hello
hello
Labels

📌S Retain class distribution for seed 2:
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 2:
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: 2.4862	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4622	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4126	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.4029	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3374	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2815	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2153	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2264	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2912	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.3211	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2328	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1760	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1085	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0222	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 1.9493	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.0221	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.8127	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9214	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.7832	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8794	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8571	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8811	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.7777	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.7077	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.7556	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.7956	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.7081	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.6944	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.6691	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.7173	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.6396	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.7516	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.7414	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.7394	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.6806	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7155	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.6848	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7573	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7376	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.6153	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.6485	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.5377	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7055	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.5854	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6248	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8198	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.5724	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7345	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6221	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6989	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.5742	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6864	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7480	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.5379	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6804	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7596	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.5663	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.8846	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6852	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.5575	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6521	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6206	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5777	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.5470	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.4894	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.5821	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.4261	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.8194	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6348	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6931	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6109	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.5702	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.5132	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.5346	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5553	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.4584	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5236	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5785	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.4981	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5445	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.4077	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.4769	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.4721	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.4980	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5412	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.7259	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.4663	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.5606	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.4785	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.4937	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5162	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.4416	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5609	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5245	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5444	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6565	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5266	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.7404	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.4071	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6915	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.4573	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.5837	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.3634	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.6128	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6573	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.4821	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5361	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.6160	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4501	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.4357	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5230	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.4871	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4520	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.6200	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.6270	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5570	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5614	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6667	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.3871	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.6590	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4956	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4858	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5910	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4258	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.3416	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.4297	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3139	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5625	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.2907	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3895	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.4089	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4218	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.2486	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.2931	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.2247	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3026	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4124	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.2888	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.2717	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.1597	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.2274	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.2240	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.2671	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4326	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.2562	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4623	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.3862	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3013	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.2833	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.2709	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.0815	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.2454	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.2703	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.2677	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.3581	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.2177	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.3289	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.1774	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.1109	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.1726	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.2425	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.1888	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.0525	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3194	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.2549	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.2280	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.2781	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.2552	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.5338	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.1991	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4264	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.1981	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3715	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4023	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.1426	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.1539	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5746, Train Accuracy: 0.4300
Epoch 1 training time consumed: 17.72s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0086, Accuracy: 0.4117, Time consumed:1.05s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.2280	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.3101	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.1516	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.1632	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 0.9715	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 1.0105	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 1.0211	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 1.0911	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 1.0587	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 1.1009	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 0.9343	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 1.0734	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 0.8390	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 0.8925	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 0.8840	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.9355	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 1.0001	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.9913	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 0.8936	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.8907	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 0.9734	LR: 0.020000
Training Epoch: 2 [5632/45000]	Loss: 0.8792	LR: 0.020000
Training Epoch: 2 [5888/45000]	Loss: 0.8187	LR: 0.020000
Training Epoch: 2 [6144/45000]	Loss: 0.9803	LR: 0.020000
Training Epoch: 2 [6400/45000]	Loss: 0.8988	LR: 0.020000
Training Epoch: 2 [6656/45000]	Loss: 0.9328	LR: 0.020000
Training Epoch: 2 [6912/45000]	Loss: 0.7619	LR: 0.020000
Training Epoch: 2 [7168/45000]	Loss: 0.9041	LR: 0.020000
Training Epoch: 2 [7424/45000]	Loss: 0.9092	LR: 0.020000
Training Epoch: 2 [7680/45000]	Loss: 0.9521	LR: 0.020000
Training Epoch: 2 [7936/45000]	Loss: 0.9167	LR: 0.020000
Training Epoch: 2 [8192/45000]	Loss: 0.8258	LR: 0.020000
Training Epoch: 2 [8448/45000]	Loss: 0.8625	LR: 0.020000
Training Epoch: 2 [8704/45000]	Loss: 0.9450	LR: 0.020000
Training Epoch: 2 [8960/45000]	Loss: 0.9707	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.8282	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.7652	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 0.8557	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 0.7530	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.7798	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 0.8496	LR: 0.020000
Training Epoch: 2 [10752/45000]	Loss: 0.9575	LR: 0.020000
Training Epoch: 2 [11008/45000]	Loss: 0.8634	LR: 0.020000
Training Epoch: 2 [11264/45000]	Loss: 0.8239	LR: 0.020000
Training Epoch: 2 [11520/45000]	Loss: 0.8748	LR: 0.020000
Training Epoch: 2 [11776/45000]	Loss: 0.8796	LR: 0.020000
Training Epoch: 2 [12032/45000]	Loss: 0.8828	LR: 0.020000
Training Epoch: 2 [12288/45000]	Loss: 0.8239	LR: 0.020000
Training Epoch: 2 [12544/45000]	Loss: 0.8668	LR: 0.020000
Training Epoch: 2 [12800/45000]	Loss: 0.8064	LR: 0.020000
Training Epoch: 2 [13056/45000]	Loss: 0.8167	LR: 0.020000
Training Epoch: 2 [13312/45000]	Loss: 0.7873	LR: 0.020000
Training Epoch: 2 [13568/45000]	Loss: 0.8092	LR: 0.020000
Training Epoch: 2 [13824/45000]	Loss: 0.8686	LR: 0.020000
Training Epoch: 2 [14080/45000]	Loss: 0.7920	LR: 0.020000
Training Epoch: 2 [14336/45000]	Loss: 0.8953	LR: 0.020000
Training Epoch: 2 [14592/45000]	Loss: 0.8042	LR: 0.020000
Training Epoch: 2 [14848/45000]	Loss: 0.7767	LR: 0.020000
Training Epoch: 2 [15104/45000]	Loss: 0.8114	LR: 0.020000
Training Epoch: 2 [15360/45000]	Loss: 0.8247	LR: 0.020000
Training Epoch: 2 [15616/45000]	Loss: 0.8445	LR: 0.020000
Training Epoch: 2 [15872/45000]	Loss: 0.8103	LR: 0.020000
Training Epoch: 2 [16128/45000]	Loss: 0.8714	LR: 0.020000
Training Epoch: 2 [16384/45000]	Loss: 0.9362	LR: 0.020000
Training Epoch: 2 [16640/45000]	Loss: 0.7464	LR: 0.020000
Training Epoch: 2 [16896/45000]	Loss: 0.7798	LR: 0.020000
Training Epoch: 2 [17152/45000]	Loss: 0.7647	LR: 0.020000
Training Epoch: 2 [17408/45000]	Loss: 0.7878	LR: 0.020000
Training Epoch: 2 [17664/45000]	Loss: 0.8886	LR: 0.020000
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Training Epoch: 2 [18432/45000]	Loss: 0.8256	LR: 0.020000
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Training Epoch: 2 [19712/45000]	Loss: 0.7820	LR: 0.020000
Training Epoch: 2 [19968/45000]	Loss: 0.7759	LR: 0.020000
Training Epoch: 2 [20224/45000]	Loss: 0.7760	LR: 0.020000
Training Epoch: 2 [20480/45000]	Loss: 0.7648	LR: 0.020000
Training Epoch: 2 [20736/45000]	Loss: 0.7687	LR: 0.020000
Training Epoch: 2 [20992/45000]	Loss: 0.9213	LR: 0.020000
Training Epoch: 2 [21248/45000]	Loss: 0.8647	LR: 0.020000
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Training Epoch: 2 [24320/45000]	Loss: 0.8390	LR: 0.020000
Training Epoch: 2 [24576/45000]	Loss: 0.8329	LR: 0.020000
Training Epoch: 2 [24832/45000]	Loss: 0.7208	LR: 0.020000
Training Epoch: 2 [25088/45000]	Loss: 0.7605	LR: 0.020000
Training Epoch: 2 [25344/45000]	Loss: 0.7239	LR: 0.020000
Training Epoch: 2 [25600/45000]	Loss: 0.7213	LR: 0.020000
Training Epoch: 2 [25856/45000]	Loss: 0.7526	LR: 0.020000
Training Epoch: 2 [26112/45000]	Loss: 0.8148	LR: 0.020000
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Training Epoch: 2 [28416/45000]	Loss: 0.7785	LR: 0.020000
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Training Epoch: 2 [39168/45000]	Loss: 0.8134	LR: 0.020000
Training Epoch: 2 [39424/45000]	Loss: 0.7561	LR: 0.020000
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Training Epoch: 2 [39936/45000]	Loss: 0.6208	LR: 0.020000
Training Epoch: 2 [40192/45000]	Loss: 0.5796	LR: 0.020000
Training Epoch: 2 [40448/45000]	Loss: 0.7974	LR: 0.020000
Training Epoch: 2 [40704/45000]	Loss: 0.7235	LR: 0.020000
Training Epoch: 2 [40960/45000]	Loss: 0.6856	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.7489	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.7040	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.7833	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.7023	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.7850	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.7328	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.7495	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.6757	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.7850	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.7058	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.6722	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.7280	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.7366	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.6141	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8145, Train Accuracy: 0.7096
Epoch 2 training time consumed: 17.25s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0031, Accuracy: 0.7275, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.6312	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.7173	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.7001	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.7059	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.6213	LR: 0.020000
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Training Epoch: 3 [2560/45000]	Loss: 0.5458	LR: 0.020000
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Training Epoch: 3 [3072/45000]	Loss: 0.6423	LR: 0.020000
Training Epoch: 3 [3328/45000]	Loss: 0.6898	LR: 0.020000
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Training Epoch: 3 [3840/45000]	Loss: 0.5452	LR: 0.020000
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Training Epoch: 3 [4608/45000]	Loss: 0.6846	LR: 0.020000
Training Epoch: 3 [4864/45000]	Loss: 0.5488	LR: 0.020000
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Training Epoch: 3 [5632/45000]	Loss: 0.6182	LR: 0.020000
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Training Epoch: 3 [26624/45000]	Loss: 0.6134	LR: 0.020000
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Training Epoch: 3 [28416/45000]	Loss: 0.4980	LR: 0.020000
Training Epoch: 3 [28672/45000]	Loss: 0.6726	LR: 0.020000
Training Epoch: 3 [28928/45000]	Loss: 0.6600	LR: 0.020000
Training Epoch: 3 [29184/45000]	Loss: 0.6936	LR: 0.020000
Training Epoch: 3 [29440/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 3 [29696/45000]	Loss: 0.6088	LR: 0.020000
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Training Epoch: 3 [35840/45000]	Loss: 0.6279	LR: 0.020000
Training Epoch: 3 [36096/45000]	Loss: 0.6304	LR: 0.020000
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Training Epoch: 3 [37632/45000]	Loss: 0.5850	LR: 0.020000
Training Epoch: 3 [37888/45000]	Loss: 0.5416	LR: 0.020000
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Training Epoch: 3 [38656/45000]	Loss: 0.6052	LR: 0.020000
Training Epoch: 3 [38912/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 3 [39168/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 3 [39424/45000]	Loss: 0.6274	LR: 0.020000
Training Epoch: 3 [39680/45000]	Loss: 0.5888	LR: 0.020000
Training Epoch: 3 [39936/45000]	Loss: 0.6172	LR: 0.020000
Training Epoch: 3 [40192/45000]	Loss: 0.6338	LR: 0.020000
Training Epoch: 3 [40448/45000]	Loss: 0.5748	LR: 0.020000
Training Epoch: 3 [40704/45000]	Loss: 0.6272	LR: 0.020000
Training Epoch: 3 [40960/45000]	Loss: 0.5636	LR: 0.020000
Training Epoch: 3 [41216/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.5889	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.6939	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.6007	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.6393	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.6825	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.6338	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.6026	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.5975	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.5186	LR: 0.020000
Epoch 3 - Average Train Loss: 0.6072, Train Accuracy: 0.7853
Epoch 3 training time consumed: 17.32s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0028, Accuracy: 0.7621, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.5178	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 4 [4352/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.4197	LR: 0.020000
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Training Epoch: 4 [5120/45000]	Loss: 0.4122	LR: 0.020000
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Training Epoch: 4 [5632/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 4 [5888/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 4 [6144/45000]	Loss: 0.4010	LR: 0.020000
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Training Epoch: 4 [6656/45000]	Loss: 0.4661	LR: 0.020000
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Training Epoch: 4 [7168/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 4 [7424/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 4 [7680/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.5196	LR: 0.020000
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Training Epoch: 4 [40192/45000]	Loss: 0.5719	LR: 0.020000
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Training Epoch: 4 [40960/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 4 [41216/45000]	Loss: 0.5316	LR: 0.020000
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Training Epoch: 4 [42240/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 4 [42496/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 4 [42752/45000]	Loss: 0.5844	LR: 0.020000
Training Epoch: 4 [43008/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.5498	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.5067	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4556, Train Accuracy: 0.8406
Epoch 4 training time consumed: 17.17s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0030, Accuracy: 0.7504, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.2652	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.3270	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.3329	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.2886	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.2789	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.3026	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.2124	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.2426	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 5 [4096/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 5 [4352/45000]	Loss: 0.2067	LR: 0.004000
Training Epoch: 5 [4608/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 5 [4864/45000]	Loss: 0.2502	LR: 0.004000
Training Epoch: 5 [5120/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 5 [5376/45000]	Loss: 0.2077	LR: 0.004000
Training Epoch: 5 [5632/45000]	Loss: 0.2147	LR: 0.004000
Training Epoch: 5 [5888/45000]	Loss: 0.2438	LR: 0.004000
Training Epoch: 5 [6144/45000]	Loss: 0.2315	LR: 0.004000
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Training Epoch: 5 [6656/45000]	Loss: 0.2899	LR: 0.004000
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Training Epoch: 5 [7168/45000]	Loss: 0.2560	LR: 0.004000
Training Epoch: 5 [7424/45000]	Loss: 0.2125	LR: 0.004000
Training Epoch: 5 [7680/45000]	Loss: 0.2431	LR: 0.004000
Training Epoch: 5 [7936/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 5 [8192/45000]	Loss: 0.2698	LR: 0.004000
Training Epoch: 5 [8448/45000]	Loss: 0.2266	LR: 0.004000
Training Epoch: 5 [8704/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 5 [8960/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.2310	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.2006	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.1894	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.2068	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2116	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.2310	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.2279	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.1745	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.2475	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.1973	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.2119	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2419	LR: 0.004000
Training Epoch: 5 [12544/45000]	Loss: 0.1887	LR: 0.004000
Training Epoch: 5 [12800/45000]	Loss: 0.2062	LR: 0.004000
Training Epoch: 5 [13056/45000]	Loss: 0.2533	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.2233	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2206	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.1891	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 5 [14336/45000]	Loss: 0.2185	LR: 0.004000
Training Epoch: 5 [14592/45000]	Loss: 0.1344	LR: 0.004000
Training Epoch: 5 [14848/45000]	Loss: 0.2254	LR: 0.004000
Training Epoch: 5 [15104/45000]	Loss: 0.2357	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.2325	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.2111	LR: 0.004000
Training Epoch: 5 [15872/45000]	Loss: 0.2102	LR: 0.004000
Training Epoch: 5 [16128/45000]	Loss: 0.1926	LR: 0.004000
Training Epoch: 5 [16384/45000]	Loss: 0.2458	LR: 0.004000
Training Epoch: 5 [16640/45000]	Loss: 0.2366	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2383	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.1723	LR: 0.004000
Training Epoch: 5 [17408/45000]	Loss: 0.2218	LR: 0.004000
Training Epoch: 5 [17664/45000]	Loss: 0.1187	LR: 0.004000
Training Epoch: 5 [17920/45000]	Loss: 0.1803	LR: 0.004000
Training Epoch: 5 [18176/45000]	Loss: 0.2346	LR: 0.004000
Training Epoch: 5 [18432/45000]	Loss: 0.1554	LR: 0.004000
Training Epoch: 5 [18688/45000]	Loss: 0.2631	LR: 0.004000
Training Epoch: 5 [18944/45000]	Loss: 0.2019	LR: 0.004000
Training Epoch: 5 [19200/45000]	Loss: 0.2097	LR: 0.004000
Training Epoch: 5 [19456/45000]	Loss: 0.2047	LR: 0.004000
Training Epoch: 5 [19712/45000]	Loss: 0.2314	LR: 0.004000
Training Epoch: 5 [19968/45000]	Loss: 0.2012	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.1600	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.1701	LR: 0.004000
Training Epoch: 5 [20736/45000]	Loss: 0.2140	LR: 0.004000
Training Epoch: 5 [20992/45000]	Loss: 0.2096	LR: 0.004000
Training Epoch: 5 [21248/45000]	Loss: 0.2233	LR: 0.004000
Training Epoch: 5 [21504/45000]	Loss: 0.2744	LR: 0.004000
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Training Epoch: 5 [22016/45000]	Loss: 0.2162	LR: 0.004000
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Training Epoch: 5 [22528/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 5 [22784/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 5 [23040/45000]	Loss: 0.2163	LR: 0.004000
Training Epoch: 5 [23296/45000]	Loss: 0.1930	LR: 0.004000
Training Epoch: 5 [23552/45000]	Loss: 0.2495	LR: 0.004000
Training Epoch: 5 [23808/45000]	Loss: 0.2019	LR: 0.004000
Training Epoch: 5 [24064/45000]	Loss: 0.2538	LR: 0.004000
Training Epoch: 5 [24320/45000]	Loss: 0.1727	LR: 0.004000
Training Epoch: 5 [24576/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 5 [24832/45000]	Loss: 0.1801	LR: 0.004000
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Training Epoch: 5 [26368/45000]	Loss: 0.2208	LR: 0.004000
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Training Epoch: 5 [27648/45000]	Loss: 0.2214	LR: 0.004000
Training Epoch: 5 [27904/45000]	Loss: 0.1601	LR: 0.004000
Training Epoch: 5 [28160/45000]	Loss: 0.1814	LR: 0.004000
Training Epoch: 5 [28416/45000]	Loss: 0.1791	LR: 0.004000
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Training Epoch: 5 [28928/45000]	Loss: 0.1519	LR: 0.004000
Training Epoch: 5 [29184/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 5 [29440/45000]	Loss: 0.2296	LR: 0.004000
Training Epoch: 5 [29696/45000]	Loss: 0.1777	LR: 0.004000
Training Epoch: 5 [29952/45000]	Loss: 0.1949	LR: 0.004000
Training Epoch: 5 [30208/45000]	Loss: 0.1688	LR: 0.004000
Training Epoch: 5 [30464/45000]	Loss: 0.2065	LR: 0.004000
Training Epoch: 5 [30720/45000]	Loss: 0.2332	LR: 0.004000
Training Epoch: 5 [30976/45000]	Loss: 0.1796	LR: 0.004000
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Training Epoch: 5 [33280/45000]	Loss: 0.1882	LR: 0.004000
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Training Epoch: 5 [34816/45000]	Loss: 0.2246	LR: 0.004000
Training Epoch: 5 [35072/45000]	Loss: 0.1822	LR: 0.004000
Training Epoch: 5 [35328/45000]	Loss: 0.1576	LR: 0.004000
Training Epoch: 5 [35584/45000]	Loss: 0.2050	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.1305	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.2349	LR: 0.004000
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Training Epoch: 5 [36608/45000]	Loss: 0.2020	LR: 0.004000
Training Epoch: 5 [36864/45000]	Loss: 0.2143	LR: 0.004000
Training Epoch: 5 [37120/45000]	Loss: 0.1854	LR: 0.004000
Training Epoch: 5 [37376/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.1701	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.1662	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.2062	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.2200	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.1536	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.2122	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.1691	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.1500	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.2255	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.1799	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.1632	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.1967	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.1876	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.1554	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.1943	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.2263	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.2339	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.1933	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.1934	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.1854	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.1444	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.1722	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.1408	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.1673	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.1813	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2131, Train Accuracy: 0.9344
Epoch 5 training time consumed: 17.31s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0022, Accuracy: 0.8217, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1076	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1632	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.1148	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.0928	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1159	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1741	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1639	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1076	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.0962	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1329	LR: 0.004000
Training Epoch: 6 [3328/45000]	Loss: 0.1343	LR: 0.004000
Training Epoch: 6 [3584/45000]	Loss: 0.1115	LR: 0.004000
Training Epoch: 6 [3840/45000]	Loss: 0.1178	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1113	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.1209	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.1891	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.1215	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1369	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.1486	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1327	LR: 0.004000
Training Epoch: 6 [6400/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 6 [6656/45000]	Loss: 0.1690	LR: 0.004000
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Training Epoch: 6 [7168/45000]	Loss: 0.1100	LR: 0.004000
Training Epoch: 6 [7424/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 6 [7680/45000]	Loss: 0.1220	LR: 0.004000
Training Epoch: 6 [7936/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 6 [8192/45000]	Loss: 0.0874	LR: 0.004000
Training Epoch: 6 [8448/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 6 [8704/45000]	Loss: 0.1466	LR: 0.004000
Training Epoch: 6 [8960/45000]	Loss: 0.1069	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.0926	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1296	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1374	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1159	LR: 0.004000
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Training Epoch: 6 [10496/45000]	Loss: 0.1110	LR: 0.004000
Training Epoch: 6 [10752/45000]	Loss: 0.0958	LR: 0.004000
Training Epoch: 6 [11008/45000]	Loss: 0.1182	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1169	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.0824	LR: 0.004000
Training Epoch: 6 [11776/45000]	Loss: 0.0980	LR: 0.004000
Training Epoch: 6 [12032/45000]	Loss: 0.1202	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1229	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.0905	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.1371	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1244	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.1229	LR: 0.004000
Training Epoch: 6 [13824/45000]	Loss: 0.1347	LR: 0.004000
Training Epoch: 6 [14080/45000]	Loss: 0.1170	LR: 0.004000
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Training Epoch: 6 [14848/45000]	Loss: 0.1132	LR: 0.004000
Training Epoch: 6 [15104/45000]	Loss: 0.1039	LR: 0.004000
Training Epoch: 6 [15360/45000]	Loss: 0.0787	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.1328	LR: 0.004000
Training Epoch: 6 [15872/45000]	Loss: 0.1470	LR: 0.004000
Training Epoch: 6 [16128/45000]	Loss: 0.1017	LR: 0.004000
Training Epoch: 6 [16384/45000]	Loss: 0.1259	LR: 0.004000
Training Epoch: 6 [16640/45000]	Loss: 0.1363	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.0584	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.0967	LR: 0.004000
Training Epoch: 6 [17408/45000]	Loss: 0.0786	LR: 0.004000
Training Epoch: 6 [17664/45000]	Loss: 0.1044	LR: 0.004000
Training Epoch: 6 [17920/45000]	Loss: 0.1347	LR: 0.004000
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Training Epoch: 6 [18432/45000]	Loss: 0.1198	LR: 0.004000
Training Epoch: 6 [18688/45000]	Loss: 0.0916	LR: 0.004000
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Training Epoch: 6 [19712/45000]	Loss: 0.0958	LR: 0.004000
Training Epoch: 6 [19968/45000]	Loss: 0.1208	LR: 0.004000
Training Epoch: 6 [20224/45000]	Loss: 0.0903	LR: 0.004000
Training Epoch: 6 [20480/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 6 [20736/45000]	Loss: 0.1145	LR: 0.004000
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Training Epoch: 6 [22016/45000]	Loss: 0.0972	LR: 0.004000
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Training Epoch: 6 [22784/45000]	Loss: 0.0897	LR: 0.004000
Training Epoch: 6 [23040/45000]	Loss: 0.1368	LR: 0.004000
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Training Epoch: 6 [25600/45000]	Loss: 0.1284	LR: 0.004000
Training Epoch: 6 [25856/45000]	Loss: 0.1563	LR: 0.004000
Training Epoch: 6 [26112/45000]	Loss: 0.0850	LR: 0.004000
Training Epoch: 6 [26368/45000]	Loss: 0.0817	LR: 0.004000
Training Epoch: 6 [26624/45000]	Loss: 0.0897	LR: 0.004000
Training Epoch: 6 [26880/45000]	Loss: 0.0808	LR: 0.004000
Training Epoch: 6 [27136/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 6 [27392/45000]	Loss: 0.1131	LR: 0.004000
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Training Epoch: 6 [27904/45000]	Loss: 0.1119	LR: 0.004000
Training Epoch: 6 [28160/45000]	Loss: 0.0739	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.1211	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1474	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.1121	LR: 0.004000
Training Epoch: 6 [29184/45000]	Loss: 0.0665	LR: 0.004000
Training Epoch: 6 [29440/45000]	Loss: 0.1451	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.1345	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.1212	LR: 0.004000
Training Epoch: 6 [30208/45000]	Loss: 0.0881	LR: 0.004000
Training Epoch: 6 [30464/45000]	Loss: 0.1545	LR: 0.004000
Training Epoch: 6 [30720/45000]	Loss: 0.1305	LR: 0.004000
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Training Epoch: 6 [31232/45000]	Loss: 0.1202	LR: 0.004000
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Training Epoch: 6 [35072/45000]	Loss: 0.1352	LR: 0.004000
Training Epoch: 6 [35328/45000]	Loss: 0.0958	LR: 0.004000
Training Epoch: 6 [35584/45000]	Loss: 0.1130	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.1350	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.1527	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.1451	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1089	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.0786	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.0636	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1284	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1193	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.1053	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.1116	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.0957	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.0998	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.1371	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.0941	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.0996	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1111	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.1009	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1333	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.0809	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.0971	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.1321	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.1141	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.1243	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1117	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1224	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.1131	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.1318	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.1035	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.1361	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1256	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.1402	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.1174	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1186, Train Accuracy: 0.9671
Epoch 6 training time consumed: 17.32s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0025, Accuracy: 0.8125, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0692	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.0640	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0901	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.0630	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0681	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0769	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0827	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0694	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0617	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0574	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.0956	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0558	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0451	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0560	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0742	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0662	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0455	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.0373	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0740	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0527	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0677	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.0715	LR: 0.004000
Training Epoch: 7 [6144/45000]	Loss: 0.0576	LR: 0.004000
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Training Epoch: 7 [7936/45000]	Loss: 0.0584	LR: 0.004000
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Training Epoch: 7 [9984/45000]	Loss: 0.0480	LR: 0.004000
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Training Epoch: 7 [10496/45000]	Loss: 0.0875	LR: 0.004000
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Training Epoch: 7 [11008/45000]	Loss: 0.0650	LR: 0.004000
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Training Epoch: 7 [11520/45000]	Loss: 0.0729	LR: 0.004000
Training Epoch: 7 [11776/45000]	Loss: 0.0391	LR: 0.004000
Training Epoch: 7 [12032/45000]	Loss: 0.0499	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0761	LR: 0.004000
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Training Epoch: 7 [12800/45000]	Loss: 0.0484	LR: 0.004000
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Training Epoch: 7 [13312/45000]	Loss: 0.0484	LR: 0.004000
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Training Epoch: 7 [14848/45000]	Loss: 0.0715	LR: 0.004000
Training Epoch: 7 [15104/45000]	Loss: 0.0650	LR: 0.004000
Training Epoch: 7 [15360/45000]	Loss: 0.0419	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0726	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0494	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0525	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [16640/45000]	Loss: 0.0507	LR: 0.004000
Training Epoch: 7 [16896/45000]	Loss: 0.0602	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0596	LR: 0.004000
Training Epoch: 7 [17408/45000]	Loss: 0.0544	LR: 0.004000
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Training Epoch: 7 [17920/45000]	Loss: 0.0473	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0537	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0410	LR: 0.004000
Training Epoch: 7 [18688/45000]	Loss: 0.0478	LR: 0.004000
Training Epoch: 7 [18944/45000]	Loss: 0.0461	LR: 0.004000
Training Epoch: 7 [19200/45000]	Loss: 0.0592	LR: 0.004000
Training Epoch: 7 [19456/45000]	Loss: 0.0376	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0511	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0452	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0691	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0729	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0495	LR: 0.004000
Training Epoch: 7 [21248/45000]	Loss: 0.0565	LR: 0.004000
Training Epoch: 7 [21504/45000]	Loss: 0.0471	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0741	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0600	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0394	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0480	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0818	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.0651	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.0484	LR: 0.004000
Training Epoch: 7 [23552/45000]	Loss: 0.0642	LR: 0.004000
Training Epoch: 7 [23808/45000]	Loss: 0.1089	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0815	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.0376	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.0488	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0481	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0536	LR: 0.004000
Training Epoch: 7 [25344/45000]	Loss: 0.0557	LR: 0.004000
Training Epoch: 7 [25600/45000]	Loss: 0.0565	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 7 [26112/45000]	Loss: 0.0513	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0607	LR: 0.004000
Training Epoch: 7 [26624/45000]	Loss: 0.0495	LR: 0.004000
Training Epoch: 7 [26880/45000]	Loss: 0.0738	LR: 0.004000
Training Epoch: 7 [27136/45000]	Loss: 0.0902	LR: 0.004000
Training Epoch: 7 [27392/45000]	Loss: 0.0610	LR: 0.004000
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Training Epoch: 7 [27904/45000]	Loss: 0.0621	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0488	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0514	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0693	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0570	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0824	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0475	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0461	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0532	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0553	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0753	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0616	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0551	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0546	LR: 0.004000
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Training Epoch: 7 [31744/45000]	Loss: 0.0532	LR: 0.004000
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Training Epoch: 7 [32512/45000]	Loss: 0.0371	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0592	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0576	LR: 0.004000
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Training Epoch: 7 [33536/45000]	Loss: 0.0529	LR: 0.004000
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Training Epoch: 7 [34816/45000]	Loss: 0.0594	LR: 0.004000
Training Epoch: 7 [35072/45000]	Loss: 0.0720	LR: 0.004000
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Training Epoch: 7 [35584/45000]	Loss: 0.0629	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0572	LR: 0.004000
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Training Epoch: 7 [36352/45000]	Loss: 0.0484	LR: 0.004000
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Training Epoch: 7 [36864/45000]	Loss: 0.0550	LR: 0.004000
Training Epoch: 7 [37120/45000]	Loss: 0.0475	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.0576	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0535	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0401	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0473	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0534	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0426	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0550	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0478	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0671	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0671	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0590	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0677	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0834	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0775	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0475	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0489	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0548	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.0709	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0698	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0576	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0492	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0819	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0645	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0644	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0595	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0345	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0657	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0818	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.0412	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0647	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0588, Train Accuracy: 0.9879
Epoch 7 training time consumed: 17.29s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0027, Accuracy: 0.8138, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0326	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0317	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0410	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0335	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0390	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0367	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0176	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0347	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0191	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0246	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0508	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0321	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0191	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0221	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0303	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0229	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0230	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0345	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0197	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0331	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0298	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0263	LR: 0.004000
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Training Epoch: 8 [11008/45000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0200	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0452	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0268	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0186	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0242	LR: 0.004000
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Training Epoch: 8 [13312/45000]	Loss: 0.0166	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0307	LR: 0.004000
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Training Epoch: 8 [15360/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0295	LR: 0.004000
Training Epoch: 8 [15872/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [16128/45000]	Loss: 0.0258	LR: 0.004000
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Training Epoch: 8 [16640/45000]	Loss: 0.0257	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0165	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0235	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0221	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0189	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0236	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0219	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0541	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0239	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0210	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0271	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0159	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0194	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0221	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0314	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0221	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0410	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0214	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0190	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0328	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0216	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0117	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0154	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0213	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0314	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0222	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0183	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0291	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0326	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0285	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0215	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0214	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0267	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0169	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0203	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0310	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0160	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0232	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0201	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0306	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0191	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0238	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0167	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0126	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0153	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0165	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0196	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0259	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0379	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0155	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0233	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0268	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0358	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0214	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0161	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0200	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0193	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0180	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0180	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0338	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0255, Train Accuracy: 0.9976
Epoch 8 training time consumed: 17.30s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0027, Accuracy: 0.8221, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0264	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0168	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0248	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0177	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0102	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0121, Train Accuracy: 0.9998
Epoch 9 training time consumed: 17.27s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0026, Accuracy: 0.8244, Time consumed:0.86s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0067	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0070	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0063	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0067	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0066	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0069	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0111	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0100, Train Accuracy: 0.9999
Epoch 10 training time consumed: 17.33s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0026, Accuracy: 0.8230, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_44m_26s/ResNet18-Cifar10-seed2-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: 82.275390625
Retain Accuracy: 99.9977798461914
Zero-Retain Forget (ZRF): 0.7838568091392517
Membership Inference Attack (MIA): 0.613
Forget vs Retain Membership Inference Attack (MIA): 0.6175
Forget vs Test Membership Inference Attack (MIA): 0.506
Test vs Retain Membership Inference Attack (MIA): 0.62125
Train vs Test Membership Inference Attack (MIA): 0.6305
Forget Set Accuracy (Df): 81.46484375
Method Execution Time: 1095.51 seconds
