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

Forget class distribution for seed 2:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500

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: 2.4641	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4267	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4067	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.4173	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3436	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2976	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2301	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2711	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.3077	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.3669	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2708	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1986	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1160	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0877	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0733	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1146	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9298	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0635	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9269	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9658	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9184	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9798	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8983	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8479	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8500	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8541	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8816	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9182	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8446	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8857	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8221	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9027	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.9851	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8155	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9602	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.9982	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8312	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8609	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.9348	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7239	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8092	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7129	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8168	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8668	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7395	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8929	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6886	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7931	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7122	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8068	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7732	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.8193	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7989	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7245	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7424	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7948	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7707	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.9844	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7733	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6565	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7375	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7470	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6447	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6398	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6880	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7315	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.5627	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7574	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.8595	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7421	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6391	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.8328	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.7471	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6811	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6650	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6227	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6491	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.8012	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.7626	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6679	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6283	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7187	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.6916	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6446	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.8725	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.8023	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6869	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6613	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6371	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6655	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6703	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7031	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.7412	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6239	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7794	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.9776	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6347	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.9727	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6403	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.8337	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.7222	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6236	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5101	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7105	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.7112	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6693	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.7790	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.6602	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.7214	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6838	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6971	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.7929	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.7129	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.7551	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.7746	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.6625	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.6944	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.7192	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.6210	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.6263	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.7012	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5974	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5713	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5768	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.5947	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6117	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.5530	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.7341	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.6552	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.6822	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5827	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5706	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4388	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4987	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.4023	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3874	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5831	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4885	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.3862	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4389	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4458	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4919	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.4627	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.7017	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5393	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.5896	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.6384	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5019	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5305	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5156	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.2930	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4671	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.4842	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4784	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.5719	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.5322	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.5808	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.4322	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4199	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5252	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4560	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4318	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3080	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4189	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4010	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.4813	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3962	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4489	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.7081	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.5112	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.5418	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4356	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.7491	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.6035	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3273	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5284	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7348, Train Accuracy: 0.3647
Epoch 1 training time consumed: 27.40s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0069, Accuracy: 0.4215, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4973	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.6017	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4205	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.5269	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3764	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.4513	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.5345	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.4418	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.2799	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.5010	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3498	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.5439	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.4116	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3705	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.4925	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.5764	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.4415	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3542	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.2699	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3929	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2544	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3814	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3185	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.2979	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.1858	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2111	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.1997	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2537	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.1953	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2784	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.4310	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3122	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3997	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2644	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3917	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.3487	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2718	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.3913	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2143	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3574	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2799	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.3168	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3343	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2865	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3107	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3367	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2754	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.1688	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2116	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.4046	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3826	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2507	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2685	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3844	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2212	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2215	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2884	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.1439	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2562	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2563	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2535	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.1225	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.3856	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.3626	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.1278	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2951	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.3828	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2650	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.1307	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2298	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.3367	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3480	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2694	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3447	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.3843	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2751	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.4280	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.4151	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2413	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.3514	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2673	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2377	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2912	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.4242	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.3307	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.2082	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.1994	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2799	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.2561	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.4166	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2513	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1295	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2547	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.1488	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1483	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1052	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1176	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.1430	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.2571	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1438	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.2374	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.2126	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.3900	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.2838	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1924	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2582	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1716	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.0800	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.3365	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.2306	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.0810	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1979	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.1736	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1947	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.1893	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.1680	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.2455	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.1898	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.1617	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.2068	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 1.0428	LR: 0.100000
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Training Epoch: 2 [32512/45000]	Loss: 1.1925	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.0513	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 0.9547	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 1.1691	LR: 0.100000
Training Epoch: 2 [33536/45000]	Loss: 1.0864	LR: 0.100000
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Training Epoch: 2 [34560/45000]	Loss: 1.1113	LR: 0.100000
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Training Epoch: 2 [35072/45000]	Loss: 1.1829	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.2224	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.0132	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1836	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1688	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0770	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0233	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1277	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.2997	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0974	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.2831	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.0919	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 0.9680	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0901	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0707	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0270	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.1209	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.1528	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.2411	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0844	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1770	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1630	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0943	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1540	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1670	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.2750	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0193	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1574	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1478	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1214	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0233	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0621	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0127	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 0.9790	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.3291	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1773	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2367, Train Accuracy: 0.5562
Epoch 2 training time consumed: 26.90s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0056, Accuracy: 0.5388, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1232	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1948	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1373	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0450	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.1151	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.9952	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.9363	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0525	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0782	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9671	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0567	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.1487	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0022	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.0691	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.1182	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.1739	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0488	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.1361	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.1598	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0626	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0548	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.1609	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.9995	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.1340	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.9383	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.1090	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9440	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0363	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.9345	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 0.9285	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.0698	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0536	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 0.9966	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.0380	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.1318	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.0810	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0467	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0203	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0635	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 0.9544	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 1.0155	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.1083	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0200	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.0404	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.0053	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0112	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 0.9660	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0306	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 0.8515	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 1.0366	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 1.1543	LR: 0.100000
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Training Epoch: 3 [15360/45000]	Loss: 0.9669	LR: 0.100000
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Training Epoch: 3 [16384/45000]	Loss: 0.9754	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 0.9278	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 0.8889	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.0499	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.0265	LR: 0.100000
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Training Epoch: 3 [17920/45000]	Loss: 0.9398	LR: 0.100000
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Training Epoch: 3 [19712/45000]	Loss: 0.9596	LR: 0.100000
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Training Epoch: 3 [25600/45000]	Loss: 0.8195	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 0.9265	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 0.9527	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 0.8628	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 0.8795	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0278	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9333	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9690	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.8815	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.9604	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 0.9502	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9669	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.9699	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9003	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.0022	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9758	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.9996	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 0.8860	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.0169	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 0.9484	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 0.9538	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 0.8552	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.9476	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.0289	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.9199	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.9639	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 0.8831	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 0.9038	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.8648	LR: 0.100000
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Training Epoch: 3 [34304/45000]	Loss: 0.9639	LR: 0.100000
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Training Epoch: 3 [34816/45000]	Loss: 0.8396	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 1.0492	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.1592	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.9818	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.9262	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.9516	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.7789	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.9719	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.8754	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.8221	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.8895	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9766	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9294	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.0641	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9558	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.7509	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9806	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.7051	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.8303	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.0670	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.8186	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9303	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9230	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9422	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9757	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9769	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.7966	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9700	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.0257	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9591	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9269	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.7658	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.9575	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9201	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9589	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9052	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.0404	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9093	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9549	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.1178	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.0906	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9813, Train Accuracy: 0.6540
Epoch 3 training time consumed: 26.72s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0048, Accuracy: 0.6183, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.7850	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8733	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9250	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.9389	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9201	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8107	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9029	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8263	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8797	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.7314	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.9508	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8155	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8124	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9888	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.9363	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8404	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.7436	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.9601	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8471	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.7835	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.8995	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8105	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9231	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.9699	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.8851	LR: 0.100000
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Training Epoch: 4 [7168/45000]	Loss: 0.8378	LR: 0.100000
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Training Epoch: 4 [7680/45000]	Loss: 0.8864	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.8632	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.8941	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8480	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.7870	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.8957	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.9303	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.8401	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.8346	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.8768	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.7764	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7737	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8230, Train Accuracy: 0.7109
Epoch 4 training time consumed: 26.89s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0030, Accuracy: 0.7394, Time consumed:1.04s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7351	LR: 0.100000
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Training Epoch: 5 [40704/45000]	Loss: 0.6339	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.7733	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.6463	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.5851	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.6746	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.6619	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.7599	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7084	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6955	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7858	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.5995	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6655	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7210	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.6603	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.8206	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7654	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6700	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6873	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7294, Train Accuracy: 0.7433
Epoch 5 training time consumed: 27.55s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0034, Accuracy: 0.7247, Time consumed:0.93s
Training Epoch: 6 [256/45000]	Loss: 0.7081	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6952	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7070	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6030	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6718	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6674	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6663	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6079	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7074	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.7515	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.7007	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7786	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6600	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6453	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6490	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.6581	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.6442	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6480	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6967	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.6156	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6782	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6738	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6924	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7442	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.8406	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.7235	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.6623	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.6852	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.6371	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.7023	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.7121	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.7210	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.6606	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.8041	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.5414	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.8594	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.7395	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.6087	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.6135	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.7003	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.6650	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.6106	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.7088	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.6943	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.5676	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.6158	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.6878	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.6432	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.6153	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.6630	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.7082	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.6358	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.6922	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.6535	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.7204	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.5883	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.6857	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.6969	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.6359	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.6976	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.8019	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.6117	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.6542	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.6937	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.5849	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.6368	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6366	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6273	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.7457	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.6330	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.6554	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.6940	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.6227	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.6479	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.6562	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.7738	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6694	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6494	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.7170	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6994	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.7310	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.6364	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.7501	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.6240	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.6884	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.6914	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.6272	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.5328	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.6650	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.6803	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.5564	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.5689	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.7564	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.6793	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.5961	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.7010	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.7692	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.6451	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.5464	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.6262	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.6789	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.6864	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.5666	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.8417	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.5433	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6213	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.6935	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.7002	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.6269	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.7634	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.6572	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.8159	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5956	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.7208	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.7283	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.5756	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.6198	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.6038	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.5856	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.5823	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.7312	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.6353	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.6108	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.5518	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.6324	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.7607	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.7655	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.6657	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.5265	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.6201	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.5900	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.7727	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.7188	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.6874	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.6140	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.6326	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.7261	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.7834	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.6858	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.5850	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.5623	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.5976	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.5965	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.7383	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.6826	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6016	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.5917	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.6117	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.7158	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.6851	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.6933	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.5698	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.6766	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.6105	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.7221	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.6625	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.5613	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.5393	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6361	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.5975	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6380	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6908	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6307	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5839	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.7035	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6402	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6562	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6784	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6691	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6412	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6566	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6825	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.7466	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.5286	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6893	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6030	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6634, Train Accuracy: 0.7690
Epoch 6 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0031, Accuracy: 0.7344, Time consumed:0.97s
Training Epoch: 7 [256/45000]	Loss: 0.6013	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6070	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6214	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6004	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.5737	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6085	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6620	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.5422	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.4900	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5838	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.7275	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6505	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5543	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.7148	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6570	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6081	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.5973	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.5476	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.6001	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.6157	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.4668	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.4867	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.5881	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.6144	LR: 0.100000
Training Epoch: 7 [6400/45000]	Loss: 0.5942	LR: 0.100000
Training Epoch: 7 [6656/45000]	Loss: 0.6056	LR: 0.100000
Training Epoch: 7 [6912/45000]	Loss: 0.6132	LR: 0.100000
Training Epoch: 7 [7168/45000]	Loss: 0.6878	LR: 0.100000
Training Epoch: 7 [7424/45000]	Loss: 0.6917	LR: 0.100000
Training Epoch: 7 [7680/45000]	Loss: 0.5729	LR: 0.100000
Training Epoch: 7 [7936/45000]	Loss: 0.6308	LR: 0.100000
Training Epoch: 7 [8192/45000]	Loss: 0.5810	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.6586	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.5988	LR: 0.100000
Training Epoch: 7 [8960/45000]	Loss: 0.5471	LR: 0.100000
Training Epoch: 7 [9216/45000]	Loss: 0.6303	LR: 0.100000
Training Epoch: 7 [9472/45000]	Loss: 0.6905	LR: 0.100000
Training Epoch: 7 [9728/45000]	Loss: 0.6018	LR: 0.100000
Training Epoch: 7 [9984/45000]	Loss: 0.5819	LR: 0.100000
Training Epoch: 7 [10240/45000]	Loss: 0.5875	LR: 0.100000
Training Epoch: 7 [10496/45000]	Loss: 0.6243	LR: 0.100000
Training Epoch: 7 [10752/45000]	Loss: 0.6750	LR: 0.100000
Training Epoch: 7 [11008/45000]	Loss: 0.6271	LR: 0.100000
Training Epoch: 7 [11264/45000]	Loss: 0.5985	LR: 0.100000
Training Epoch: 7 [11520/45000]	Loss: 0.4845	LR: 0.100000
Training Epoch: 7 [11776/45000]	Loss: 0.5988	LR: 0.100000
Training Epoch: 7 [12032/45000]	Loss: 0.5589	LR: 0.100000
Training Epoch: 7 [12288/45000]	Loss: 0.5995	LR: 0.100000
Training Epoch: 7 [12544/45000]	Loss: 0.6964	LR: 0.100000
Training Epoch: 7 [12800/45000]	Loss: 0.6355	LR: 0.100000
Training Epoch: 7 [13056/45000]	Loss: 0.5440	LR: 0.100000
Training Epoch: 7 [13312/45000]	Loss: 0.6064	LR: 0.100000
Training Epoch: 7 [13568/45000]	Loss: 0.6292	LR: 0.100000
Training Epoch: 7 [13824/45000]	Loss: 0.6069	LR: 0.100000
Training Epoch: 7 [14080/45000]	Loss: 0.7234	LR: 0.100000
Training Epoch: 7 [14336/45000]	Loss: 0.7098	LR: 0.100000
Training Epoch: 7 [14592/45000]	Loss: 0.6705	LR: 0.100000
Training Epoch: 7 [14848/45000]	Loss: 0.5605	LR: 0.100000
Training Epoch: 7 [15104/45000]	Loss: 0.5753	LR: 0.100000
Training Epoch: 7 [15360/45000]	Loss: 0.5061	LR: 0.100000
Training Epoch: 7 [15616/45000]	Loss: 0.5629	LR: 0.100000
Training Epoch: 7 [15872/45000]	Loss: 0.6354	LR: 0.100000
Training Epoch: 7 [16128/45000]	Loss: 0.5511	LR: 0.100000
Training Epoch: 7 [16384/45000]	Loss: 0.5912	LR: 0.100000
Training Epoch: 7 [16640/45000]	Loss: 0.5039	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.7536	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.6416	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.5921	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 0.6317	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 0.6427	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 0.5549	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 0.6508	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 0.4652	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 0.6776	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 0.5634	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.5577	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.5014	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.5472	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.5897	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.6188	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 0.6595	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 0.6428	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 0.5818	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 0.6624	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 0.4865	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 0.6480	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 0.4954	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 0.5673	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 0.5663	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 0.5032	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 0.5931	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 0.6621	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 0.6132	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 0.7349	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 0.6802	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.7632	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 0.5417	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 0.6476	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 0.6176	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 0.7070	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.6392	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.6480	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.5634	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.6799	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 0.5564	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6644	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.6076	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6330	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6891	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.4681	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6148	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6153	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6530	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6094, Train Accuracy: 0.7900
Epoch 7 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0029, Accuracy: 0.7511, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6184	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5365	LR: 0.020000
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Training Epoch: 8 [27904/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4609	LR: 0.020000
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Training Epoch: 8 [28928/45000]	Loss: 0.4946	LR: 0.020000
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Training Epoch: 8 [29440/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4564	LR: 0.020000
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Training Epoch: 8 [35840/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.2993	LR: 0.020000
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Training Epoch: 8 [38656/45000]	Loss: 0.4753	LR: 0.020000
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Training Epoch: 8 [39168/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.3979	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.4132	LR: 0.020000
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Training Epoch: 8 [40704/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.3431	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4062	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4558, Train Accuracy: 0.8422
Epoch 8 training time consumed: 26.99s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8479, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.3419	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4948	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.3531	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.3429	LR: 0.020000
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Training Epoch: 9 [8448/45000]	Loss: 0.3452	LR: 0.020000
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Training Epoch: 9 [8960/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4133	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.3915	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4096, Train Accuracy: 0.8591
Epoch 9 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0016, Accuracy: 0.8620, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3245	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.3201	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3183	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.3495	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.4508	LR: 0.020000
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Training Epoch: 10 [9984/45000]	Loss: 0.3716	LR: 0.020000
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Training Epoch: 10 [11008/45000]	Loss: 0.3554	LR: 0.020000
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Training Epoch: 10 [16896/45000]	Loss: 0.3646	LR: 0.020000
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Training Epoch: 10 [37120/45000]	Loss: 0.3746	LR: 0.020000
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Training Epoch: 10 [37632/45000]	Loss: 0.3441	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.3208	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3078	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3285	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3592	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3693	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3306	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3738	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3409	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3548	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3856	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3879, Train Accuracy: 0.8641
Epoch 10 training time consumed: 27.04s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8650, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3473	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3249	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3529	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3851	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.2824	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3083	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3498	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3186	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3557	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.3229	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3846	LR: 0.020000
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Training Epoch: 11 [7424/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3128	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3325	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3432	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3336	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3485	LR: 0.020000
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Training Epoch: 11 [10496/45000]	Loss: 0.4151	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3431	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.4608	LR: 0.020000
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Training Epoch: 11 [12032/45000]	Loss: 0.4444	LR: 0.020000
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Training Epoch: 11 [12800/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4274	LR: 0.020000
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Training Epoch: 11 [15360/45000]	Loss: 0.3286	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.4724	LR: 0.020000
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Training Epoch: 11 [16128/45000]	Loss: 0.2718	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.3835	LR: 0.020000
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Training Epoch: 11 [16896/45000]	Loss: 0.3443	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3886	LR: 0.020000
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Training Epoch: 11 [17920/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4656	LR: 0.020000
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Training Epoch: 11 [22016/45000]	Loss: 0.3509	LR: 0.020000
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Training Epoch: 11 [28160/45000]	Loss: 0.2770	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4158	LR: 0.020000
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Training Epoch: 11 [29440/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.4275	LR: 0.020000
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Training Epoch: 11 [37632/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3863	LR: 0.020000
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Training Epoch: 11 [38656/45000]	Loss: 0.3376	LR: 0.020000
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Training Epoch: 11 [39168/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.2833	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3347	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.4129	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.2841	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3004	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3427	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3518	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.2705	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3661	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3746, Train Accuracy: 0.8686
Epoch 11 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0015, Accuracy: 0.8713, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.4682	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.4004	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3781	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3999	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.2515	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.4198	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.5179	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4085	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.4277	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3240	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3728	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.4311	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3246	LR: 0.004000
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Training Epoch: 12 [7680/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.4151	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3033	LR: 0.004000
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Training Epoch: 12 [9216/45000]	Loss: 0.3668	LR: 0.004000
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Training Epoch: 12 [9984/45000]	Loss: 0.3170	LR: 0.004000
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Training Epoch: 12 [10496/45000]	Loss: 0.3695	LR: 0.004000
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Training Epoch: 12 [11008/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.2504	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.2659	LR: 0.004000
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Training Epoch: 12 [12800/45000]	Loss: 0.3322	LR: 0.004000
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Training Epoch: 12 [13312/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3229	LR: 0.004000
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Training Epoch: 12 [15360/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3597	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3967	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3016	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2767	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.2745	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.4376	LR: 0.004000
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Training Epoch: 12 [17920/45000]	Loss: 0.2773	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3638	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3477	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.2233	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3786	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2826	LR: 0.004000
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Training Epoch: 12 [22784/45000]	Loss: 0.3671	LR: 0.004000
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Training Epoch: 12 [24832/45000]	Loss: 0.3301	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.3201	LR: 0.004000
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Training Epoch: 12 [40704/45000]	Loss: 0.2733	LR: 0.004000
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Training Epoch: 12 [41472/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3176	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3827	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3540	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3728	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3535	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.2418	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2755	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3598	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3236	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3292, Train Accuracy: 0.8866
Epoch 12 training time consumed: 26.96s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8803, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2558	LR: 0.004000
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Training Epoch: 13 [2048/45000]	Loss: 0.3618	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.2806	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3556	LR: 0.004000
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Training Epoch: 13 [20224/45000]	Loss: 0.3031	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.2598	LR: 0.004000
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Training Epoch: 13 [28416/45000]	Loss: 0.2756	LR: 0.004000
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Training Epoch: 13 [40960/45000]	Loss: 0.3690	LR: 0.004000
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Training Epoch: 13 [41984/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3575	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.2748	LR: 0.004000
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Training Epoch: 13 [43264/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.2371	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2858	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3408	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2444	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3103, Train Accuracy: 0.8912
Epoch 13 training time consumed: 27.16s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8835, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3285	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2511	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2617	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3012	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3147	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.2769	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3674	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.2601	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3321	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.2447	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.2697	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3442	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3581	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3862	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.2428	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2759	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3147	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3040	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2706	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3001	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.2093	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3062	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3038	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.2024	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.2523	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3522	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.2192	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3474	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.2677	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.2563	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.2843	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.4212	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.2160	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.3134	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.2222	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2686	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2358	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.2548	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.4048	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.2399	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.2634	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.2654	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.2160	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.2168	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.2300	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.2170	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3353	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2661	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.2997	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.3614	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.2401	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3199	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3485	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.3493	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.2537	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.2726	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3029	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.2312	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2183	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3873	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.2604	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.2602	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.2795	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3187	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3869	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.2913	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.2480	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.2659	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.2263	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3099	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3761	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3567	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.2797	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2423	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3924	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3008	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.2651	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.2907	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.2461	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.2479	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3121	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.2444	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.4510	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3244	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3033, Train Accuracy: 0.8941
Epoch 14 training time consumed: 27.19s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8830, Time consumed:0.94s
Training Epoch: 15 [256/45000]	Loss: 0.2234	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3080	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3426	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.1920	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2544	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2301	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3286	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2484	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.2968	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2756	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2666	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.2784	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2756	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3603	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2786	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.3874	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2333	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3203	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.2609	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2767	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2529	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3131	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.2819	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2814	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.2263	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3043	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2219	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3195	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3424	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.2564	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2536	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.2367	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.2364	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.2968	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2966	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.3259	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3185	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.2358	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2275	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.2259	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3661	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2426	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2421	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.2304	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2503	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.2257	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.2582	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.2545	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.1804	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3116	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2839	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3083	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3172	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.2404	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.2526	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.2564	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3734	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2500	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.3208	LR: 0.004000
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Training Epoch: 15 [32512/45000]	Loss: 0.3276	LR: 0.004000
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Training Epoch: 15 [35072/45000]	Loss: 0.2941	LR: 0.004000
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Training Epoch: 15 [35840/45000]	Loss: 0.2854	LR: 0.004000
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Training Epoch: 15 [36864/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.3626	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3011	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.2404	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.2331	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2745	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.3794	LR: 0.004000
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Training Epoch: 15 [39680/45000]	Loss: 0.2946	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.3285	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2488	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.2803	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2460	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2727	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2613	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3139	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2775	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2397	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2711	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.2564	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2958, Train Accuracy: 0.8972
Epoch 15 training time consumed: 27.05s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8840, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.1963	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.2646	LR: 0.000800
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Training Epoch: 16 [7680/45000]	Loss: 0.2120	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.1923	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2339	LR: 0.000800
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Training Epoch: 16 [10496/45000]	Loss: 0.2131	LR: 0.000800
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Training Epoch: 16 [11008/45000]	Loss: 0.2017	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.3382	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.2351	LR: 0.000800
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Training Epoch: 16 [16896/45000]	Loss: 0.2728	LR: 0.000800
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Training Epoch: 16 [20480/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.3658	LR: 0.000800
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Training Epoch: 16 [26368/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.2289	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3233	LR: 0.000800
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Training Epoch: 16 [27392/45000]	Loss: 0.2526	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.3909	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.2081	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.2253	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.3221	LR: 0.000800
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Training Epoch: 16 [32512/45000]	Loss: 0.2943	LR: 0.000800
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Training Epoch: 16 [33024/45000]	Loss: 0.2531	LR: 0.000800
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Training Epoch: 16 [34816/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.2337	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.4315	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3884	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3723	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3426	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2507	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2846, Train Accuracy: 0.9008
Epoch 16 training time consumed: 27.04s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0014, Accuracy: 0.8861, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2164	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2127	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.2721	LR: 0.000800
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Training Epoch: 17 [7680/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.3370	LR: 0.000800
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Training Epoch: 17 [9216/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2520	LR: 0.000800
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Training Epoch: 17 [16896/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2527	LR: 0.000800
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Training Epoch: 17 [20224/45000]	Loss: 0.2949	LR: 0.000800
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Training Epoch: 17 [22016/45000]	Loss: 0.2510	LR: 0.000800
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Training Epoch: 17 [23040/45000]	Loss: 0.2901	LR: 0.000800
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Training Epoch: 17 [24576/45000]	Loss: 0.2787	LR: 0.000800
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Training Epoch: 17 [25600/45000]	Loss: 0.3284	LR: 0.000800
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Training Epoch: 17 [26368/45000]	Loss: 0.3040	LR: 0.000800
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Training Epoch: 17 [28160/45000]	Loss: 0.2574	LR: 0.000800
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Training Epoch: 17 [28672/45000]	Loss: 0.3344	LR: 0.000800
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Training Epoch: 17 [29696/45000]	Loss: 0.2705	LR: 0.000800
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Training Epoch: 17 [30720/45000]	Loss: 0.2858	LR: 0.000800
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Training Epoch: 17 [32512/45000]	Loss: 0.3237	LR: 0.000800
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Training Epoch: 17 [38144/45000]	Loss: 0.3268	LR: 0.000800
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Training Epoch: 17 [38656/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2033	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2874	LR: 0.000800
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Training Epoch: 17 [40192/45000]	Loss: 0.3268	LR: 0.000800
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Training Epoch: 17 [40704/45000]	Loss: 0.2340	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2311	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3376	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2842, Train Accuracy: 0.9018
Epoch 17 training time consumed: 27.07s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8868, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_19h_51m_41s/ResNet18-Cifar10-seed2-ret0-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2061	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2295	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2224	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2137	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2295	LR: 0.000800
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Training Epoch: 18 [5376/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2952	LR: 0.000800
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Training Epoch: 18 [7168/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2866	LR: 0.000800
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Training Epoch: 18 [9216/45000]	Loss: 0.3133	LR: 0.000800
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Training Epoch: 18 [9984/45000]	Loss: 0.2794	LR: 0.000800
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Training Epoch: 18 [10496/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.1884	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2193	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2280	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2311	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2049	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3587	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3756	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3484	LR: 0.000800
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Training Epoch: 18 [18432/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2300	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.3626	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2699	LR: 0.000800
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Training Epoch: 18 [24320/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3416	LR: 0.000800
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Training Epoch: 18 [26880/45000]	Loss: 0.2578	LR: 0.000800
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Training Epoch: 18 [27392/45000]	Loss: 0.2947	LR: 0.000800
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Training Epoch: 18 [27904/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3185	LR: 0.000800
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Training Epoch: 18 [29440/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2384	LR: 0.000800
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Training Epoch: 18 [31232/45000]	Loss: 0.3301	LR: 0.000800
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Training Epoch: 18 [33024/45000]	Loss: 0.3526	LR: 0.000800
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Training Epoch: 18 [33536/45000]	Loss: 0.2854	LR: 0.000800
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Training Epoch: 18 [34560/45000]	Loss: 0.3236	LR: 0.000800
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Training Epoch: 18 [35072/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2638	LR: 0.000800
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Training Epoch: 18 [37632/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2849	LR: 0.000800
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Training Epoch: 18 [38656/45000]	Loss: 0.2608	LR: 0.000800
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Training Epoch: 18 [39168/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2248	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2257	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2331	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2021	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2766, Train Accuracy: 0.9032
Epoch 18 training time consumed: 27.20s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8865, Time consumed:0.94s
Training Epoch: 19 [256/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3519	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.4038	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2499	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3777	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3970	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3641	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2217	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3720	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2294	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.1846	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.1899	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.1945	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2287	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2102	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2351	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2119	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2190	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.1949	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2300	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.3482	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.1849	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3625	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3587	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.1961	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2126	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2089	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.1740	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2294	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2243	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2277	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3227	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2359	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.1970	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3638	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2641	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2789, Train Accuracy: 0.9028
Epoch 19 training time consumed: 27.10s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8863, Time consumed:0.95s
Training Epoch: 20 [256/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.3650	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2127	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2520	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2133	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2134	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2300	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3637	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.1993	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2223	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2089	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2110	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2213	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3427	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3443	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2553	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.1982	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.1822	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2000	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2215	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3583	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.1819	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2132	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.2392	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2031	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.1696	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2783, Train Accuracy: 0.9010
Epoch 20 training time consumed: 27.37s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8866, Time consumed:0.93s
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: 0.7205
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: 0.6610
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.5125
Test Accuracy: 91.552734375
Retain Accuracy: 94.08087921142578
Zero-Retain Forget (ZRF): 0.8287498354911804
Membership Inference Attack (MIA): 0.6718
Forget vs Retain Membership Inference Attack (MIA): 0.7205
Forget vs Test Membership Inference Attack (MIA): 0.491
Test vs Retain Membership Inference Attack (MIA): 0.661
Train vs Test Membership Inference Attack (MIA): 0.5125
Forget Set Accuracy (Df): 93.95220947265625
Method Execution Time: 2279.18 seconds
