hello
hello

📌S Retain class distribution for seed 6:
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

📌 Forget class distribution for seed 6:
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
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3416	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3187	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3360	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3267	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2762	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2402	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2641	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2521	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2300	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2863	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2086	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1801	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1438	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1474	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0726	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.0023	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0892	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9464	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9144	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8988	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8952	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9894	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8628	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8223	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8758	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8322	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9913	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7638	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8202	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8238	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7449	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8296	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8353	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8112	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.7886	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7777	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8472	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7207	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8130	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7763	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7926	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8776	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8203	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7091	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7385	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.9064	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7975	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.6807	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.8238	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.0132	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7297	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.8372	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.8566	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.9708	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7189	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.8201	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.8434	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6970	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.8692	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7344	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7292	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.8751	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6590	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.5986	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6221	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6760	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6942	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6946	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7442	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6124	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7500	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7511	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.5815	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.8366	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5434	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.7050	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5253	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5968	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6751	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5206	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5047	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6803	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.6818	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.7028	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.7617	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5932	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6887	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6433	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7250	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.7326	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6707	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5211	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.9290	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7186	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6941	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.7525	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6111	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6717	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.9030	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.7530	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.7048	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.7193	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6529	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7731	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.9624	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.7684	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.7171	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.9679	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.7439	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.8018	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.8912	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6845	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.6062	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.6916	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5526	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5681	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.7705	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6680	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.7223	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.5713	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.5025	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.7077	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.6439	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5585	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.7428	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.4773	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4200	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5841	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5455	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3872	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6156	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.3530	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4278	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5212	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5483	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5899	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5890	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5646	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.5245	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5650	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.6600	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4547	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.5135	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4669	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.6946	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4809	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5022	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5824	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5182	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4129	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.6201	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.5539	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5826	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5140	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.6892	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4615	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.5772	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.5541	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.6103	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5734	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.5205	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3959	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.5296	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3541	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3277	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.4659	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3848	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4544	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4821	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3773	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4642	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.3739	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4988	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4002	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4661	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5225	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7225, Train Accuracy: 0.3687
Epoch 1 training time consumed: 39.59s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0118, Accuracy: 0.2661, Time consumed:1.50s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.6666	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3803	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3630	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.4732	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.4651	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3909	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.6226	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3571	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3515	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.6537	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3349	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4427	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3443	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.6036	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3801	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.5002	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.6538	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.2703	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.4234	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2155	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.4032	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4096	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.4207	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.4185	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.4910	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3877	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.7592	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.6304	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.2966	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.4176	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.4433	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3739	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3875	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.4542	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3065	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2759	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.5565	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.3643	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.4154	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.5281	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.3873	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.5107	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3445	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3869	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.1912	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3883	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.5343	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2231	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.4658	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.3370	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3307	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.3414	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.3712	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2135	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.1688	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2392	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2309	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.1853	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2915	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.1348	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2362	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2897	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.1693	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.3577	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.3370	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2621	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2300	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2951	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.2931	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2687	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.3000	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3478	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2504	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2848	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1782	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.0973	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2159	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1190	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1463	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1929	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1461	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1385	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.3219	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.1185	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2077	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1701	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.1828	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2117	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.3389	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.2857	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2369	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1760	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2919	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2275	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1984	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1936	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1680	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2673	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1758	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2251	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1474	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1743	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1919	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1833	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.0749	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2706	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1050	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1284	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1765	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.3428	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.0196	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.0577	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.2802	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.1770	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1563	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.1786	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.0085	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.2044	LR: 0.100000
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Training Epoch: 2 [35840/45000]	Loss: 1.1924	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.0291	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.2883	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 0.9820	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.1252	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1233	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.2052	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.9491	LR: 0.100000
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Training Epoch: 2 [38144/45000]	Loss: 1.0613	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.0404	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0476	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0507	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.1349	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0725	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0562	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1067	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.1639	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.2660	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1911	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0528	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.2292	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0889	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0461	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1157	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.2193	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1148	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.1349	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1350	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1228	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0178	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0916	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1570	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0569	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0930	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 0.9887	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1250	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2422, Train Accuracy: 0.5548
Epoch 2 training time consumed: 38.88s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0053, Accuracy: 0.5558, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1538	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0565	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0094	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.2043	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0140	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1563	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0114	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9616	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0903	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0847	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.1390	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.9460	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.9519	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1281	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0297	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.8525	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.9614	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0115	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0777	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9925	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.8359	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9869	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.9826	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.9522	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.1543	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.9239	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.1456	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.9598	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0555	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.1488	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.0658	LR: 0.100000
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Training Epoch: 3 [9216/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0864	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.1430	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0351	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 0.8943	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 0.9618	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 1.0736	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 1.0265	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0794	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.1323	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9726	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.1055	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.1032	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.1518	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0497	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 1.0592	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 0.9604	LR: 0.100000
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Training Epoch: 3 [17664/45000]	Loss: 0.9956	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.9282	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9415	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.7842	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9495	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9206	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9287	LR: 0.100000
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Training Epoch: 3 [28672/45000]	Loss: 1.0941	LR: 0.100000
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Training Epoch: 3 [29184/45000]	Loss: 0.9441	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.0815	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9463	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.9799	LR: 0.100000
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Training Epoch: 3 [30720/45000]	Loss: 0.9533	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 1.0992	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.9222	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.0331	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.9149	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.8629	LR: 0.100000
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Training Epoch: 3 [35584/45000]	Loss: 0.8334	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.8551	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.9317	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.8991	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.7851	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.9640	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.8187	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9213	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8170	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9308	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9895	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9277	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9019	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9573	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9941	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9146	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.7878	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.8736	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.8255	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9018	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8968	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9918	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9712	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9122	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.7917	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9391	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.9700	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.8192	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9261	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9695	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9189	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.0543	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8774	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.0905	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9282	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9746, Train Accuracy: 0.6542
Epoch 3 training time consumed: 39.03s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0041, Accuracy: 0.6501, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8206	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9246	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.8699	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.7985	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.7817	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9113	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8189	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8291	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.7683	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8858	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8667	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8409	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8092	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8478	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9216	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.7805	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8741	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.6831	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8737	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8255	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8216	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.7354	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8476	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8256	LR: 0.100000
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Training Epoch: 4 [6656/45000]	Loss: 0.7884	LR: 0.100000
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Training Epoch: 4 [8192/45000]	Loss: 0.7764	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.7570	LR: 0.100000
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Training Epoch: 4 [9984/45000]	Loss: 0.6657	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.8939	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8905	LR: 0.100000
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Training Epoch: 4 [11008/45000]	Loss: 0.9566	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.8086	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.8231	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.6701	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8264, Train Accuracy: 0.7101
Epoch 4 training time consumed: 39.08s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0035, Accuracy: 0.7043, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7370	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.7720	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6903	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.7918	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7290	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.5977	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6816	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7709	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7858	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6173	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6062	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.8414	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7160	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7236, Train Accuracy: 0.7461
Epoch 5 training time consumed: 38.84s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0040, Accuracy: 0.6842, Time consumed:1.36s
Training Epoch: 6 [256/45000]	Loss: 0.6432	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7122	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7003	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6597	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6200	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7670	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7750	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6276	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.6553	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.7700	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.5358	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.6116	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6150	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6489	LR: 0.100000
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Training Epoch: 6 [4096/45000]	Loss: 0.6997	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.5412	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6418	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6243	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.6792	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6149	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6855	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6939	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.6123	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.5987	LR: 0.100000
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Training Epoch: 6 [12800/45000]	Loss: 0.6099	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.6818	LR: 0.100000
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Training Epoch: 6 [16128/45000]	Loss: 0.6251	LR: 0.100000
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Training Epoch: 6 [16640/45000]	Loss: 0.6456	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.5312	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6723	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6780	LR: 0.100000
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Training Epoch: 6 [19712/45000]	Loss: 0.6682	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.5392	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.5986	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.8425	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6117	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.5226	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.5534	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.6323	LR: 0.100000
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Training Epoch: 6 [22016/45000]	Loss: 0.5938	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.6135	LR: 0.100000
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Training Epoch: 6 [23040/45000]	Loss: 0.7371	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.7212	LR: 0.100000
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Training Epoch: 6 [24576/45000]	Loss: 0.5299	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.6268	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.6771	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.6933	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.6531	LR: 0.100000
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Training Epoch: 6 [26368/45000]	Loss: 0.6618	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.8035	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.6676	LR: 0.100000
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Training Epoch: 6 [27392/45000]	Loss: 0.6023	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.6954	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.7984	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6190	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.5440	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6101	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5495	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.5988	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6495	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.7073	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.5726	LR: 0.100000
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Training Epoch: 6 [36352/45000]	Loss: 0.7755	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.6548	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 0.6974	LR: 0.100000
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Training Epoch: 6 [37888/45000]	Loss: 0.7468	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.6621	LR: 0.100000
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Training Epoch: 6 [38656/45000]	Loss: 0.5780	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6474	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.5647	LR: 0.100000
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Training Epoch: 6 [39936/45000]	Loss: 0.6051	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.7093	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6331	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6864	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6347	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6966	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.7295	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6080	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5906	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.7876	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6273	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6683	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.7439	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6131	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6586	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6651	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6196	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.5019	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.5221	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6352	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.5803	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6585, Train Accuracy: 0.7712
Epoch 6 training time consumed: 38.90s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0028, Accuracy: 0.7626, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6145	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6291	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6087	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6330	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6212	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.5574	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6444	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6894	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5150	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6123	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.5378	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6638	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5625	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.5957	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6556	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 0.6836	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.5323	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.6391	LR: 0.100000
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Training Epoch: 7 [5888/45000]	Loss: 0.5518	LR: 0.100000
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Training Epoch: 7 [27392/45000]	Loss: 0.5819	LR: 0.100000
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Training Epoch: 7 [42240/45000]	Loss: 0.5588	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 0.5622	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.8015	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5462	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6166	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5493	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5737	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6159	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6348	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6506	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6060, Train Accuracy: 0.7897
Epoch 7 training time consumed: 38.89s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0026, Accuracy: 0.7810, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5631	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4531	LR: 0.020000
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Training Epoch: 8 [28416/45000]	Loss: 0.4981	LR: 0.020000
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Training Epoch: 8 [28928/45000]	Loss: 0.4046	LR: 0.020000
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Training Epoch: 8 [29440/45000]	Loss: 0.4821	LR: 0.020000
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Training Epoch: 8 [36096/45000]	Loss: 0.4447	LR: 0.020000
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Training Epoch: 8 [37888/45000]	Loss: 0.4051	LR: 0.020000
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Training Epoch: 8 [38656/45000]	Loss: 0.4130	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.4463	LR: 0.020000
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Training Epoch: 8 [40960/45000]	Loss: 0.4143	LR: 0.020000
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Training Epoch: 8 [41728/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.3635	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4858	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.5263	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4123	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4583, Train Accuracy: 0.8399
Epoch 8 training time consumed: 38.82s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8516, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3418	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.3228	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4087	LR: 0.020000
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Training Epoch: 9 [4096/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4825	LR: 0.020000
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Training Epoch: 9 [9984/45000]	Loss: 0.4211	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.3920	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4134, Train Accuracy: 0.8556
Epoch 9 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0016, Accuracy: 0.8609, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4052	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3388	LR: 0.020000
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Training Epoch: 10 [2560/45000]	Loss: 0.3210	LR: 0.020000
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Training Epoch: 10 [16896/45000]	Loss: 0.3684	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.4743	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3151	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3366	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4316	LR: 0.020000
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Training Epoch: 10 [39936/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.2971	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3130	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3488	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3176	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3075	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4931	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3861, Train Accuracy: 0.8652
Epoch 10 training time consumed: 38.76s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8641, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3208	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.2939	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3196	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3095	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3019	LR: 0.020000
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Training Epoch: 11 [4608/45000]	Loss: 0.3493	LR: 0.020000
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Training Epoch: 11 [5376/45000]	Loss: 0.3465	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.4154	LR: 0.020000
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Training Epoch: 11 [8448/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3420	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3446	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3222	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.2925	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3471	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3690	LR: 0.020000
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Training Epoch: 11 [12032/45000]	Loss: 0.4116	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3482	LR: 0.020000
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Training Epoch: 11 [13312/45000]	Loss: 0.3337	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.3195	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4088	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.3852	LR: 0.020000
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Training Epoch: 11 [16640/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.3243	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.4416	LR: 0.020000
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Training Epoch: 11 [19456/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3431	LR: 0.020000
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Training Epoch: 11 [22784/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4052	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3405	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3321	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3324	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.3015	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3319	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3665	LR: 0.020000
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Training Epoch: 11 [30720/45000]	Loss: 0.3140	LR: 0.020000
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Training Epoch: 11 [35328/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.4434	LR: 0.020000
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Training Epoch: 11 [36096/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.3263	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.2632	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.3047	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3302	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3233	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3094	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.2846	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3297	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3254	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3033	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3230	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4047	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3159	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3468	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3704, Train Accuracy: 0.8703
Epoch 11 training time consumed: 38.97s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8598, Time consumed:1.36s
Training Epoch: 12 [256/45000]	Loss: 0.2626	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3910	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.4720	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.4069	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3526	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3337	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3898	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.4281	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3646	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3351	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.2484	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.2432	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.2432	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3328	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.2766	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3312	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.2792	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3740	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.2640	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.2821	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.2370	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.2978	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.2960	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3866	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.2804	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.4564	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4103	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3267	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3653	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.4665	LR: 0.004000
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Training Epoch: 12 [14592/45000]	Loss: 0.3584	LR: 0.004000
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Training Epoch: 12 [15104/45000]	Loss: 0.3396	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3993	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.2748	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3311	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3172	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3165	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3121	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.2347	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2412	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.2941	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3353	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3994	LR: 0.004000
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Training Epoch: 12 [40960/45000]	Loss: 0.2961	LR: 0.004000
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Training Epoch: 12 [41472/45000]	Loss: 0.3983	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.2786	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3418	LR: 0.004000
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Training Epoch: 12 [42496/45000]	Loss: 0.3040	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.2645	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.2741	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2398	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.2773	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3409	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3256, Train Accuracy: 0.8864
Epoch 12 training time consumed: 38.76s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8795, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3661	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3721	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3542	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3428	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.3528	LR: 0.004000
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Training Epoch: 13 [29440/45000]	Loss: 0.2528	LR: 0.004000
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Training Epoch: 13 [41984/45000]	Loss: 0.3088	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.3045	LR: 0.004000
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Training Epoch: 13 [43264/45000]	Loss: 0.2496	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2888	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.2629	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2851	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3095, Train Accuracy: 0.8915
Epoch 13 training time consumed: 38.89s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8805, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3259	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2804	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.2470	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.2348	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.2570	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3214	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3213	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.2389	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.2761	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.2418	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.2816	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3121	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.2687	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.2769	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3725	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.2547	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.2863	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.2779	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.2297	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3038	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.2681	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.2641	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.2537	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3969	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2787	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3107	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.2605	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.4283	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.4097	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3711	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3346	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3038	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3565	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.2545	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.2530	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.2652	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2576	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.2291	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.2827	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3359	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3469	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3253	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.2794	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.3243	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.2682	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.3001	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.4342	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2598	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2554	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.2536	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.2968	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.2579	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.2541	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.2846	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.2350	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.2543	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2755	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.2563	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.2652	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.2898	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.2602	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3785	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3479	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.2187	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2800	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.2345	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3924	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2594	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3723	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.2510	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.1955	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3915	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2978	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.2451	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3367	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.2701	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2366	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3910	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.2616	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.2259	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3141	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.2619	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2770	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3646	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3759	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.2820	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.2621	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3320	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3535	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2899	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.2533	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3145	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.2570	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3008	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2395	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2282	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.4002	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.2863	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3538	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3405	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3018, Train Accuracy: 0.8935
Epoch 14 training time consumed: 38.85s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8801, Time consumed:1.37s
Training Epoch: 15 [256/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3019	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.2120	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2122	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.2586	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2295	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2659	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3201	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.2688	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.3867	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2673	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2559	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.2374	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2200	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2549	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3904	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.2581	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2534	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3270	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2434	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3089	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.2395	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.2726	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.2626	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2553	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.3663	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3019	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.3565	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2622	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3923	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.2425	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3011	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.2549	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.2715	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.4000	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3298	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.3377	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.3663	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3418	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.2532	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2360	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2710	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.2420	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.2463	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2579	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2339	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2600	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3022	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.2644	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2170	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.2557	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3902	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2952	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.2630	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.2685	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2375	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.2508	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2675	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3024	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2775	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3462	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2710	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.2681	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3519	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.2477	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.2770	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2174	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2404	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2729	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.2353	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2575	LR: 0.004000
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Training Epoch: 15 [38144/45000]	Loss: 0.2991	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.2748	LR: 0.004000
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Training Epoch: 15 [39936/45000]	Loss: 0.2353	LR: 0.004000
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Training Epoch: 15 [40448/45000]	Loss: 0.2797	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.2621	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2807	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2591	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2605	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2554	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2385	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2481	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3103	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3732	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2944, Train Accuracy: 0.8967
Epoch 15 training time consumed: 38.79s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8836, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.1976	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2045	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3408	LR: 0.000800
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Training Epoch: 16 [3584/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2884	LR: 0.000800
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Training Epoch: 16 [4352/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2356	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2175	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3291	LR: 0.000800
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Training Epoch: 16 [7168/45000]	Loss: 0.2694	LR: 0.000800
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Training Epoch: 16 [7680/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.2516	LR: 0.000800
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Training Epoch: 16 [9984/45000]	Loss: 0.2465	LR: 0.000800
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Training Epoch: 16 [10496/45000]	Loss: 0.2741	LR: 0.000800
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Training Epoch: 16 [20480/45000]	Loss: 0.2541	LR: 0.000800
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Training Epoch: 16 [26624/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3319	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.2742	LR: 0.000800
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Training Epoch: 16 [28928/45000]	Loss: 0.3056	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2011	LR: 0.000800
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Training Epoch: 16 [35328/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2696	LR: 0.000800
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Training Epoch: 16 [36352/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2322	LR: 0.000800
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Training Epoch: 16 [37376/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3266	LR: 0.000800
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Training Epoch: 16 [38656/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2082	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3842	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.3885	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3012	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2825, Train Accuracy: 0.9016
Epoch 16 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0014, Accuracy: 0.8840, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.1838	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3604	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2224	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3067	LR: 0.000800
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Training Epoch: 17 [5120/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3224	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.2618	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2294	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2834	LR: 0.000800
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Training Epoch: 17 [12800/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3377	LR: 0.000800
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Training Epoch: 17 [16896/45000]	Loss: 0.2443	LR: 0.000800
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Training Epoch: 17 [17408/45000]	Loss: 0.2516	LR: 0.000800
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Training Epoch: 17 [19456/45000]	Loss: 0.2736	LR: 0.000800
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Training Epoch: 17 [19968/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2149	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2611	LR: 0.000800
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Training Epoch: 17 [22016/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2639	LR: 0.000800
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Training Epoch: 17 [23040/45000]	Loss: 0.3312	LR: 0.000800
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Training Epoch: 17 [24576/45000]	Loss: 0.2574	LR: 0.000800
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Training Epoch: 17 [26368/45000]	Loss: 0.2771	LR: 0.000800
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Training Epoch: 17 [28416/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.3329	LR: 0.000800
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Training Epoch: 17 [29696/45000]	Loss: 0.3146	LR: 0.000800
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Training Epoch: 17 [30208/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2216	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2751	LR: 0.000800
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Training Epoch: 17 [32512/45000]	Loss: 0.2983	LR: 0.000800
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Training Epoch: 17 [35840/45000]	Loss: 0.2741	LR: 0.000800
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Training Epoch: 17 [37376/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2720	LR: 0.000800
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Training Epoch: 17 [40704/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.1976	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2755	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2808, Train Accuracy: 0.9025
Epoch 17 training time consumed: 39.03s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8863, Time consumed:1.39s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2239	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2321	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3861	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2627	LR: 0.000800
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Training Epoch: 18 [7168/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2067	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2972	LR: 0.000800
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Training Epoch: 18 [8960/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2240	LR: 0.000800
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Training Epoch: 18 [9984/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2159	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2164	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.1832	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.3700	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.1993	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2520	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2118	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2821	LR: 0.000800
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Training Epoch: 18 [18176/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2078	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3819	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3967	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3692	LR: 0.000800
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Training Epoch: 18 [23808/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2172	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3461	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2793	LR: 0.000800
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Training Epoch: 18 [26880/45000]	Loss: 0.2177	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.1970	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2091	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2136	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2278	LR: 0.000800
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Training Epoch: 18 [31232/45000]	Loss: 0.2989	LR: 0.000800
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Training Epoch: 18 [32256/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2721	LR: 0.000800
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Training Epoch: 18 [34048/45000]	Loss: 0.3159	LR: 0.000800
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Training Epoch: 18 [35072/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2082	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2685	LR: 0.000800
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Training Epoch: 18 [37376/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2585	LR: 0.000800
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Training Epoch: 18 [38656/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2040	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3452	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2475	LR: 0.000800
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Training Epoch: 18 [39936/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3112	LR: 0.000800
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Training Epoch: 18 [40960/45000]	Loss: 0.2105	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2211	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3812	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.4047	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2882	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2785, Train Accuracy: 0.9032
Epoch 18 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0014, Accuracy: 0.8845, Time consumed:1.35s
Training Epoch: 19 [256/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3694	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2095	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2226	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3615	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2504	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2127	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2181	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2011	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2282	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3519	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2181	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2119	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2251	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.4087	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2269	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2327	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2193	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3670	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2066	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2305	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.1723	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2332	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.3418	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.1649	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2194	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2392	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.4003	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3662	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2324	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.4330	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2377	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3822	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2228	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.1955	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.1936	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2287	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3100	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2785, Train Accuracy: 0.9043
Epoch 19 training time consumed: 38.94s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0014, Accuracy: 0.8876, Time consumed:1.83s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_58m_12s/ResNet18-Cifar10-seed6-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3703	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.1928	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2169	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2388	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.4200	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.3805	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2104	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2109	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.1982	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2169	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2270	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2356	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2088	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2097	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2176	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.3973	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.1979	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2184	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2346	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2195	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2054	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.1940	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3730	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2293	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2189	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2145	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2261	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.1976	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.2136	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.1941	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2852	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2742, Train Accuracy: 0.9034
Epoch 20 training time consumed: 39.14s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8861, Time consumed:1.38s
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: 88.583984375
Retain Accuracy: 90.85041046142578
Zero-Retain Forget (ZRF): 0.8286924362182617
Membership Inference Attack (MIA): 0.6064
Forget vs Retain Membership Inference Attack (MIA): 0.545
Forget vs Test Membership Inference Attack (MIA): 0.551
Test vs Retain Membership Inference Attack (MIA): 0.5005
Train vs Test Membership Inference Attack (MIA): 0.524
Forget Set Accuracy (Df): 87.19324493408203
Method Execution Time: 1737.07 seconds
