	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0698	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0516	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0775	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0594	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0968	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0554	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0788	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0720	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.0682	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0532	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0608	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0484	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0768	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0873	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0647	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0438	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.1066	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0409	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.0802	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.1055	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0639	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0665, Train Accuracy: 0.9852
Epoch 7 training time consumed: 17.32s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0026, Accuracy: 0.8134, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0350	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0328	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0436	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0351	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0444	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0644	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0367	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0437	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0338	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0301	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0335	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0506	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0293	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0319	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0485	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0627	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0407	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0322	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0352	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0166	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0344	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0483	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0232	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0259	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0442	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0428	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0232	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0378	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [10496/45000]	Loss: 0.0366	LR: 0.004000
Training Epoch: 8 [10752/45000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 8 [11008/45000]	Loss: 0.0210	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0270	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0235	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0291	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0207	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0172	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0382	LR: 0.004000
Training Epoch: 8 [13056/45000]	Loss: 0.0394	LR: 0.004000
Training Epoch: 8 [13312/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0351	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0198	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [14336/45000]	Loss: 0.0201	LR: 0.004000
Training Epoch: 8 [14592/45000]	Loss: 0.0287	LR: 0.004000
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Training Epoch: 8 [15104/45000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 8 [15360/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0236	LR: 0.004000
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Training Epoch: 8 [16128/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [16384/45000]	Loss: 0.0259	LR: 0.004000
Training Epoch: 8 [16640/45000]	Loss: 0.0285	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0375	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0222	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0348	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0199	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0193	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0273	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0267	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0199	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0315	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0179	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0213	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0271	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0268	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0388	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0332	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0183	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0319	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0247	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0237	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0210	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0355	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0333	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0277	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0191	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0246	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0418	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0326	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0208	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0197	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0335	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0219	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0285	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0272	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0489	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0380	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0174	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0394	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0172	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0245	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0333	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0185	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0277	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0467	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0181	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0198	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0437	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0229	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0413	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0264	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0288, Train Accuracy: 0.9969
Epoch 8 training time consumed: 17.35s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0028, Accuracy: 0.8157, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0217	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0177	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0389	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0228	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0057	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0211	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0178	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0117	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0131, Train Accuracy: 0.9996
Epoch 9 training time consumed: 17.39s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0027, Accuracy: 0.8214, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0066	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0065	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0073	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0073	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0072	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0327	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0073	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0094	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0106, Train Accuracy: 0.9999
Epoch 10 training time consumed: 17.31s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0027, Accuracy: 0.8191, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_40m_09s/ResNet18-Cifar10-seed5-ret100-10-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 82.041015625
Retain Accuracy: 99.99555969238281
Zero-Retain Forget (ZRF): 0.769493579864502
Membership Inference Attack (MIA): 0.617
Forget vs Retain Membership Inference Attack (MIA): 0.6225
Forget vs Test Membership Inference Attack (MIA): 0.5075
Test vs Retain Membership Inference Attack (MIA): 0.62075
Train vs Test Membership Inference Attack (MIA): 0.62775
Forget Set Accuracy (Df): 83.6305160522461
Method Execution Time: 1087.27 seconds
