hello
hello

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

📌 Forget class distribution for seed 5:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3903	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3637	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3290	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3211	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2997	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2715	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2415	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2037	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.1790	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2570	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2301	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1140	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.0793	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0553	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0309	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9640	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9856	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9618	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9644	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8576	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9937	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9481	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8859	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8548	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8415	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8857	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9225	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7490	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8417	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8857	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.9544	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8674	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.6581	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.7317	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8523	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7492	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7635	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8067	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8597	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.9105	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.9144	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.6147	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7346	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8197	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7094	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7094	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6558	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.6951	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6927	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8121	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.8031	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.8096	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6739	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7251	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.8708	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.8301	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.6498	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7411	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7902	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7461	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6905	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6499	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5754	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6203	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6670	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6583	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6655	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6080	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6190	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6602	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.9866	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7505	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.7899	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.7281	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6968	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6436	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.8042	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.8959	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6301	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8203	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6105	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6784	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.4306	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.7295	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5885	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6857	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6261	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.7079	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7140	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6695	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.4969	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7649	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6556	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7478	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6725	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5564	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.7449	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5292	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5606	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6600	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6244	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.8387	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.7764	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7252	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6263	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6960	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5610	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5548	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.6600	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.3578	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6015	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.5084	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.6462	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.6002	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5390	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5654	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.6202	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.5672	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.7011	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.6097	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.8138	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.6320	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.6720	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.9212	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.7827	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.8091	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.7542	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6015	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.6621	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.6454	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6142	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.6335	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.6549	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.6056	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5256	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4758	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.6599	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.6367	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.5157	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5354	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5062	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4824	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.5638	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4740	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5567	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.5343	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5551	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.6428	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.6875	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4789	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.6183	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4261	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.6433	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5492	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.5684	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.6172	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4757	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.7127	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4426	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.6419	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.5038	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4471	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.5801	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3630	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4386	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3997	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.7821	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.5531	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3687	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.5409	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4599	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.5956	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5019	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4952	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.5272	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5556	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7210, Train Accuracy: 0.3707
Epoch 1 training time consumed: 39.82s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0058, Accuracy: 0.4772, Time consumed:1.48s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4284	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4042	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3320	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3908	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3244	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.4593	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.5103	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3101	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3482	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.4343	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.4689	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3805	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.2977	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3029	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.4403	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3029	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.2755	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3731	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3033	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3873	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2425	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4853	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3976	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.4586	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3438	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2540	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3700	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.3667	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3021	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.3689	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.4357	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3981	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2139	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.4001	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.2846	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4529	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2813	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.3426	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.3254	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.4170	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.1376	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2810	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.1700	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2352	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2179	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.4215	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.0932	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.3153	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.4799	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2445	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2906	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.4193	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2655	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2534	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2234	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2385	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3649	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.3481	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.3106	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2510	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.1347	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.1875	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2652	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.1336	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.3955	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2575	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.1724	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2420	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.2134	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.1961	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.3945	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2874	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2214	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2377	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.3437	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2493	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.3051	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1689	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2591	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.4290	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1518	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2450	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.3970	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.3634	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2687	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1092	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.3763	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.3642	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.0935	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1308	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2818	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.3122	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2683	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2844	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.0553	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2763	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1807	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2181	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1295	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2494	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.2329	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1686	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.2241	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.0840	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.2462	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2282	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1668	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.2084	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1824	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1235	LR: 0.100000
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Training Epoch: 2 [28928/45000]	Loss: 1.0838	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.0911	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.0719	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.1655	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.0726	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.2134	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.3636	LR: 0.100000
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Training Epoch: 2 [35840/45000]	Loss: 1.2743	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1299	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.0427	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1251	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0562	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1315	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.2557	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.1540	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.1013	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1760	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 1.1078	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0171	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.1058	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.2436	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0526	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 0.9432	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0282	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1848	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 0.9389	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0653	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.2069	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 0.9722	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0521	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1506	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0889	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0372	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1624	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0700	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0411	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.9452	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 0.9678	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0916	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.2284	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 0.9847	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2276, Train Accuracy: 0.5598
Epoch 2 training time consumed: 38.58s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0045, Accuracy: 0.6136, Time consumed:1.38s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0674	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.9919	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0492	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.9945	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.9825	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0113	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0462	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.1165	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0771	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0314	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.9684	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.2547	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0031	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0798	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.9578	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0197	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0508	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.1623	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0055	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.8810	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.1011	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0463	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.9455	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.9282	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.1120	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.3038	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0708	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.9766	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 0.9792	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.0697	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.1590	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.0534	LR: 0.100000
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Training Epoch: 3 [9728/45000]	Loss: 0.9184	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 0.9433	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.1178	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0802	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 1.0850	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0047	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9495	LR: 0.100000
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Training Epoch: 3 [12288/45000]	Loss: 1.0705	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 0.9423	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0188	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.9116	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0008	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.0418	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.8820	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9064	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9276	LR: 0.100000
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Training Epoch: 3 [29184/45000]	Loss: 0.9369	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9980	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.0934	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9843	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.9580	LR: 0.100000
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Training Epoch: 3 [30720/45000]	Loss: 1.1044	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 1.0733	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.9813	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9775	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.9298	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 0.8792	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.8885	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.8584	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.8191	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9406	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.8646	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8777	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9435	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.8983	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.8810	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.8807	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.6771	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.7982	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9700	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9088	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.8675	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.0654	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.8842	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9020	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8181	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.8936	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.8263	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8305	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.7791	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8178	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9948	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.7449	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.8752	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9089	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.7491	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9355	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9270	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8516	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8587	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9333	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9699, Train Accuracy: 0.6570
Epoch 3 training time consumed: 38.79s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0045, Accuracy: 0.6211, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8693	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8149	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9478	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8987	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8566	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8639	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.0411	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8575	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8547	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8374	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9126	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8032	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8010	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.7310	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8630	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8378	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.7813	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.9474	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8078	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8758	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.7435	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.8950	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.7873	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.7961	LR: 0.100000
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Training Epoch: 4 [6656/45000]	Loss: 0.9460	LR: 0.100000
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Training Epoch: 4 [8192/45000]	Loss: 0.8370	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8160	LR: 0.100000
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Training Epoch: 4 [9984/45000]	Loss: 0.8386	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.7806	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.7529	LR: 0.100000
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Training Epoch: 4 [11008/45000]	Loss: 0.8709	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.8541	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.8913	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.8741	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8044	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8213, Train Accuracy: 0.7102
Epoch 4 training time consumed: 38.66s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0030, Accuracy: 0.7397, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8060	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.8398	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7528	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.5987	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7215	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6907	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.8223	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7219	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.8377	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6936	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.5889	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6982	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7625	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7266, Train Accuracy: 0.7457
Epoch 5 training time consumed: 38.60s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0032, Accuracy: 0.7270, Time consumed:1.37s
Training Epoch: 6 [256/45000]	Loss: 0.7312	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6663	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7417	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.8094	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.5819	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7159	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6277	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6173	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.6751	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.5440	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.7005	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.8383	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6423	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6516	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6742	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.6551	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.8032	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6826	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6397	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.6756	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6494	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6077	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.7374	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7158	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.7359	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.6837	LR: 0.100000
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Training Epoch: 6 [16896/45000]	Loss: 0.6460	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.4991	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.5935	LR: 0.100000
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Training Epoch: 6 [19456/45000]	Loss: 0.7516	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6118	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6614	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.5820	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6873	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6827	LR: 0.100000
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Training Epoch: 6 [21760/45000]	Loss: 0.7608	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.6062	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.7327	LR: 0.100000
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Training Epoch: 6 [23040/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.5910	LR: 0.100000
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Training Epoch: 6 [24320/45000]	Loss: 0.6300	LR: 0.100000
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Training Epoch: 6 [24832/45000]	Loss: 0.6409	LR: 0.100000
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Training Epoch: 6 [25344/45000]	Loss: 0.8369	LR: 0.100000
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Training Epoch: 6 [26368/45000]	Loss: 0.6576	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.5539	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.6652	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6790	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.6543	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.7615	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.5744	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.5126	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.7484	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.5378	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5089	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.6794	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6767	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6736	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.8098	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.6942	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 0.5479	LR: 0.100000
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Training Epoch: 6 [37888/45000]	Loss: 0.5596	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.5477	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.6749	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.5076	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6598	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.6863	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.5589	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.5885	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.5925	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.6483	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6741	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.5976	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.5425	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6979	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.5851	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6582	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5830	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6568	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.5991	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6604	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.5772	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.5885	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6182	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.5500	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6258	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.5999	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.7325	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6031	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6359	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6525, Train Accuracy: 0.7723
Epoch 6 training time consumed: 38.67s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0027, Accuracy: 0.7740, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6238	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6252	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6308	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6196	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.5427	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6094	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5566	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6306	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5980	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6221	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6676	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6478	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5735	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6781	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6232	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.5770	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.5598	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.5167	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.7136	LR: 0.100000
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Training Epoch: 7 [27392/45000]	Loss: 0.6732	LR: 0.100000
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Training Epoch: 7 [28160/45000]	Loss: 0.6723	LR: 0.100000
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Training Epoch: 7 [39168/45000]	Loss: 0.4780	LR: 0.100000
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Training Epoch: 7 [40960/45000]	Loss: 0.6192	LR: 0.100000
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Training Epoch: 7 [41472/45000]	Loss: 0.5601	LR: 0.100000
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Training Epoch: 7 [42496/45000]	Loss: 0.5107	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 0.5698	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.5989	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5614	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.5548	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.4909	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5736	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5724	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5216	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5772	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6143, Train Accuracy: 0.7873
Epoch 7 training time consumed: 38.84s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0025, Accuracy: 0.7950, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5841	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5818	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.4547	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5456	LR: 0.020000
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Training Epoch: 8 [2560/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4319	LR: 0.020000
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Training Epoch: 8 [7680/45000]	Loss: 0.4354	LR: 0.020000
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Training Epoch: 8 [27904/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.3853	LR: 0.020000
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Training Epoch: 8 [28928/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4881	LR: 0.020000
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Training Epoch: 8 [35072/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4841	LR: 0.020000
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Training Epoch: 8 [37376/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.3577	LR: 0.020000
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Training Epoch: 8 [39168/45000]	Loss: 0.4342	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.5207	LR: 0.020000
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Training Epoch: 8 [40960/45000]	Loss: 0.3705	LR: 0.020000
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Training Epoch: 8 [41472/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3889	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3235	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4520, Train Accuracy: 0.8430
Epoch 8 training time consumed: 38.67s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8556, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.3997	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.3200	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4578	LR: 0.020000
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Training Epoch: 9 [5120/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.3919	LR: 0.020000
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Training Epoch: 9 [8192/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.5587	LR: 0.020000
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Training Epoch: 9 [9216/45000]	Loss: 0.4144	LR: 0.020000
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Training Epoch: 9 [9728/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.3816	LR: 0.020000
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Training Epoch: 9 [45000/45000]	Loss: 0.3537	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4089, Train Accuracy: 0.8575
Epoch 9 training time consumed: 38.68s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8586, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3662	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3180	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3584	LR: 0.020000
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Training Epoch: 10 [2560/45000]	Loss: 0.4258	LR: 0.020000
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Training Epoch: 10 [16896/45000]	Loss: 0.4366	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3136	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3364	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3073	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.3288	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3323	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4205	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.2446	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3352	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3255	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.3576	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3428	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4632	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3846, Train Accuracy: 0.8671
Epoch 10 training time consumed: 38.62s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8633, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3199	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.2948	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3258	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.2982	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3216	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3539	LR: 0.020000
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Training Epoch: 11 [4608/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.2505	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.2831	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.2775	LR: 0.020000
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Training Epoch: 11 [8704/45000]	Loss: 0.3417	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.4303	LR: 0.020000
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Training Epoch: 11 [9984/45000]	Loss: 0.4382	LR: 0.020000
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Training Epoch: 11 [11264/45000]	Loss: 0.3335	LR: 0.020000
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Training Epoch: 11 [12288/45000]	Loss: 0.3209	LR: 0.020000
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Training Epoch: 11 [12800/45000]	Loss: 0.2905	LR: 0.020000
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Training Epoch: 11 [13312/45000]	Loss: 0.3702	LR: 0.020000
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Training Epoch: 11 [13824/45000]	Loss: 0.3188	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.3094	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3819	LR: 0.020000
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Training Epoch: 11 [16640/45000]	Loss: 0.3205	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3832	LR: 0.020000
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Training Epoch: 11 [19456/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.3288	LR: 0.020000
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Training Epoch: 11 [28672/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3785	LR: 0.020000
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Training Epoch: 11 [29440/45000]	Loss: 0.4144	LR: 0.020000
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Training Epoch: 11 [37632/45000]	Loss: 0.4076	LR: 0.020000
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Training Epoch: 11 [38656/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3070	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3610	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.2728	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3771	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3049	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.2448	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3253	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3625	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4465	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3672, Train Accuracy: 0.8724
Epoch 11 training time consumed: 38.79s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0015, Accuracy: 0.8701, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.2487	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.2683	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.4072	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3855	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.2890	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3587	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.2556	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3857	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3764	LR: 0.004000
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Training Epoch: 12 [5632/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3036	LR: 0.004000
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Training Epoch: 12 [8448/45000]	Loss: 0.3303	LR: 0.004000
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Training Epoch: 12 [9984/45000]	Loss: 0.2604	LR: 0.004000
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Training Epoch: 12 [10496/45000]	Loss: 0.3188	LR: 0.004000
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Training Epoch: 12 [11520/45000]	Loss: 0.3330	LR: 0.004000
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Training Epoch: 12 [15616/45000]	Loss: 0.3571	LR: 0.004000
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Training Epoch: 12 [16128/45000]	Loss: 0.3676	LR: 0.004000
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Training Epoch: 12 [16640/45000]	Loss: 0.3448	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3137	LR: 0.004000
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Training Epoch: 12 [18688/45000]	Loss: 0.3473	LR: 0.004000
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Training Epoch: 12 [19200/45000]	Loss: 0.3293	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3675	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3559	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.2546	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2500	LR: 0.004000
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Training Epoch: 12 [40704/45000]	Loss: 0.3683	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3981	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3068	LR: 0.004000
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Training Epoch: 12 [42240/45000]	Loss: 0.2389	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2194	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3172	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3218, Train Accuracy: 0.8876
Epoch 12 training time consumed: 38.86s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8837, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2564	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2663	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.2721	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.2596	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3055	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.2801	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.2664	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.2584	LR: 0.004000
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Training Epoch: 13 [28416/45000]	Loss: 0.3298	LR: 0.004000
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Training Epoch: 13 [41472/45000]	Loss: 0.3385	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.3193	LR: 0.004000
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Training Epoch: 13 [43008/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3625	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2685	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2630	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.2393	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3772	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2657	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3046, Train Accuracy: 0.8923
Epoch 13 training time consumed: 38.57s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0013, Accuracy: 0.8870, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2634	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2782	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2462	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3726	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3779	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3131	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3267	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.2614	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3029	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.2647	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3071	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3145	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.2809	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.2560	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.2374	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.2045	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3307	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3353	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.2322	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.2729	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3052	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3582	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.2663	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2706	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3107	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3635	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.2195	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3617	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3180	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.2851	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.2536	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.2135	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3550	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.2489	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.2422	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.2243	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.2430	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3635	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3293	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2493	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2506	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.2759	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.2483	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.2550	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2698	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3662	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3832	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2945	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.2774	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.2776	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3599	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2474	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.2982	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2673	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.2657	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.2468	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.4209	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.4047	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.2141	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.2606	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2389	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.2226	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3396	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.2407	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2617	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.2602	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3054	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.2618	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.2331	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.2784	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2482	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.4066	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.2578	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3019	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3526	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.4067	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.3493	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.2632	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.2864	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2158	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3535	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2789	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2768	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3199	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3002, Train Accuracy: 0.8944
Epoch 14 training time consumed: 38.62s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0013, Accuracy: 0.8861, Time consumed:1.35s
Training Epoch: 15 [256/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.1964	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2889	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3835	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3445	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2543	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2329	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2674	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3044	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3072	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2156	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3026	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.2518	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2571	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3123	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3239	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3683	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2517	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3699	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2741	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3013	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2520	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2715	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3526	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.4136	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3664	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.2947	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.2186	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2652	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.2211	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2401	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3307	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3029	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2686	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3839	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2583	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3958	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.2376	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.2345	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2108	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2755	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2439	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2833	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2611	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.2786	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2596	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3877	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.1984	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2952	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3285	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.2302	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2676	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2316	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.2608	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2683	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3132	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.4157	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2409	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2745	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.2619	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2641	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.2258	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3195	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2225	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2702	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2503	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.2824	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.2510	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.2747	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.3614	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.2475	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.2897	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.3301	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.2645	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.2893	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.2242	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.2462	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.2875	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.3423	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.2738	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.2566	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.2920	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.2469	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.3038	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.2965	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2296	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3381	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.2368	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2414	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3582	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3165	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.2899	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2138	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2584	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.1824	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2207	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2382	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2334	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3305	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.2271	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2929, Train Accuracy: 0.8980
Epoch 15 training time consumed: 38.68s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0013, Accuracy: 0.8865, Time consumed:1.36s
Training Epoch: 16 [256/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2271	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2246	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2338	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2196	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2381	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2287	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.2552	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.3725	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.3349	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.2303	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.1929	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.2218	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.3830	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.3439	LR: 0.000800
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Training Epoch: 16 [24320/45000]	Loss: 0.2296	LR: 0.000800
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Training Epoch: 16 [24832/45000]	Loss: 0.2160	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.2189	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.3628	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.3297	LR: 0.000800
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Training Epoch: 16 [32512/45000]	Loss: 0.2866	LR: 0.000800
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Training Epoch: 16 [34560/45000]	Loss: 0.3683	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.2285	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2284	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3679	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2157	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2290	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2095	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.1788	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2005	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2717	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2811, Train Accuracy: 0.9005
Epoch 16 training time consumed: 38.66s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8893, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.1902	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2223	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2194	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2157	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.4475	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.2338	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.2682	LR: 0.000800
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Training Epoch: 17 [9728/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.1807	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.2289	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2076	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2337	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.2501	LR: 0.000800
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Training Epoch: 17 [15104/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.3263	LR: 0.000800
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Training Epoch: 17 [16128/45000]	Loss: 0.2783	LR: 0.000800
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Training Epoch: 17 [16896/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2718	LR: 0.000800
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Training Epoch: 17 [17920/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2664	LR: 0.000800
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Training Epoch: 17 [19968/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2665	LR: 0.000800
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Training Epoch: 17 [21760/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.1774	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2176	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3041	LR: 0.000800
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Training Epoch: 17 [23040/45000]	Loss: 0.2650	LR: 0.000800
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Training Epoch: 17 [24064/45000]	Loss: 0.2800	LR: 0.000800
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Training Epoch: 17 [24576/45000]	Loss: 0.3634	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2507	LR: 0.000800
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Training Epoch: 17 [25600/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2931	LR: 0.000800
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Training Epoch: 17 [26368/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3331	LR: 0.000800
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Training Epoch: 17 [27904/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2172	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2649	LR: 0.000800
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Training Epoch: 17 [29440/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2943	LR: 0.000800
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Training Epoch: 17 [30208/45000]	Loss: 0.2122	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.1523	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2346	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2981	LR: 0.000800
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Training Epoch: 17 [32256/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2777	LR: 0.000800
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Training Epoch: 17 [35328/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.2786	LR: 0.000800
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Training Epoch: 17 [36608/45000]	Loss: 0.2051	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2889	LR: 0.000800
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Training Epoch: 17 [37888/45000]	Loss: 0.3930	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2136	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2172	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3427	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2050	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3700	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2178	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3448	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2760, Train Accuracy: 0.9035
Epoch 17 training time consumed: 38.66s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8920, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2100	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2182	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.2065	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3577	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.1883	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.2042	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.1889	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2120	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.2263	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.1943	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2192	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2245	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3471	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2117	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2028	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2073	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.1759	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2260	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3698	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2097	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3939	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.1834	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3649	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3565	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3907	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2998	LR: 0.000800
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Training Epoch: 18 [32256/45000]	Loss: 0.2278	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3243	LR: 0.000800
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Training Epoch: 18 [33536/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.2871	LR: 0.000800
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Training Epoch: 18 [34560/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2220	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2207	LR: 0.000800
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Training Epoch: 18 [36864/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3031	LR: 0.000800
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Training Epoch: 18 [38656/45000]	Loss: 0.2737	LR: 0.000800
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Training Epoch: 18 [39168/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2787	LR: 0.000800
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Training Epoch: 18 [40960/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2165	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2199	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.1829	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2645	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2753, Train Accuracy: 0.9029
Epoch 18 training time consumed: 38.65s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8920, Time consumed:1.35s
Training Epoch: 19 [256/45000]	Loss: 0.1855	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2338	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3816	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3508	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2144	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2331	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2337	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3985	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2029	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3897	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2148	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3757	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2090	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2054	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2361	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2132	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.1857	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2052	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.1503	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2197	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3768	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.1507	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.1916	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2303	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2331	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2157	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.1999	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2256	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.3757	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3733	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2218	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.1975	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.1904	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3808	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2349	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2100	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2347	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2259	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2758, Train Accuracy: 0.9040
Epoch 19 training time consumed: 38.66s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8933, Time consumed:1.82s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3877	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.1919	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2156	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2117	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2010	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2080	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2248	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2180	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2145	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2233	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2269	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2133	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.1737	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2284	LR: 0.000800
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Training Epoch: 20 [43520/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2232	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.4062	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2728, Train Accuracy: 0.9052
Epoch 20 training time consumed: 39.00s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8936, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_08h_28m_51s/ResNet18-Cifar10-seed5-ret100-20-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 89.462890625
Retain Accuracy: 90.8088607788086
Zero-Retain Forget (ZRF): 0.8270618915557861
Membership Inference Attack (MIA): 0.6288
Forget vs Retain Membership Inference Attack (MIA): 0.521
Forget vs Test Membership Inference Attack (MIA): 0.5475
Test vs Retain Membership Inference Attack (MIA): 0.51075
Train vs Test Membership Inference Attack (MIA): 0.516
Forget Set Accuracy (Df): 88.53630065917969
Method Execution Time: 1743.66 seconds
