
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

Updated class distribution:
Retain set:
  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 set:
  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
⚠️ 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: 2.2922	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2252	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2756	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.3000	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2870	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.3255	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1515	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1328	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1882	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0339	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.0411	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0189	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0198	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9363	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9754	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9846	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9033	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.9469	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9865	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8626	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9397	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8881	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8298	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8958	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9080	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7914	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9092	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.9884	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8683	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.7628	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.9120	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8247	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8819	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8539	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.9354	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8995	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7430	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.9040	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7678	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8373	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7185	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8448	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7745	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7469	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8377	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7901	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.8415	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.8401	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.0254	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7769	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.0592	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.8715	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7799	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.9934	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.0186	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.8774	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.8213	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.8221	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6517	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.7285	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.8394	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7907	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6599	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.8674	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6616	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6965	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.8563	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6671	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6920	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7752	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.7462	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5106	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6308	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.9074	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.7189	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.7142	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.8650	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.6831	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.7593	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.8217	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.7217	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.8677	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.8456	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6805	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.8742	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.7581	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.6921	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.7535	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7134	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6062	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.7315	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6781	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5030	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6493	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.8714	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5925	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6725	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6726	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.6224	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5587	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5600	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5453	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5408	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5417	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.7371	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5507	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6963	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.8168	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.7103	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.6599	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.6551	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.7941	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.5842	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5331	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.6238	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.6422	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5354	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5876	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5872	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.6752	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.7449	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.7338	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6345	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.7568	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.7428	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5547	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4506	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4724	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5329	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.6623	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4482	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5903	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.6031	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.6890	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5499	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.8234	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5532	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3945	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.6772	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5526	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.6348	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5676	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.6187	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5008	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5504	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5030	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.5260	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5888	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5056	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.6980	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.5350	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.6762	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.5670	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4949	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5180	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4744	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4751	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4001	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3588	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4415	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.5222	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3649	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3908	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.5539	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4229	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.3585	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4375	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5060	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4174	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4523	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5045	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7508, Train Accuracy: 0.3531
Epoch 1 training time consumed: 27.66s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0076, Accuracy: 0.3885, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.5049	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3922	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4451	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3903	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3437	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.4302	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.4492	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3430	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3503	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3150	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3524	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.2952	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.4152	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3657	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.4937	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.4290	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3980	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3254	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3544	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3097	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2687	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3360	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.2921	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.1886	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.2101	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3570	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3672	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2967	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3062	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.3553	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3759	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.2153	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2928	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2959	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.4010	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4324	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3808	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2716	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2885	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3526	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.4371	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2470	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.4849	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3087	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2925	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.2688	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2233	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2011	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.3563	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.3176	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3337	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2385	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2409	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2095	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.3536	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.3056	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3680	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.3184	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.3366	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.3481	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.1746	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2522	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2390	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2741	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2704	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.3678	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2729	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.3222	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.4658	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.1677	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.1874	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2778	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2231	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.1546	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2061	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2728	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2698	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.2281	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2748	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.3609	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1428	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2237	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.1803	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.1875	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.1768	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1056	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2350	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2374	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1591	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.3690	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.3166	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.0955	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.1225	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.1489	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.2003	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.3451	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.2653	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2592	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1280	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2266	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1385	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1485	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1197	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1677	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1954	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2016	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1752	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1507	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.0760	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1154	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.2490	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.2205	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.1068	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.1918	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1418	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.2746	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.2548	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.1386	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.1959	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.1301	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.2106	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 1.0125	LR: 0.100000
Training Epoch: 2 [31488/45000]	Loss: 1.1788	LR: 0.100000
Training Epoch: 2 [31744/45000]	Loss: 1.0296	LR: 0.100000
Training Epoch: 2 [32000/45000]	Loss: 1.0103	LR: 0.100000
Training Epoch: 2 [32256/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 2 [32512/45000]	Loss: 1.0996	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.1075	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.0449	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 1.2627	LR: 0.100000
Training Epoch: 2 [33536/45000]	Loss: 1.1372	LR: 0.100000
Training Epoch: 2 [33792/45000]	Loss: 1.0105	LR: 0.100000
Training Epoch: 2 [34048/45000]	Loss: 1.1861	LR: 0.100000
Training Epoch: 2 [34304/45000]	Loss: 1.2607	LR: 0.100000
Training Epoch: 2 [34560/45000]	Loss: 1.2836	LR: 0.100000
Training Epoch: 2 [34816/45000]	Loss: 1.0920	LR: 0.100000
Training Epoch: 2 [35072/45000]	Loss: 1.0839	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.0549	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.0425	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.1419	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1396	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.2521	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1503	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0498	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1108	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.1786	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0648	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.2200	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.0477	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.0063	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0061	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0485	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0201	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0560	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0505	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1159	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0952	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.2297	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.0552	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0625	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1221	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1107	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.2734	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0561	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0938	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0929	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.1091	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0741	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1251	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.9499	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0606	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0875	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1133	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0355	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0541	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2199, Train Accuracy: 0.5610
Epoch 2 training time consumed: 27.13s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0052, Accuracy: 0.5481, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1496	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1727	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0940	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0505	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.1238	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0788	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0832	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0582	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.1044	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9388	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.1357	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.1148	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.9144	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1215	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.1748	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.1556	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1682	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0465	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0357	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9700	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0382	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0336	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0625	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0031	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.1078	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0973	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0012	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9717	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.1295	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.9450	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0110	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.9984	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0493	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 0.9555	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.1263	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.0691	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0605	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.0332	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 0.9912	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 0.9595	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0515	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 0.9270	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 0.9714	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.1095	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0642	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9750	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.1154	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.0461	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0778	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 1.0031	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 0.9610	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 1.0180	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 1.1601	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 1.2700	LR: 0.100000
Training Epoch: 3 [14592/45000]	Loss: 1.0247	LR: 0.100000
Training Epoch: 3 [14848/45000]	Loss: 0.9997	LR: 0.100000
Training Epoch: 3 [15104/45000]	Loss: 1.0340	LR: 0.100000
Training Epoch: 3 [15360/45000]	Loss: 1.0417	LR: 0.100000
Training Epoch: 3 [15616/45000]	Loss: 0.9590	LR: 0.100000
Training Epoch: 3 [15872/45000]	Loss: 0.9879	LR: 0.100000
Training Epoch: 3 [16128/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 3 [16384/45000]	Loss: 1.0042	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.0951	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.0239	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 0.9939	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.0393	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 0.9228	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 0.9524	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.0925	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.0554	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 0.9542	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 1.0002	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 1.0976	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.0391	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.0877	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 0.9889	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 0.9879	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 1.0733	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 0.9545	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 1.0923	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 0.9675	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 1.0528	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 1.0245	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 0.8621	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 0.9846	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 1.0696	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.0225	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 0.9767	LR: 0.100000
Training Epoch: 3 [23552/45000]	Loss: 1.0207	LR: 0.100000
Training Epoch: 3 [23808/45000]	Loss: 0.9440	LR: 0.100000
Training Epoch: 3 [24064/45000]	Loss: 1.0249	LR: 0.100000
Training Epoch: 3 [24320/45000]	Loss: 1.0061	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 0.9211	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.1059	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.1118	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.0610	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 0.9935	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 0.9628	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 0.8998	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.0753	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9577	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9886	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9972	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9956	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9749	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.9654	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.1439	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9703	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.0193	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.0477	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.0007	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9987	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 0.9049	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.0715	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 0.9562	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 1.1005	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 0.8706	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.9167	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.0106	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.0709	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.0914	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 0.9546	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 0.9830	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.9226	LR: 0.100000
Training Epoch: 3 [33792/45000]	Loss: 1.0391	LR: 0.100000
Training Epoch: 3 [34048/45000]	Loss: 0.9070	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 1.0119	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 0.8208	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 1.0263	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 0.9622	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.9566	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 1.0713	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 1.0027	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.8987	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.9365	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.9239	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9046	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.9552	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9163	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.8777	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.0813	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.1019	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.0144	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9668	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.8513	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9749	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9649	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9708	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9964	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.0067	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9161	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.0688	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9690	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9043	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9470	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9999	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8803	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9329	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8125	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.8526	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8336	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.0295	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.0050	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9850	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.8713	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9054	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8815	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8949	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8699	LR: 0.100000
Epoch 3 - Average Train Loss: 1.0095, Train Accuracy: 0.6386
Epoch 3 training time consumed: 27.21s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0041, Accuracy: 0.6466, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8799	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8170	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.7861	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.7720	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9466	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9454	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8750	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 1.0386	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8798	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9328	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.9849	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9496	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.9073	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.7935	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8542	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.9031	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8838	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8369	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9680	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.9141	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8419	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8725	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.9334	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.8931	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.8997	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.8613	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.9352	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.8490	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.8189	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.8550	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8349	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.8674	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.9996	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.9443	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.8627	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.9501	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.9299	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8271	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.8301	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.8929	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.9818	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.9193	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.9066	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.8222	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.7319	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.9451	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.9656	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.8408	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.8388	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.9141	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.9518	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.8677	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.8686	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.8889	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.8091	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.8790	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.9164	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.8668	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.7494	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.8824	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.7972	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.8574	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.8708	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.9549	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.8145	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.7812	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.7560	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.9626	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.8844	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.8228	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.8470	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.7930	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.7748	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.8806	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.7226	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.9120	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.7828	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.8274	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.7773	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 1.0196	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.8143	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.7124	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.8545	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.9183	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.7710	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.6937	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.9238	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.7420	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.8483	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.8162	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.8012	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.8956	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.9202	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.7946	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.7347	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.7849	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.8308	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.8138	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.8297	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.7615	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.7897	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.8476	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.8729	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.8271	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.8825	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.7670	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.8283	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.9107	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.7012	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.8497	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.8719	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.8753	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.9394	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.9487	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.8688	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.9188	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.9338	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.7686	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.7485	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 1.0180	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.8458	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.7899	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.7577	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.8393	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.8328	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.7250	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.7212	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.8126	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.9382	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.8888	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.7781	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.8680	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.7310	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.8054	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.8844	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.6899	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.7882	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.9270	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.8384	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.8916	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.7836	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.7276	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.8406	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.8280	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.8119	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.7331	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.7769	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.8041	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.7873	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.9461	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.7467	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.7878	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.7719	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.8053	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.8920	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.7917	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.7620	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.8109	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.8542	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.9159	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.8045	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.8368	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.8086	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.8509	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.8043	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.7365	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.8354	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.8647	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8303	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8513	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8511, Train Accuracy: 0.6998
Epoch 4 training time consumed: 26.99s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0034, Accuracy: 0.7059, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8073	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.7647	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.7548	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.6254	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.7340	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.8358	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.8250	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.8055	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.9189	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.7107	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.8642	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.8217	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.8928	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.8749	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.8023	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.8311	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.7565	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.7954	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.7363	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.8911	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.7500	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.7224	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.8052	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.6984	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.9007	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.7669	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.8611	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.7835	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.9441	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.8156	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.7299	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.8681	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.7615	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.7980	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.8248	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.7617	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.7329	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.8785	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.7687	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.8382	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.8211	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.7523	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.7009	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.6942	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.9116	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.8624	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.7948	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.7581	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.8097	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.8821	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.8043	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.8195	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.7350	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.6866	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.7876	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.7636	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.6436	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.7506	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.8049	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.7806	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.8785	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7766	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.7114	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.7006	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.7211	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.7766	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.7451	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.7157	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.7770	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.8359	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.8590	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.6699	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.7519	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.8517	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.8153	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.6921	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.7516	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.7819	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.7436	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.7353	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.7460	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.7916	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.7403	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.6671	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.7341	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.7773	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.7845	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.6448	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.8228	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.7550	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.6616	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.7035	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.7330	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.7138	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.7213	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.7130	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7772	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.7806	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.6784	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.7023	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.6997	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.6776	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.8175	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.7384	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.7066	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.7671	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.7787	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.8280	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.8502	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.8497	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.7434	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.7057	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.7431	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.7061	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.5544	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.8446	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.7135	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.8073	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.7762	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.6651	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.6247	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.6769	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.7207	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.7436	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.7108	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.6904	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.8227	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.7251	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.6466	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.6740	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.7502	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.7228	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.6681	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.6169	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.7449	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.6385	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.6554	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.6990	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.7732	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.7902	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.7599	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.8434	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.7069	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.7975	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.8337	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.7961	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.7307	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.6998	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.7890	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.6636	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.7436	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.7422	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.6638	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.7414	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.7773	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.8883	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.7976	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.6929	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.7470	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.6982	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.7103	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.7914	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.6992	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6689	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6196	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7723	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.9161	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7415	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.6823	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6809	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6370	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7535	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7578, Train Accuracy: 0.7331
Epoch 5 training time consumed: 27.47s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0031, Accuracy: 0.7280, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6486	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6141	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7056	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6639	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7637	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7719	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6224	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7313	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.6568	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.7057	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.6717	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6954	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6533	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.8130	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.7987	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.6781	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.7016	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6205	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.7476	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.8818	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6900	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6833	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7756	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.6089	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.6362	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.7344	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.7760	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.6888	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.6525	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.5929	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.6087	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.6149	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.5485	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.6858	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.6759	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.5770	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.7141	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.6697	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.6233	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.7343	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.6271	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.5336	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.6143	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.6375	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.6644	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.6952	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.6939	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.6443	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.6361	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.7451	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.6005	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.6895	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.7413	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.5789	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.6456	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.6998	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.6929	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.7402	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.7585	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.7238	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.5805	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.6039	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.5820	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.8363	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.7453	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6239	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.5949	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.6248	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.6982	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.5745	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.7860	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.7497	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.7224	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.7685	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.5887	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6418	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6076	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.7245	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6980	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.7520	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.6608	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.6192	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.6048	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.6534	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.6187	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.6766	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.7274	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.5942	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.6472	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.7506	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.6617	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.5749	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.6935	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.5820	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.6097	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.7509	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.7277	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.7353	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.7226	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.7144	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.8150	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.6429	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.6624	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.7319	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.7099	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.6177	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.6197	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.6797	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6884	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.6938	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6336	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5497	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.6316	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.7093	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6108	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.7592	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.6393	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.7225	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.6279	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.7053	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.8404	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.5257	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.6757	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.7101	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.7118	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.6974	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.7642	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.5627	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.6149	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.6871	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.7593	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.6915	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.7953	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.5906	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.6895	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.6647	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.8545	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.6937	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.5576	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.5993	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.5980	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.7136	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.5426	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.6429	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6522	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.6991	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.6202	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.6876	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.6334	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.6471	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6227	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.6759	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.7193	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.6266	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.6536	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.7105	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.5982	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.7299	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6504	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.7027	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6003	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.8428	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6148	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6264	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6638	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6223	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6419	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6689	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.5968	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.7756	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7282	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.8111	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.7062	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6817	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6163	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6751, Train Accuracy: 0.7651
Epoch 6 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0030, Accuracy: 0.7434, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6891	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6235	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.7727	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6455	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6760	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6188	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5865	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6482	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6537	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6395	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6169	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6379	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6526	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6620	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6852	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6917	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6378	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6893	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.6217	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.6527	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.6328	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.5411	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.6842	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.6698	LR: 0.100000
Training Epoch: 7 [6400/45000]	Loss: 0.6995	LR: 0.100000
Training Epoch: 7 [6656/45000]	Loss: 0.6551	LR: 0.100000
Training Epoch: 7 [6912/45000]	Loss: 0.6816	LR: 0.100000
Training Epoch: 7 [7168/45000]	Loss: 0.6731	LR: 0.100000
Training Epoch: 7 [7424/45000]	Loss: 0.6785	LR: 0.100000
Training Epoch: 7 [7680/45000]	Loss: 0.5707	LR: 0.100000
Training Epoch: 7 [7936/45000]	Loss: 0.6052	LR: 0.100000
Training Epoch: 7 [8192/45000]	Loss: 0.5408	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.5513	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.6396	LR: 0.100000
Training Epoch: 7 [8960/45000]	Loss: 0.6447	LR: 0.100000
Training Epoch: 7 [9216/45000]	Loss: 0.5399	LR: 0.100000
Training Epoch: 7 [9472/45000]	Loss: 0.5621	LR: 0.100000
Training Epoch: 7 [9728/45000]	Loss: 0.5627	LR: 0.100000
Training Epoch: 7 [9984/45000]	Loss: 0.6933	LR: 0.100000
Training Epoch: 7 [10240/45000]	Loss: 0.7667	LR: 0.100000
Training Epoch: 7 [10496/45000]	Loss: 0.6702	LR: 0.100000
Training Epoch: 7 [10752/45000]	Loss: 0.7405	LR: 0.100000
Training Epoch: 7 [11008/45000]	Loss: 0.6476	LR: 0.100000
Training Epoch: 7 [11264/45000]	Loss: 0.6590	LR: 0.100000
Training Epoch: 7 [11520/45000]	Loss: 0.7039	LR: 0.100000
Training Epoch: 7 [11776/45000]	Loss: 0.6723	LR: 0.100000
Training Epoch: 7 [12032/45000]	Loss: 0.5806	LR: 0.100000
Training Epoch: 7 [12288/45000]	Loss: 0.6754	LR: 0.100000
Training Epoch: 7 [12544/45000]	Loss: 0.6443	LR: 0.100000
Training Epoch: 7 [12800/45000]	Loss: 0.7194	LR: 0.100000
Training Epoch: 7 [13056/45000]	Loss: 0.6256	LR: 0.100000
Training Epoch: 7 [13312/45000]	Loss: 0.7217	LR: 0.100000
Training Epoch: 7 [13568/45000]	Loss: 0.5801	LR: 0.100000
Training Epoch: 7 [13824/45000]	Loss: 0.6423	LR: 0.100000
Training Epoch: 7 [14080/45000]	Loss: 0.5796	LR: 0.100000
Training Epoch: 7 [14336/45000]	Loss: 0.7441	LR: 0.100000
Training Epoch: 7 [14592/45000]	Loss: 0.7272	LR: 0.100000
Training Epoch: 7 [14848/45000]	Loss: 0.5652	LR: 0.100000
Training Epoch: 7 [15104/45000]	Loss: 0.6544	LR: 0.100000
Training Epoch: 7 [15360/45000]	Loss: 0.6256	LR: 0.100000
Training Epoch: 7 [15616/45000]	Loss: 0.6825	LR: 0.100000
Training Epoch: 7 [15872/45000]	Loss: 0.6492	LR: 0.100000
Training Epoch: 7 [16128/45000]	Loss: 0.5980	LR: 0.100000
Training Epoch: 7 [16384/45000]	Loss: 0.5632	LR: 0.100000
Training Epoch: 7 [16640/45000]	Loss: 0.6323	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.7231	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.6722	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.5061	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 0.6050	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 0.5833	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 0.6878	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 0.6379	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 0.6601	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 0.5644	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 0.6182	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.6468	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.5703	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.5529	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.6408	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.5403	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 0.5987	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 0.5697	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 0.6181	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 0.6396	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 0.6142	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 0.5178	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 0.5348	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 0.5953	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 0.6424	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 0.5640	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 0.5804	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 0.6421	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 0.6124	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 0.6628	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 0.5818	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.6561	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 0.6768	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 0.6974	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 0.6645	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 0.6600	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.7624	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.7063	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.5752	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.6141	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.5602	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.5631	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6151	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.5671	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5330	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.6425	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.5117	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.6104	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.5744	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.5949	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.5764	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.5487	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.5380	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.6098	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.5756	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.5832	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.7224	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6811	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.5968	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.5490	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5677	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6098	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.6358	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6310	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.5942	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6176	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.5938	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.7311	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.6282	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.4989	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.7689	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.6334	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.7016	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.5445	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.5898	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.8118	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6331	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6021	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.6091	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6130	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.5099	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.5967	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6575	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5975	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.7367	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.7140	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6509	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.7295	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.5836	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6254	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5052	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.7053	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6843	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6699	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.7216	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.5457	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.5843	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.6514	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5229	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.6489	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.5609	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6796	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.7016	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.5524	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6343	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5177	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6009	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5441	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6029	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5384	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6612	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5340	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6270, Train Accuracy: 0.7818
Epoch 7 training time consumed: 26.90s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0025, Accuracy: 0.7905, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6416	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5061	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.5682	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.6268	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5427	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5638	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.5692	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.5099	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4694	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.5749	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4831	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.5224	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.5124	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.5431	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.5987	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.3812	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.5499	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4934	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.3326	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4696	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4339	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.5150	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.5178	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.3804	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.3507	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.5613	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.5457	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5481	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4534	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.5455	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3306	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3485	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.3285	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.3625	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.3834	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3754	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4626, Train Accuracy: 0.8403
Epoch 8 training time consumed: 27.24s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8478, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4090	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3269	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.3334	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.3746	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 9 [11008/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 9 [11264/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 9 [11520/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 9 [11776/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 9 [12032/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 9 [12288/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 9 [12544/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 9 [12800/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 9 [13056/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 9 [13312/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 9 [13568/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 9 [13824/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 9 [14080/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 9 [14336/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 9 [14592/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 9 [14848/45000]	Loss: 0.4910	LR: 0.020000
Training Epoch: 9 [15104/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 9 [15360/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 9 [15616/45000]	Loss: 0.2898	LR: 0.020000
Training Epoch: 9 [15872/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 9 [16128/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 9 [16384/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 9 [16640/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 9 [16896/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 9 [17152/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 9 [17408/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 9 [17664/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 9 [17920/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 9 [18176/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 9 [18432/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 9 [18688/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 9 [18944/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 9 [19200/45000]	Loss: 0.4459	LR: 0.020000
Training Epoch: 9 [19456/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 9 [19712/45000]	Loss: 0.4047	LR: 0.020000
Training Epoch: 9 [19968/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 9 [20224/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 9 [20480/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 9 [20736/45000]	Loss: 0.4406	LR: 0.020000
Training Epoch: 9 [20992/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 9 [21248/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 9 [21504/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 9 [21760/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 9 [22016/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 9 [22272/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 9 [22528/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 9 [22784/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 9 [23040/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 9 [23296/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 9 [23552/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 9 [23808/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 9 [24064/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 9 [24320/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 9 [24576/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 9 [24832/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 9 [25088/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 9 [25344/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 9 [25600/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 9 [25856/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 9 [26112/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 9 [26368/45000]	Loss: 0.3433	LR: 0.020000
Training Epoch: 9 [26624/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 9 [26880/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 9 [27136/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 9 [27392/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 9 [27648/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 9 [27904/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 9 [28160/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 9 [28416/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 9 [28672/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 9 [28928/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 9 [29184/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 9 [29440/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 9 [29696/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 9 [29952/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 9 [30208/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 9 [30464/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 9 [30720/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 9 [30976/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 9 [31232/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 9 [31488/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 9 [31744/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 9 [32000/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 9 [32256/45000]	Loss: 0.2912	LR: 0.020000
Training Epoch: 9 [32512/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 9 [32768/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 9 [33024/45000]	Loss: 0.4803	LR: 0.020000
Training Epoch: 9 [33280/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 9 [33536/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 9 [33792/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 9 [34048/45000]	Loss: 0.3036	LR: 0.020000
Training Epoch: 9 [34304/45000]	Loss: 0.3316	LR: 0.020000
Training Epoch: 9 [34560/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 9 [34816/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 9 [35072/45000]	Loss: 0.3360	LR: 0.020000
Training Epoch: 9 [35328/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 9 [35584/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 9 [35840/45000]	Loss: 0.3277	LR: 0.020000
Training Epoch: 9 [36096/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 9 [36352/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 9 [36608/45000]	Loss: 0.3228	LR: 0.020000
Training Epoch: 9 [36864/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 9 [37120/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 9 [37376/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 9 [37632/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 9 [37888/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 9 [38144/45000]	Loss: 0.3419	LR: 0.020000
Training Epoch: 9 [38400/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 9 [38656/45000]	Loss: 0.3542	LR: 0.020000
Training Epoch: 9 [38912/45000]	Loss: 0.3773	LR: 0.020000
Training Epoch: 9 [39168/45000]	Loss: 0.3660	LR: 0.020000
Training Epoch: 9 [39424/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 9 [39680/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 9 [39936/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 9 [40192/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 9 [40448/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 9 [40704/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 9 [40960/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 9 [41216/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 9 [41472/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 9 [41728/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 9 [41984/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 9 [42240/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 9 [42496/45000]	Loss: 0.3243	LR: 0.020000
Training Epoch: 9 [42752/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 9 [43008/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 9 [43264/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 9 [43520/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 9 [43776/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 9 [44032/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 9 [44288/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.3783	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.3820	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4181, Train Accuracy: 0.8551
Epoch 9 training time consumed: 26.98s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8574, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3164	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3016	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 10 [3328/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 10 [3584/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 10 [3840/45000]	Loss: 0.3557	LR: 0.020000
Training Epoch: 10 [4096/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 10 [4352/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 10 [4608/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 10 [4864/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 10 [5120/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 10 [5376/45000]	Loss: 0.3013	LR: 0.020000
Training Epoch: 10 [5632/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 10 [5888/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 10 [6144/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 10 [6400/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 10 [6656/45000]	Loss: 0.3070	LR: 0.020000
Training Epoch: 10 [6912/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 10 [7168/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 10 [7424/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 10 [7680/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 10 [7936/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 10 [8192/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 10 [8448/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 10 [8704/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 10 [8960/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 10 [9216/45000]	Loss: 0.2979	LR: 0.020000
Training Epoch: 10 [9472/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 10 [9728/45000]	Loss: 0.3345	LR: 0.020000
Training Epoch: 10 [9984/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 10 [10240/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 10 [10496/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 10 [10752/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 10 [11008/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 10 [11776/45000]	Loss: 0.3875	LR: 0.020000
Training Epoch: 10 [12032/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 10 [12288/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 10 [12544/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 10 [12800/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 10 [13056/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 10 [13312/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 10 [13568/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 10 [13824/45000]	Loss: 0.3134	LR: 0.020000
Training Epoch: 10 [14080/45000]	Loss: 0.3534	LR: 0.020000
Training Epoch: 10 [14336/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 10 [14592/45000]	Loss: 0.3598	LR: 0.020000
Training Epoch: 10 [14848/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 10 [15104/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 10 [15360/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 10 [15616/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 10 [15872/45000]	Loss: 0.3144	LR: 0.020000
Training Epoch: 10 [16128/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 10 [16384/45000]	Loss: 0.3566	LR: 0.020000
Training Epoch: 10 [16640/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 10 [16896/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 10 [17152/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 10 [17408/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 10 [17664/45000]	Loss: 0.3030	LR: 0.020000
Training Epoch: 10 [17920/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 10 [18176/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 10 [18432/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 10 [18688/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 10 [18944/45000]	Loss: 0.3710	LR: 0.020000
Training Epoch: 10 [19200/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 10 [19456/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 10 [19712/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 10 [19968/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 10 [20224/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 10 [20480/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 10 [20736/45000]	Loss: 0.3378	LR: 0.020000
Training Epoch: 10 [20992/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 10 [21248/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 10 [21504/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 10 [21760/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 10 [22016/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 10 [22272/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 10 [22528/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 10 [22784/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 10 [23040/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 10 [23296/45000]	Loss: 0.2679	LR: 0.020000
Training Epoch: 10 [23552/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 10 [23808/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 10 [24064/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 10 [24320/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 10 [24576/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 10 [24832/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 10 [25088/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 10 [25344/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 10 [25600/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 10 [25856/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 10 [26112/45000]	Loss: 0.3706	LR: 0.020000
Training Epoch: 10 [26368/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 10 [26624/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 10 [26880/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 10 [27136/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 10 [27392/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 10 [27648/45000]	Loss: 0.3802	LR: 0.020000
Training Epoch: 10 [27904/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 10 [28160/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 10 [28416/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 10 [28672/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 10 [28928/45000]	Loss: 0.3026	LR: 0.020000
Training Epoch: 10 [29184/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 10 [29440/45000]	Loss: 0.3012	LR: 0.020000
Training Epoch: 10 [29696/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 10 [29952/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 10 [30208/45000]	Loss: 0.3186	LR: 0.020000
Training Epoch: 10 [30464/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 10 [30720/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 10 [30976/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 10 [31232/45000]	Loss: 0.3015	LR: 0.020000
Training Epoch: 10 [31488/45000]	Loss: 0.3446	LR: 0.020000
Training Epoch: 10 [31744/45000]	Loss: 0.3706	LR: 0.020000
Training Epoch: 10 [32000/45000]	Loss: 0.3210	LR: 0.020000
Training Epoch: 10 [32256/45000]	Loss: 0.3385	LR: 0.020000
Training Epoch: 10 [32512/45000]	Loss: 0.4198	LR: 0.020000
Training Epoch: 10 [32768/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 10 [33024/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 10 [33280/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 10 [33536/45000]	Loss: 0.2845	LR: 0.020000
Training Epoch: 10 [33792/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 10 [34048/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 10 [34304/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 10 [34560/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 10 [34816/45000]	Loss: 0.4575	LR: 0.020000
Training Epoch: 10 [35072/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 10 [35328/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 10 [35584/45000]	Loss: 0.2759	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.3024	LR: 0.020000
Training Epoch: 10 [36352/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 10 [36608/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 10 [36864/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.3315	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.2962	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3367	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3143	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.4267	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3889	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3448	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.2843	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4804	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3950, Train Accuracy: 0.8625
Epoch 10 training time consumed: 26.90s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8615, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3337	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3068	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3233	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.2823	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3372	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3567	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.2764	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3143	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.2651	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3640	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3005	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3258	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.2736	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.3732	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.3441	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.3418	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3062	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.4459	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3558	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.3834	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.3401	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.3532	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.3262	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.3721	LR: 0.020000
Training Epoch: 11 [23552/45000]	Loss: 0.3610	LR: 0.020000
Training Epoch: 11 [23808/45000]	Loss: 0.2823	LR: 0.020000
Training Epoch: 11 [24064/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 11 [24320/45000]	Loss: 0.2711	LR: 0.020000
Training Epoch: 11 [24576/45000]	Loss: 0.3152	LR: 0.020000
Training Epoch: 11 [24832/45000]	Loss: 0.3119	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.3496	LR: 0.020000
Training Epoch: 11 [25344/45000]	Loss: 0.3491	LR: 0.020000
Training Epoch: 11 [25600/45000]	Loss: 0.2930	LR: 0.020000
Training Epoch: 11 [25856/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 11 [26112/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.4305	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3417	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3054	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3875	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3401	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3219	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3706	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 11 [31488/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 11 [31744/45000]	Loss: 0.3221	LR: 0.020000
Training Epoch: 11 [32000/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 11 [32256/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 11 [32512/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 11 [32768/45000]	Loss: 0.3303	LR: 0.020000
Training Epoch: 11 [33024/45000]	Loss: 0.3142	LR: 0.020000
Training Epoch: 11 [33280/45000]	Loss: 0.3409	LR: 0.020000
Training Epoch: 11 [33536/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 11 [33792/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 11 [34048/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 11 [34304/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 11 [34560/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 11 [34816/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 11 [35072/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 11 [35328/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.2776	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.3464	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3064	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3323	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4800	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3027	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3068	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.2450	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3130	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.2939	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3736	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3780, Train Accuracy: 0.8675
Epoch 11 training time consumed: 26.95s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0017, Accuracy: 0.8610, Time consumed:0.94s
Training Epoch: 12 [256/45000]	Loss: 0.4311	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.2629	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.2993	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.2991	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3404	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3841	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3681	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3645	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3815	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3172	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3791	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.2682	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3767	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3652	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.4252	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3585	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.2795	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3267	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3526	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3368	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4572	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3142	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3011	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.2490	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3185	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.4208	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3776	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.2692	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.4106	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.2671	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2686	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.4282	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.2153	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3896	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3664	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.2698	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.2935	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 12 [21504/45000]	Loss: 0.3401	LR: 0.004000
Training Epoch: 12 [21760/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 12 [22016/45000]	Loss: 0.3607	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.3893	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.3362	LR: 0.004000
Training Epoch: 12 [23040/45000]	Loss: 0.3699	LR: 0.004000
Training Epoch: 12 [23296/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 12 [23552/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 12 [23808/45000]	Loss: 0.3886	LR: 0.004000
Training Epoch: 12 [24064/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 12 [24320/45000]	Loss: 0.2819	LR: 0.004000
Training Epoch: 12 [24576/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 12 [24832/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 12 [25088/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 12 [25344/45000]	Loss: 0.2711	LR: 0.004000
Training Epoch: 12 [25600/45000]	Loss: 0.3659	LR: 0.004000
Training Epoch: 12 [25856/45000]	Loss: 0.3747	LR: 0.004000
Training Epoch: 12 [26112/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 12 [26368/45000]	Loss: 0.3422	LR: 0.004000
Training Epoch: 12 [26624/45000]	Loss: 0.3052	LR: 0.004000
Training Epoch: 12 [26880/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 12 [27136/45000]	Loss: 0.3987	LR: 0.004000
Training Epoch: 12 [27392/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 12 [27648/45000]	Loss: 0.3758	LR: 0.004000
Training Epoch: 12 [27904/45000]	Loss: 0.3756	LR: 0.004000
Training Epoch: 12 [28160/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 12 [28416/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.3917	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 12 [29184/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 12 [29440/45000]	Loss: 0.2661	LR: 0.004000
Training Epoch: 12 [29696/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 12 [29952/45000]	Loss: 0.2443	LR: 0.004000
Training Epoch: 12 [30208/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 12 [30464/45000]	Loss: 0.2463	LR: 0.004000
Training Epoch: 12 [30720/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 12 [30976/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 12 [31232/45000]	Loss: 0.2886	LR: 0.004000
Training Epoch: 12 [31488/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 12 [31744/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 12 [32000/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 12 [32256/45000]	Loss: 0.2322	LR: 0.004000
Training Epoch: 12 [32512/45000]	Loss: 0.2543	LR: 0.004000
Training Epoch: 12 [32768/45000]	Loss: 0.4391	LR: 0.004000
Training Epoch: 12 [33024/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 12 [33280/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 12 [33536/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 12 [33792/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 12 [34048/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 12 [34304/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 12 [34560/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 12 [34816/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 12 [35072/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 12 [35328/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 12 [35584/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 12 [35840/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 12 [36096/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 12 [36352/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [36608/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 12 [36864/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 12 [37120/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 12 [37376/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 12 [37632/45000]	Loss: 0.3646	LR: 0.004000
Training Epoch: 12 [37888/45000]	Loss: 0.3226	LR: 0.004000
Training Epoch: 12 [38144/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 12 [38400/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 12 [38656/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 12 [38912/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 12 [39168/45000]	Loss: 0.2875	LR: 0.004000
Training Epoch: 12 [39424/45000]	Loss: 0.2560	LR: 0.004000
Training Epoch: 12 [39680/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 12 [39936/45000]	Loss: 0.2432	LR: 0.004000
Training Epoch: 12 [40192/45000]	Loss: 0.4511	LR: 0.004000
Training Epoch: 12 [40448/45000]	Loss: 0.4521	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3732	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.2527	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.4040	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3646	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3975	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3501	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3952	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.2940	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3266, Train Accuracy: 0.8866
Epoch 12 training time consumed: 26.82s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8795, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2416	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.2414	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3587	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3910	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.2572	LR: 0.004000
Training Epoch: 13 [2560/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.2731	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.4168	LR: 0.004000
Training Epoch: 13 [3328/45000]	Loss: 0.3027	LR: 0.004000
Training Epoch: 13 [3584/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 13 [3840/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 13 [4096/45000]	Loss: 0.3545	LR: 0.004000
Training Epoch: 13 [4352/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 13 [4608/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 13 [4864/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 13 [5120/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 13 [5376/45000]	Loss: 0.2167	LR: 0.004000
Training Epoch: 13 [5632/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 13 [5888/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 13 [6144/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 13 [6400/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 13 [6656/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 13 [6912/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 13 [7168/45000]	Loss: 0.3303	LR: 0.004000
Training Epoch: 13 [7424/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 13 [7680/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 13 [7936/45000]	Loss: 0.2950	LR: 0.004000
Training Epoch: 13 [8192/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 13 [8448/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 13 [8704/45000]	Loss: 0.3605	LR: 0.004000
Training Epoch: 13 [8960/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 13 [9216/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 13 [9472/45000]	Loss: 0.2797	LR: 0.004000
Training Epoch: 13 [9728/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 13 [9984/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 13 [10240/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 13 [10496/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 13 [10752/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 13 [11008/45000]	Loss: 0.3877	LR: 0.004000
Training Epoch: 13 [11264/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 13 [11520/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 13 [11776/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 13 [12032/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 13 [12288/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 13 [12544/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 13 [12800/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 13 [13056/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 13 [13312/45000]	Loss: 0.3187	LR: 0.004000
Training Epoch: 13 [13568/45000]	Loss: 0.2293	LR: 0.004000
Training Epoch: 13 [13824/45000]	Loss: 0.2941	LR: 0.004000
Training Epoch: 13 [14080/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 13 [14336/45000]	Loss: 0.3389	LR: 0.004000
Training Epoch: 13 [14592/45000]	Loss: 0.2189	LR: 0.004000
Training Epoch: 13 [14848/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 13 [15104/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 13 [15360/45000]	Loss: 0.4185	LR: 0.004000
Training Epoch: 13 [15616/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 13 [15872/45000]	Loss: 0.3256	LR: 0.004000
Training Epoch: 13 [16128/45000]	Loss: 0.3566	LR: 0.004000
Training Epoch: 13 [16384/45000]	Loss: 0.2764	LR: 0.004000
Training Epoch: 13 [16640/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 13 [16896/45000]	Loss: 0.3729	LR: 0.004000
Training Epoch: 13 [17152/45000]	Loss: 0.2756	LR: 0.004000
Training Epoch: 13 [17408/45000]	Loss: 0.3877	LR: 0.004000
Training Epoch: 13 [17664/45000]	Loss: 0.2888	LR: 0.004000
Training Epoch: 13 [17920/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 13 [18176/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 13 [18432/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 13 [18688/45000]	Loss: 0.3988	LR: 0.004000
Training Epoch: 13 [18944/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 13 [19200/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 13 [19456/45000]	Loss: 0.2157	LR: 0.004000
Training Epoch: 13 [19712/45000]	Loss: 0.3433	LR: 0.004000
Training Epoch: 13 [19968/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.4014	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3079	LR: 0.004000
Training Epoch: 13 [20736/45000]	Loss: 0.3654	LR: 0.004000
Training Epoch: 13 [20992/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 13 [21248/45000]	Loss: 0.3524	LR: 0.004000
Training Epoch: 13 [21504/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 13 [21760/45000]	Loss: 0.3892	LR: 0.004000
Training Epoch: 13 [22016/45000]	Loss: 0.2674	LR: 0.004000
Training Epoch: 13 [22272/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 13 [22528/45000]	Loss: 0.3185	LR: 0.004000
Training Epoch: 13 [22784/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 13 [23040/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 13 [23296/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 13 [23552/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 13 [23808/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 13 [24064/45000]	Loss: 0.2767	LR: 0.004000
Training Epoch: 13 [24320/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 13 [24576/45000]	Loss: 0.2513	LR: 0.004000
Training Epoch: 13 [24832/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 13 [25088/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 13 [25344/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 13 [25600/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 13 [25856/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 13 [26112/45000]	Loss: 0.2984	LR: 0.004000
Training Epoch: 13 [26368/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 13 [26624/45000]	Loss: 0.2941	LR: 0.004000
Training Epoch: 13 [26880/45000]	Loss: 0.2721	LR: 0.004000
Training Epoch: 13 [27136/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 13 [27392/45000]	Loss: 0.3305	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.2897	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.2415	LR: 0.004000
Training Epoch: 13 [29952/45000]	Loss: 0.1950	LR: 0.004000
Training Epoch: 13 [30208/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 13 [30464/45000]	Loss: 0.3769	LR: 0.004000
Training Epoch: 13 [30720/45000]	Loss: 0.3190	LR: 0.004000
Training Epoch: 13 [30976/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 13 [31232/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 13 [31488/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 13 [31744/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 13 [32000/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 13 [32256/45000]	Loss: 0.2350	LR: 0.004000
Training Epoch: 13 [32512/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 13 [32768/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 13 [33024/45000]	Loss: 0.3341	LR: 0.004000
Training Epoch: 13 [33280/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 13 [33536/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 13 [33792/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 13 [34048/45000]	Loss: 0.3711	LR: 0.004000
Training Epoch: 13 [34304/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 13 [34560/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 13 [34816/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 13 [35072/45000]	Loss: 0.3474	LR: 0.004000
Training Epoch: 13 [35328/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 13 [35584/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 13 [35840/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 13 [36096/45000]	Loss: 0.2621	LR: 0.004000
Training Epoch: 13 [36352/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 13 [36608/45000]	Loss: 0.2511	LR: 0.004000
Training Epoch: 13 [36864/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 13 [37120/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 13 [37376/45000]	Loss: 0.3082	LR: 0.004000
Training Epoch: 13 [37632/45000]	Loss: 0.4423	LR: 0.004000
Training Epoch: 13 [37888/45000]	Loss: 0.2824	LR: 0.004000
Training Epoch: 13 [38144/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 13 [38400/45000]	Loss: 0.2871	LR: 0.004000
Training Epoch: 13 [38656/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 13 [38912/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 13 [39168/45000]	Loss: 0.2473	LR: 0.004000
Training Epoch: 13 [39424/45000]	Loss: 0.2751	LR: 0.004000
Training Epoch: 13 [39680/45000]	Loss: 0.2479	LR: 0.004000
Training Epoch: 13 [39936/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 13 [40192/45000]	Loss: 0.3434	LR: 0.004000
Training Epoch: 13 [40448/45000]	Loss: 0.2778	LR: 0.004000
Training Epoch: 13 [40704/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.3828	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.2661	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3621	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.2774	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.4509	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3143, Train Accuracy: 0.8922
Epoch 13 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8823, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3240	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2740	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2710	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.2919	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3616	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.2691	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.4105	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.4208	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.2887	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.2728	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2863	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3448	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.2363	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.2548	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.2849	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.2341	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.2647	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2393	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3116	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.2775	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.2766	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3190	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3663	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.2991	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.2666	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.2441	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.2380	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.2724	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2729	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.2797	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.4255	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3656	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2384	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.3119	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.2470	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.2598	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.2340	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.3834	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.2752	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.2121	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2419	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.2640	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2466	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3744	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.2828	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.2587	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.2558	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.3059	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3338	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3689	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.2877	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.2417	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3432	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.2772	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.2791	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.2321	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.2657	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3285	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.4515	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.2155	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.2501	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3008	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3503	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3869	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.2089	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3293	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.2657	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.2495	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2141	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.2249	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3075	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.2764	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3946	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3022	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2950	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3798	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3690	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.2361	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3037, Train Accuracy: 0.8931
Epoch 14 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8864, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2733	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.4098	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2467	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2373	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3089	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.2719	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2423	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2710	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3866	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.2910	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3176	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3462	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3666	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3918	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2862	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3040	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.4190	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.2626	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3027	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2845	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.2557	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2681	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3105	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.2755	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.2498	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3713	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2317	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3121	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2222	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2317	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3337	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.2696	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2696	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.2693	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2377	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.4035	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3080	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2809	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.2662	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.2561	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.3888	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.2376	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.2562	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.2496	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3104	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.3757	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2371	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.2840	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.2210	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3199	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2523	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3973	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2467	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2450	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.2507	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.2227	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.2386	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.2892	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.2220	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.2449	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.3527	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.2564	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.2466	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.2213	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.2588	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.2248	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.2655	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.2825	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.2935	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.2685	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.2111	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2607	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2560	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2487	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.2928	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2666	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3312	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2855	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2686	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2582	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3806	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3899	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2988, Train Accuracy: 0.8961
Epoch 15 training time consumed: 27.01s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8883, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2397	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3700	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2192	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.2506	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2139	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3715	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.2228	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.2172	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.3686	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.2133	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.3541	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.2553	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.4030	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.2213	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.3433	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.3745	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.1888	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.2254	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.2083	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.2226	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2401	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.2071	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 16 [33280/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 16 [33536/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 16 [33792/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 16 [34560/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3814	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2031	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3920	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2897	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2867, Train Accuracy: 0.9001
Epoch 16 training time consumed: 27.04s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8885, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.1795	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3634	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2340	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.1971	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.2140	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.2173	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.2550	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.2577	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.3478	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.1884	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2260	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.3519	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2271	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3918	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2240	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.3892	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.2136	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2147	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.2377	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2499	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2003	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3383	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.1761	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.3950	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3613	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2823, Train Accuracy: 0.9010
Epoch 17 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8891, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2208	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3756	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3653	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2186	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2303	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3783	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2333	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2190	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2346	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2036	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2381	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.1895	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2066	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2397	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2239	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2194	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3806	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3924	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3525	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2209	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.2331	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.2017	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2356	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3633	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.1869	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2273	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2499	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3387	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2809, Train Accuracy: 0.9017
Epoch 18 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0014, Accuracy: 0.8887, Time consumed:0.90s
Training Epoch: 19 [256/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2463	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.4108	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2295	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2133	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2108	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3665	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2097	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2150	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2293	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2288	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2504	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2245	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.1978	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2036	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2113	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2203	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3457	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2217	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.1992	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2396	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.2004	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3847	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2121	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3775	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.1956	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2144	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2795, Train Accuracy: 0.9026
Epoch 19 training time consumed: 27.20s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8898, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_12m_55s/ResNet18-Cifar10-seed1-ret0-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2127	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.3368	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2188	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2179	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3695	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2550	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2082	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2311	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2200	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2274	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2052	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3731	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.1873	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3467	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2417	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2184	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2181	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2133	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2057	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2093	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2128	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.1843	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2128	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3678	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3314	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2758, Train Accuracy: 0.9033
Epoch 20 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8894, Time consumed:0.91s
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
MIA Attack Accuracy with XGBoost: 0.7180
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
MIA Attack Accuracy with XGBoost: 0.4910
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.6665
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.5105
Test Accuracy: 91.552734375
Retain Accuracy: 94.00727844238281
Zero-Retain Forget (ZRF): 0.8284778594970703
Membership Inference Attack (MIA): 0.6876
Forget vs Retain Membership Inference Attack (MIA): 0.718
Forget vs Test Membership Inference Attack (MIA): 0.491
Test vs Retain Membership Inference Attack (MIA): 0.6665
Train vs Test Membership Inference Attack (MIA): 0.5105
Forget Set Accuracy (Df): 93.99356842041016
Method Execution Time: 2303.92 seconds
