hello
hello

📌S Retain class distribution for seed 1:
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 1:
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: 2.4135	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3717	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3764	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3431	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2969	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2921	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2256	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2742	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.3018	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2899	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.3161	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1495	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1331	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1660	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0250	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.0461	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0039	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0388	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9284	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9599	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9711	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8923	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.9277	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9901	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8907	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9188	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8848	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8464	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9162	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9197	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7873	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9109	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.9595	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8639	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8404	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8860	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8013	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8431	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.9125	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.9427	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8688	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7458	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8968	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7542	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8482	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7131	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8103	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7582	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.8028	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8670	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7724	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.8564	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.9201	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.1114	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.8318	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.0130	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.9700	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7356	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.9721	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.0498	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.9426	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7559	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.8480	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7273	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6066	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.8040	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7695	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6258	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7259	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6483	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7518	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7516	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6923	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.7593	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7385	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.8221	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6971	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5927	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.9035	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.7274	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6624	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.8520	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.6727	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.8258	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.7379	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6790	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.7792	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6918	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6914	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6789	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.7838	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7603	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6005	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7236	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7869	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6640	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.7734	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5517	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5860	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.7363	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5379	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.7349	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5214	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.6027	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5452	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6611	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.4407	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.6189	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4846	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5461	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5270	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6908	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.8398	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.6628	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.6905	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.7558	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.7359	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6690	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5283	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.6746	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.6699	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4645	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.7360	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5735	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.6794	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.7221	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.6257	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6704	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.8069	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.7147	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6532	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5392	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.5509	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.6054	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5319	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5340	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.6575	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5793	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.7283	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5830	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.7569	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5553	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3939	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.6831	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5749	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.5624	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5827	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.6761	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4808	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.7119	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.4567	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.6158	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.6176	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4121	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.5071	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.5110	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.7592	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.5188	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4785	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5565	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.5264	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4409	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.5134	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4828	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4431	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.5388	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3895	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4115	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.6225	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3992	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4210	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4424	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5448	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4636	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4540	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.4169	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7521, Train Accuracy: 0.3532
Epoch 1 training time consumed: 47.89s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0071, Accuracy: 0.4183, Time consumed:1.92s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4343	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4644	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4905	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.4293	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.4199	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.5057	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3884	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3928	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.2892	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3159	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3091	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3042	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.4815	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.2768	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.5287	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3978	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.4275	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3484	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.4328	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3524	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2888	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3962	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3654	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.1783	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.2268	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.4430	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3706	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2890	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.2476	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.4416	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3618	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.2454	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.4150	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.4053	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.4871	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4885	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3732	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2889	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.3279	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3784	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.4329	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2654	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.4366	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2997	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3489	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.2725	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2275	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2542	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.3448	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2740	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3327	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2902	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.1329	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2247	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2683	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2323	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3417	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2320	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2836	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.3093	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.1372	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.1982	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2258	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2311	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.1980	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.4085	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.3181	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2527	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.4446	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2037	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.1501	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2332	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.1852	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.1359	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1742	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.1885	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2682	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.2596	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2270	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.3530	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1530	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2067	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.1659	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2404	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2069	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1293	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.3053	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.3129	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1868	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.3285	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2816	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1472	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.1470	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2086	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.2047	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.3356	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.2814	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2663	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1071	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2622	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.2037	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1793	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1794	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.2179	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1833	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1601	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1030	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1085	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.0928	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.2548	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.2150	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.1178	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.1470	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1328	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.2057	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.2386	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.1794	LR: 0.100000
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Training Epoch: 2 [36096/45000]	Loss: 1.1157	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1748	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1582	LR: 0.100000
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Training Epoch: 2 [37120/45000]	Loss: 1.1476	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.1421	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0801	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.2050	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.0293	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 0.9850	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0055	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.9997	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0072	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0350	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0057	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.0547	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.1332	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1684	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 0.9883	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0736	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1499	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0442	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.2061	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0158	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0977	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1132	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0521	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0890	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0278	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0983	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.9356	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1019	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0640	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1059	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0287	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0407	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2218, Train Accuracy: 0.5592
Epoch 2 training time consumed: 41.90s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0046, Accuracy: 0.5901, Time consumed:1.90s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1787	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1161	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1080	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0948	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.1262	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0749	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0615	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.1397	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9230	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0924	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0849	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.9029	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1400	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.2860	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.1267	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1605	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.1451	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.1174	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9836	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0564	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0663	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0433	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0455	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0995	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.1145	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0649	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9279	LR: 0.100000
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Training Epoch: 3 [8448/45000]	Loss: 1.0655	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 0.9655	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0732	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 1.0323	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9365	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9927	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.0121	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.0005	LR: 0.100000
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Training Epoch: 3 [28416/45000]	Loss: 0.9472	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 1.0717	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.0077	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.0399	LR: 0.100000
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Training Epoch: 3 [30720/45000]	Loss: 0.9937	LR: 0.100000
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Training Epoch: 3 [32256/45000]	Loss: 0.9700	LR: 0.100000
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Training Epoch: 3 [36096/45000]	Loss: 0.8885	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.8548	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.8786	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9042	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.9565	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9348	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.8514	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9909	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.0862	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.8832	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9072	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9947	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.0726	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9366	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9655	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9518	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.8951	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.0945	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9685	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8514	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9401	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9899	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.9298	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9530	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8225	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.8479	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8426	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.0464	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.0311	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.0085	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.8691	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.8831	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9643	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.9340	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9200	LR: 0.100000
Epoch 3 - Average Train Loss: 1.0039, Train Accuracy: 0.6419
Epoch 3 training time consumed: 40.21s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0038, Accuracy: 0.6663, Time consumed:1.90s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.9099	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8474	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.7835	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8080	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9650	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8949	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9479	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8805	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9162	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 1.0028	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.9929	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8658	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.9057	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.7456	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8385	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8289	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8676	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8925	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8150	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9198	LR: 0.100000
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Training Epoch: 4 [5888/45000]	Loss: 0.8465	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8486	LR: 0.100000
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Training Epoch: 4 [6656/45000]	Loss: 0.8298	LR: 0.100000
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Training Epoch: 4 [10496/45000]	Loss: 0.8377	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.8910	LR: 0.100000
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Training Epoch: 4 [44288/45000]	Loss: 0.7796	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.8555	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8059	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7914	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8415, Train Accuracy: 0.7033
Epoch 4 training time consumed: 42.63s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0035, Accuracy: 0.6943, Time consumed:1.85s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7672	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.6405	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6873	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6834	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.8032	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.9690	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6881	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7503	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.6538	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6735	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6125	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.5954	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7631	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7521, Train Accuracy: 0.7366
Epoch 5 training time consumed: 40.12s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0031, Accuracy: 0.7402, Time consumed:1.87s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6407	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.5539	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7100	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6907	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6236	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7600	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7820	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6278	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.6796	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.6738	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.6562	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7100	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6895	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6871	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.7915	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.8060	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.6639	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.7177	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.5922	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.8185	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.8486	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6962	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6098	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7325	LR: 0.100000
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Training Epoch: 6 [10496/45000]	Loss: 0.8035	LR: 0.100000
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Training Epoch: 6 [11776/45000]	Loss: 0.6735	LR: 0.100000
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Training Epoch: 6 [16896/45000]	Loss: 0.7381	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6116	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6026	LR: 0.100000
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Training Epoch: 6 [19456/45000]	Loss: 0.6192	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6824	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.5739	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.7363	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6615	LR: 0.100000
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Training Epoch: 6 [22016/45000]	Loss: 0.6040	LR: 0.100000
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Training Epoch: 6 [24320/45000]	Loss: 0.5904	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.6186	LR: 0.100000
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Training Epoch: 6 [26880/45000]	Loss: 0.6982	LR: 0.100000
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Training Epoch: 6 [27392/45000]	Loss: 0.6208	LR: 0.100000
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Training Epoch: 6 [28416/45000]	Loss: 0.7616	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6583	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5821	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.6469	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.7281	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6505	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.6536	LR: 0.100000
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Training Epoch: 6 [35328/45000]	Loss: 0.7640	LR: 0.100000
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Training Epoch: 6 [36352/45000]	Loss: 0.5614	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.6456	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.5847	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.6787	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6387	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.6953	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.5995	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.6960	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.6000	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.6524	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6125	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.7216	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.7338	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.6267	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.6534	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.7030	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6018	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6866	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6867	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6851	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6254	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.7787	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5995	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6519	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6476	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6005	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6765	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6592	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6624	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.7969	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7339	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.8302	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.7266	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.7061	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6368	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6722, Train Accuracy: 0.7652
Epoch 6 training time consumed: 40.66s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0038, Accuracy: 0.6925, Time consumed:1.85s
Training Epoch: 7 [256/45000]	Loss: 0.6831	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.5901	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.7019	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6230	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6730	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.5706	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5705	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6342	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6715	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6169	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.5691	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6067	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6698	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6825	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6743	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6489	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6574	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6526	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.5852	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.6549	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.6053	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.5270	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.7139	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.7013	LR: 0.100000
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Training Epoch: 7 [8448/45000]	Loss: 0.5408	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.6516	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 0.7308	LR: 0.100000
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Training Epoch: 7 [19456/45000]	Loss: 0.6333	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.5789	LR: 0.100000
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Training Epoch: 7 [24320/45000]	Loss: 0.5631	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.6120	LR: 0.100000
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Training Epoch: 7 [25856/45000]	Loss: 0.6824	LR: 0.100000
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Training Epoch: 7 [26368/45000]	Loss: 0.5464	LR: 0.100000
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Training Epoch: 7 [27136/45000]	Loss: 0.5843	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6204	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.5398	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.4935	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 0.4879	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6161	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.4891	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.5607	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5017	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6172	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5849	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.7213	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5288	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6197, Train Accuracy: 0.7849
Epoch 7 training time consumed: 41.09s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0028, Accuracy: 0.7690, Time consumed:1.89s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.6213	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5970	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4247	LR: 0.020000
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Training Epoch: 8 [4096/45000]	Loss: 0.5184	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4351	LR: 0.020000
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Training Epoch: 8 [28416/45000]	Loss: 0.4610	LR: 0.020000
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Training Epoch: 8 [28928/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4884	LR: 0.020000
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Training Epoch: 8 [35584/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.3919	LR: 0.020000
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Training Epoch: 8 [36864/45000]	Loss: 0.5208	LR: 0.020000
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Training Epoch: 8 [37632/45000]	Loss: 0.4328	LR: 0.020000
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Training Epoch: 8 [39168/45000]	Loss: 0.4245	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.4439	LR: 0.020000
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Training Epoch: 8 [40704/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4720	LR: 0.020000
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Training Epoch: 8 [41472/45000]	Loss: 0.3185	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.3271	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3899	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4567, Train Accuracy: 0.8419
Epoch 8 training time consumed: 41.68s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8492, Time consumed:1.91s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.3498	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.5097	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4287	LR: 0.020000
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Training Epoch: 9 [9728/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4790	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4134	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4131, Train Accuracy: 0.8570
Epoch 9 training time consumed: 40.37s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8612, Time consumed:1.91s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3127	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.3834	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3957	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3058	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.3838	LR: 0.020000
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Training Epoch: 10 [3584/45000]	Loss: 0.3848	LR: 0.020000
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Training Epoch: 10 [5376/45000]	Loss: 0.3334	LR: 0.020000
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Training Epoch: 10 [10496/45000]	Loss: 0.3536	LR: 0.020000
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Training Epoch: 10 [11008/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.4219	LR: 0.020000
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Training Epoch: 10 [13312/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 10 [13568/45000]	Loss: 0.3807	LR: 0.020000
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Training Epoch: 10 [16896/45000]	Loss: 0.4689	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.3026	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3220	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3485	LR: 0.020000
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Training Epoch: 10 [40192/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3292	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3660	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3306	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3532	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3182	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.5219	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3925, Train Accuracy: 0.8637
Epoch 10 training time consumed: 46.66s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8620, Time consumed:1.94s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.2972	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3899	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3026	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3031	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.3288	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.2774	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3947	LR: 0.020000
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Training Epoch: 11 [8960/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3413	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.2931	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3209	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.4573	LR: 0.020000
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Training Epoch: 11 [11520/45000]	Loss: 0.3489	LR: 0.020000
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Training Epoch: 11 [12288/45000]	Loss: 0.3632	LR: 0.020000
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Training Epoch: 11 [13312/45000]	Loss: 0.3721	LR: 0.020000
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Training Epoch: 11 [14080/45000]	Loss: 0.3331	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.3636	LR: 0.020000
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Training Epoch: 11 [16896/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3696	LR: 0.020000
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Training Epoch: 11 [20224/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4303	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3208	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3378	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3836	LR: 0.020000
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Training Epoch: 11 [29696/45000]	Loss: 0.3416	LR: 0.020000
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Training Epoch: 11 [30208/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.4139	LR: 0.020000
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Training Epoch: 11 [36096/45000]	Loss: 0.3427	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3117	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3092	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3006	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3637	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.2230	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3147	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.2812	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3868	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3753, Train Accuracy: 0.8698
Epoch 11 training time consumed: 40.32s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8616, Time consumed:1.89s
Training Epoch: 12 [256/45000]	Loss: 0.4277	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.2763	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.2888	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3267	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.2907	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.2887	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4149	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3665	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.4040	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.2625	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3773	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.2320	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3979	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3575	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3823	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.2727	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3474	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3254	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.2702	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3522	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.2950	LR: 0.004000
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Training Epoch: 12 [11008/45000]	Loss: 0.3002	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3673	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.2959	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4103	LR: 0.004000
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Training Epoch: 12 [12800/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3001	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3218	LR: 0.004000
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Training Epoch: 12 [15104/45000]	Loss: 0.3805	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.2738	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3902	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2582	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.4340	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.2150	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3338	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3237	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.2864	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3832	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.2821	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3445	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3651	LR: 0.004000
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Training Epoch: 12 [41216/45000]	Loss: 0.2721	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3933	LR: 0.004000
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Training Epoch: 12 [42496/45000]	Loss: 0.3623	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.2833	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3595	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.4256	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2590	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3783	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3451	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3257, Train Accuracy: 0.8865
Epoch 12 training time consumed: 42.96s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8816, Time consumed:1.89s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2836	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2334	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.2511	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3620	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3705	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2535	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3736	LR: 0.004000
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Training Epoch: 13 [27904/45000]	Loss: 0.2943	LR: 0.004000
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Training Epoch: 13 [28416/45000]	Loss: 0.2888	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.2980	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.2287	LR: 0.004000
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Training Epoch: 13 [40192/45000]	Loss: 0.3098	LR: 0.004000
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Training Epoch: 13 [41728/45000]	Loss: 0.2814	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.3055	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3598	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.2942	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3808	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3012	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.4282	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3110, Train Accuracy: 0.8932
Epoch 13 training time consumed: 40.18s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8828, Time consumed:1.88s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2451	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2800	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3274	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.2832	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3589	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.2821	LR: 0.004000
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Training Epoch: 14 [43008/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2645	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3651	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2797	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.2336	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3016, Train Accuracy: 0.8952
Epoch 14 training time consumed: 41.54s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8848, Time consumed:1.90s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3384	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.4197	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2651	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2791	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3213	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2112	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3379	LR: 0.004000
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Training Epoch: 15 [9984/45000]	Loss: 0.3068	LR: 0.004000
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Training Epoch: 15 [10496/45000]	Loss: 0.2886	LR: 0.004000
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Training Epoch: 15 [11008/45000]	Loss: 0.3615	LR: 0.004000
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Training Epoch: 15 [16896/45000]	Loss: 0.3053	LR: 0.004000
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Training Epoch: 15 [20224/45000]	Loss: 0.2993	LR: 0.004000
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Training Epoch: 15 [29440/45000]	Loss: 0.3208	LR: 0.004000
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Training Epoch: 15 [30464/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2448	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.2865	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2990	LR: 0.004000
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Training Epoch: 15 [37888/45000]	Loss: 0.2541	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.2876	LR: 0.004000
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Training Epoch: 15 [38656/45000]	Loss: 0.3018	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.2954	LR: 0.004000
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Training Epoch: 15 [40192/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2533	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2547	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3519	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3274	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3651	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2730	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2239	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2616	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2609	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2418	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3760	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3881	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2968, Train Accuracy: 0.8976
Epoch 15 training time consumed: 41.67s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0013, Accuracy: 0.8852, Time consumed:1.89s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3400	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2165	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3692	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2791	LR: 0.000800
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Training Epoch: 16 [6400/45000]	Loss: 0.2218	LR: 0.000800
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Training Epoch: 16 [7424/45000]	Loss: 0.2726	LR: 0.000800
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Training Epoch: 16 [8448/45000]	Loss: 0.3281	LR: 0.000800
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Training Epoch: 16 [8960/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.3058	LR: 0.000800
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Training Epoch: 16 [9728/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2344	LR: 0.000800
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Training Epoch: 16 [11008/45000]	Loss: 0.2481	LR: 0.000800
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Training Epoch: 16 [22016/45000]	Loss: 0.3494	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.2771	LR: 0.000800
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Training Epoch: 16 [28928/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2358	LR: 0.000800
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Training Epoch: 16 [30208/45000]	Loss: 0.2632	LR: 0.000800
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Training Epoch: 16 [30976/45000]	Loss: 0.2598	LR: 0.000800
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Training Epoch: 16 [32512/45000]	Loss: 0.2351	LR: 0.000800
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Training Epoch: 16 [35328/45000]	Loss: 0.2668	LR: 0.000800
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Training Epoch: 16 [36096/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2884	LR: 0.000800
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Training Epoch: 16 [36864/45000]	Loss: 0.3002	LR: 0.000800
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Training Epoch: 16 [37376/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3559	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2177	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3583	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2832	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2826, Train Accuracy: 0.9027
Epoch 16 training time consumed: 40.14s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8887, Time consumed:1.89s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2256	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.1566	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2274	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2069	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3148	LR: 0.000800
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Training Epoch: 17 [5632/45000]	Loss: 0.2025	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.3070	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2440	LR: 0.000800
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Training Epoch: 17 [12032/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2742	LR: 0.000800
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Training Epoch: 17 [15104/45000]	Loss: 0.2811	LR: 0.000800
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Training Epoch: 17 [15872/45000]	Loss: 0.3319	LR: 0.000800
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Training Epoch: 17 [16896/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3242	LR: 0.000800
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Training Epoch: 17 [18176/45000]	Loss: 0.2188	LR: 0.000800
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Training Epoch: 17 [19712/45000]	Loss: 0.2743	LR: 0.000800
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Training Epoch: 17 [20224/45000]	Loss: 0.2595	LR: 0.000800
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Training Epoch: 17 [22016/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2786	LR: 0.000800
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Training Epoch: 17 [25344/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2156	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.3219	LR: 0.000800
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Training Epoch: 17 [26368/45000]	Loss: 0.2757	LR: 0.000800
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Training Epoch: 17 [27904/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.3285	LR: 0.000800
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Training Epoch: 17 [28928/45000]	Loss: 0.2716	LR: 0.000800
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Training Epoch: 17 [30208/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.3021	LR: 0.000800
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Training Epoch: 17 [35072/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2708	LR: 0.000800
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Training Epoch: 17 [35840/45000]	Loss: 0.2667	LR: 0.000800
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Training Epoch: 17 [36352/45000]	Loss: 0.2711	LR: 0.000800
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Training Epoch: 17 [37376/45000]	Loss: 0.2208	LR: 0.000800
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Training Epoch: 17 [37888/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.1749	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2449	LR: 0.000800
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Training Epoch: 17 [40192/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3752	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2786, Train Accuracy: 0.9019
Epoch 17 training time consumed: 39.88s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8899, Time consumed:1.90s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2078	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2945	LR: 0.000800
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Training Epoch: 18 [7168/45000]	Loss: 0.2762	LR: 0.000800
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Training Epoch: 18 [7680/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2402	LR: 0.000800
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Training Epoch: 18 [8960/45000]	Loss: 0.2309	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2761	LR: 0.000800
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Training Epoch: 18 [11008/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2085	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3575	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2130	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2147	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2253	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2732	LR: 0.000800
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Training Epoch: 18 [23808/45000]	Loss: 0.2778	LR: 0.000800
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Training Epoch: 18 [24320/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.1999	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2427	LR: 0.000800
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Training Epoch: 18 [25856/45000]	Loss: 0.2558	LR: 0.000800
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Training Epoch: 18 [26368/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3876	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3237	LR: 0.000800
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Training Epoch: 18 [32512/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2354	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.2774	LR: 0.000800
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Training Epoch: 18 [34560/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.1945	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2532	LR: 0.000800
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Training Epoch: 18 [38656/45000]	Loss: 0.2266	LR: 0.000800
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Training Epoch: 18 [39168/45000]	Loss: 0.3272	LR: 0.000800
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Training Epoch: 18 [40192/45000]	Loss: 0.2553	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2240	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2298	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3334	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2786, Train Accuracy: 0.9032
Epoch 18 training time consumed: 40.68s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8901, Time consumed:1.83s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.4145	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.1987	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2132	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2207	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2349	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3450	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3570	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2053	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2401	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2295	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.1830	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.1897	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2159	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2065	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2396	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.1883	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3368	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2028	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2143	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2105	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.1916	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.1972	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2151	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2499	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2194	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2772, Train Accuracy: 0.9031
Epoch 19 training time consumed: 41.48s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8900, Time consumed:2.25s
Training Epoch: 20 [256/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2304	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2191	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.1782	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3604	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2211	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2224	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2014	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2054	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2185	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2327	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2221	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2068	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.1724	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3438	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2701	LR: 0.000800
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Training Epoch: 20 [26368/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2422	LR: 0.000800
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Training Epoch: 20 [27136/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3089	LR: 0.000800
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Training Epoch: 20 [28160/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2698	LR: 0.000800
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Training Epoch: 20 [31232/45000]	Loss: 0.2287	LR: 0.000800
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Training Epoch: 20 [32000/45000]	Loss: 0.2291	LR: 0.000800
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Training Epoch: 20 [41216/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.1971	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3500	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3236	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2743, Train Accuracy: 0.9047
Epoch 20 training time consumed: 44.49s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8904, Time consumed:1.56s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_06h_29m_34s/ResNet18-Cifar10-seed1-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: 89.150390625
Retain Accuracy: 90.93537139892578
Zero-Retain Forget (ZRF): 0.8340107202529907
Membership Inference Attack (MIA): 0.6112
Forget vs Retain Membership Inference Attack (MIA): 0.5205
Forget vs Test Membership Inference Attack (MIA): 0.5465
Test vs Retain Membership Inference Attack (MIA): 0.5025
Train vs Test Membership Inference Attack (MIA): 0.5115
Forget Set Accuracy (Df): 86.54641723632812
Method Execution Time: 1838.90 seconds
