
Retain class distribution for seed 10:
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 10:
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: 2.3917	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3849	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3302	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3259	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3309	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3062	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2354	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2599	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2642	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2141	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2391	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1562	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.2578	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1480	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0662	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1528	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0316	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9754	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9978	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9791	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9063	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9666	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0292	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9341	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8051	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9329	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8811	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8524	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8332	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8865	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7706	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8262	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8222	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.9000	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8153	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8122	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8662	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7983	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.9483	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7989	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7266	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8988	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8771	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7178	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7929	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7572	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8125	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7337	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6962	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8074	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.6283	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6467	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6543	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6157	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7168	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6102	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.8324	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6198	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6650	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7264	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.8133	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.8482	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7193	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.9511	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6497	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7167	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7581	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7143	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6956	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6834	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6626	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6443	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6964	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.7329	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7192	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6011	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.7204	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6499	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6745	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6687	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5518	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7280	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7178	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.7211	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5599	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.7379	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.4845	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6590	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6940	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6233	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.8059	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7863	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5907	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7248	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7693	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6135	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5432	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6405	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5154	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.5611	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5848	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.5729	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5326	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7254	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6959	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.7696	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.7229	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.6806	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.7104	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6222	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6425	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6239	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.6293	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5627	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5807	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.7000	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.6173	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6040	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.9861	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.5609	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.7838	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.6384	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5954	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.6731	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.5279	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.5937	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4819	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6426	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5618	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.5427	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6196	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5383	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.7715	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4782	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.4823	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5809	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5181	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4718	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.5312	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.3691	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5061	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.6651	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.5417	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.5160	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5125	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4999	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4263	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3925	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.3874	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5104	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5931	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.3880	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5331	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.6507	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.6124	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.5156	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4669	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3809	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3156	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5050	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.6260	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4638	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4407	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.5908	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.7082	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3567	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4560	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4037	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.2148	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4049	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.5292	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.2833	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3767	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3658	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3436	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.2926	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7086, Train Accuracy: 0.3762
Epoch 1 training time consumed: 27.17s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0075, Accuracy: 0.4366, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3410	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3677	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.2737	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3224	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.5464	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3502	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3132	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3455	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.4108	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.5893	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3677	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3948	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.2856	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.2339	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3511	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3736	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3740	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3018	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.2785	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.4112	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2574	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3468	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.4630	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3971	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3738	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2951	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3978	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.4003	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.4418	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.3622	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3473	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.2936	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3099	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3281	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3723	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2464	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2924	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.4146	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.3466	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.2879	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.4001	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.4642	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.1942	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2692	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2742	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.1633	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.4603	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.3880	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.4428	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.1140	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2160	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2316	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.5477	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2122	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1031	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3035	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.3581	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2772	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2156	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.3489	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2156	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.3460	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2706	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.1562	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2182	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2187	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2756	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.2558	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2841	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.3499	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.1054	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2134	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3272	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1531	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.3910	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.1892	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1096	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2462	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1270	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1567	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2014	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2688	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2903	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2485	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.2678	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.3123	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2843	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.4482	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1157	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.1998	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.3603	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2570	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2628	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.0850	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2883	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1408	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2123	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.2395	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1276	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1060	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 1.1065	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.0786	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1922	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1322	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1796	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.2054	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.3959	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.0672	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1840	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.1983	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.2649	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.0768	LR: 0.100000
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Training Epoch: 2 [29952/45000]	Loss: 1.1587	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.3413	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 1.2047	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.0794	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 0.9925	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.2489	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1755	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1541	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0699	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1808	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.0766	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0757	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.1506	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.2640	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.0557	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.1566	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.9681	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0219	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.1125	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0092	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.0568	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0756	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0940	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1078	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.2769	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0149	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1359	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.1211	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0943	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 0.8967	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0594	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.2049	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0520	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0214	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 0.9712	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.1525	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 0.9667	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0239	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0841	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 0.9912	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1725	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2221, Train Accuracy: 0.5604
Epoch 2 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0048, Accuracy: 0.6022, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1394	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.9338	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 0.9412	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0942	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.1257	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0358	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.1508	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9851	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0496	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0373	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.1381	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.1269	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0828	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1503	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.9929	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.1170	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.1214	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 0.9574	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9470	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.8772	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9480	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0187	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.9786	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0583	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.8533	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.1683	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.1018	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.9224	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.9558	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0468	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.9817	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0767	LR: 0.100000
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Training Epoch: 3 [9728/45000]	Loss: 1.0205	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0168	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0688	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 0.9954	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.9960	LR: 0.100000
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Training Epoch: 3 [12032/45000]	Loss: 1.0159	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0475	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 0.9634	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 0.9644	LR: 0.100000
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Training Epoch: 3 [13568/45000]	Loss: 0.9637	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 0.9961	LR: 0.100000
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Training Epoch: 3 [25600/45000]	Loss: 0.7983	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 0.9124	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 0.9018	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 0.9989	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.0053	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.0419	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9609	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9745	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.8418	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9410	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.0530	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.8964	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 0.7520	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 1.1130	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.9453	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.8270	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9393	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.8936	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.8700	LR: 0.100000
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Training Epoch: 3 [30720/45000]	Loss: 1.0676	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 0.8987	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 0.8635	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.8305	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9635	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.0111	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.9312	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.0453	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 0.8222	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.9378	LR: 0.100000
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Training Epoch: 3 [34304/45000]	Loss: 0.7879	LR: 0.100000
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Training Epoch: 3 [35072/45000]	Loss: 0.8656	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.8815	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.8990	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.7956	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.7947	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.8871	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.7956	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.8924	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9188	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.0054	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9358	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.8965	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9351	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.8853	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9156	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9793	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9207	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9127	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.8892	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9355	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.1427	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9148	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.8503	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9611	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9164	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9972	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.9177	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.8012	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9066	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9492	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9095	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9792	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9089	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.7845	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8246	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.9999	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.7369	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9578, Train Accuracy: 0.6641
Epoch 3 training time consumed: 26.67s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0039, Accuracy: 0.6774, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.7474	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8547	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.7131	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.7718	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.7565	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8321	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9661	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8003	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8774	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9109	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8181	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.7976	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.7359	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8792	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8472	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.7955	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8555	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8173	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.9295	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8053	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8565	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.8200	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.9011	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8455	LR: 0.100000
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Training Epoch: 4 [6656/45000]	Loss: 0.8245	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.9675	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.7648	LR: 0.100000
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Training Epoch: 4 [7936/45000]	Loss: 0.7274	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.7872	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.7870	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.8936	LR: 0.100000
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Training Epoch: 4 [9472/45000]	Loss: 0.8307	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.7714	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.9286	LR: 0.100000
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Training Epoch: 4 [43776/45000]	Loss: 0.7022	LR: 0.100000
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Training Epoch: 4 [44288/45000]	Loss: 0.6795	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.8048	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7935	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8200, Train Accuracy: 0.7120
Epoch 4 training time consumed: 26.52s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0036, Accuracy: 0.7104, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7975	LR: 0.100000
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Training Epoch: 5 [40704/45000]	Loss: 0.6019	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.6937	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.7355	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.6405	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.6400	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.7880	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.6731	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6963	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.8245	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.6969	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7251	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7366	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7851	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.5954	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6470	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7469	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6201	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.8791	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7213, Train Accuracy: 0.7498
Epoch 5 training time consumed: 27.30s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0038, Accuracy: 0.7086, Time consumed:0.96s
Training Epoch: 6 [256/45000]	Loss: 0.7845	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6352	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.6298	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.7153	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6240	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6430	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6021	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6716	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7096	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.6343	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.6249	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7430	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6302	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.5589	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.7239	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.7069	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.6657	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6655	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.7196	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.7072	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6638	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6609	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6906	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.6083	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.7928	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.6440	LR: 0.100000
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Training Epoch: 6 [11264/45000]	Loss: 0.6398	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.7300	LR: 0.100000
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Training Epoch: 6 [12032/45000]	Loss: 0.6588	LR: 0.100000
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Training Epoch: 6 [12544/45000]	Loss: 0.7153	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.6829	LR: 0.100000
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Training Epoch: 6 [16384/45000]	Loss: 0.5989	LR: 0.100000
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Training Epoch: 6 [16896/45000]	Loss: 0.6737	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.7950	LR: 0.100000
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Training Epoch: 6 [19712/45000]	Loss: 0.6231	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.7134	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.7127	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6734	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6999	LR: 0.100000
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Training Epoch: 6 [22272/45000]	Loss: 0.6951	LR: 0.100000
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Training Epoch: 6 [23040/45000]	Loss: 0.6353	LR: 0.100000
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Training Epoch: 6 [24320/45000]	Loss: 0.6398	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.6732	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.6355	LR: 0.100000
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Training Epoch: 6 [26880/45000]	Loss: 0.7524	LR: 0.100000
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Training Epoch: 6 [27904/45000]	Loss: 0.7129	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6638	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.6640	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6089	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.6087	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.5494	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6935	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.7236	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.5522	LR: 0.100000
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Training Epoch: 6 [36608/45000]	Loss: 0.7572	LR: 0.100000
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Training Epoch: 6 [38144/45000]	Loss: 0.6659	LR: 0.100000
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Training Epoch: 6 [38656/45000]	Loss: 0.6551	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6111	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.6727	LR: 0.100000
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Training Epoch: 6 [39680/45000]	Loss: 0.6215	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.7888	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.5760	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6739	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6167	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.5772	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6437	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6306	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6430	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5719	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.5653	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6499	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6738	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6278	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6176	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.7314	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6565	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7116	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.7552	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6767	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.5611	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6861	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6659, Train Accuracy: 0.7706
Epoch 6 training time consumed: 26.92s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0029, Accuracy: 0.7618, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.5719	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.5876	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.5165	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.5736	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.5966	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6353	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6392	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6362	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6954	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6387	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.4893	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.5650	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.7476	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.5084	LR: 0.100000
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Training Epoch: 7 [4608/45000]	Loss: 0.5885	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.5682	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.6009	LR: 0.100000
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Training Epoch: 7 [25856/45000]	Loss: 0.5977	LR: 0.100000
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Training Epoch: 7 [26368/45000]	Loss: 0.6103	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.7168	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.5297	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.6547	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.5823	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.5247	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5715	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5569	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.5581	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.6609	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.5391	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6042	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.4840	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.5484	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.6334	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.6445	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.5533	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.5703	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.5860	LR: 0.100000
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Training Epoch: 7 [31488/45000]	Loss: 0.6780	LR: 0.100000
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Training Epoch: 7 [33024/45000]	Loss: 0.5056	LR: 0.100000
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Training Epoch: 7 [35584/45000]	Loss: 0.5928	LR: 0.100000
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Training Epoch: 7 [36096/45000]	Loss: 0.5402	LR: 0.100000
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Training Epoch: 7 [36608/45000]	Loss: 0.6887	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.5743	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.5972	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.7461	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.5876	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.6385	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.7009	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.6197	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6130	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.6243	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6200	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6622	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5637	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.5170	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6910	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6430	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.6601	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.5564	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.5208	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.5754	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5975	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.6342	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.7415	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.5676	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.5524	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.6058	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.5455	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5230	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6402	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5268	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5944	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5825	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5918	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6320	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6069, Train Accuracy: 0.7890
Epoch 7 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0036, Accuracy: 0.7121, Time consumed:0.97s
Training Epoch: 8 [256/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6832	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5968	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5694	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6025	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5489	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.6052	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5698	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.4999	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5520	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5636	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4547	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.5455	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5202	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.5815	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4395	LR: 0.020000
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Training Epoch: 8 [13056/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.5040	LR: 0.020000
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Training Epoch: 8 [15616/45000]	Loss: 0.3856	LR: 0.020000
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Training Epoch: 8 [16384/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.3926	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4540	LR: 0.020000
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Training Epoch: 8 [17664/45000]	Loss: 0.4261	LR: 0.020000
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Training Epoch: 8 [18176/45000]	Loss: 0.4488	LR: 0.020000
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Training Epoch: 8 [18944/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.3427	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4985	LR: 0.020000
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Training Epoch: 8 [21248/45000]	Loss: 0.4852	LR: 0.020000
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Training Epoch: 8 [21760/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4019	LR: 0.020000
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Training Epoch: 8 [24832/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.4850	LR: 0.020000
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Training Epoch: 8 [26112/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4360	LR: 0.020000
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Training Epoch: 8 [27392/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4482	LR: 0.020000
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Training Epoch: 8 [32768/45000]	Loss: 0.4050	LR: 0.020000
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Training Epoch: 8 [35584/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.3507	LR: 0.020000
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Training Epoch: 8 [37120/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.3566	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4512	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3802	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.3239	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.5108	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4550	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3359	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4552, Train Accuracy: 0.8427
Epoch 8 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8553, Time consumed:1.01s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3402	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4696	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3480	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.3335	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3249	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.3772	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3900	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4630	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4877	LR: 0.020000
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Training Epoch: 9 [5632/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.3539	LR: 0.020000
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Training Epoch: 9 [7168/45000]	Loss: 0.4639	LR: 0.020000
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Training Epoch: 9 [7680/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4534	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.3389	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.3698	LR: 0.020000
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Training Epoch: 9 [45000/45000]	Loss: 0.4529	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4120, Train Accuracy: 0.8557
Epoch 9 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0016, Accuracy: 0.8591, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3480	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.3301	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.3175	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.4288	LR: 0.020000
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Training Epoch: 10 [37120/45000]	Loss: 0.3976	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3226	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3333	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.2860	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3390	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.3635	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3062	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3750	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3654	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3910, Train Accuracy: 0.8628
Epoch 10 training time consumed: 26.83s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0015, Accuracy: 0.8695, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.3542	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3459	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3489	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3613	LR: 0.020000
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Training Epoch: 11 [4096/45000]	Loss: 0.4182	LR: 0.020000
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Training Epoch: 11 [4608/45000]	Loss: 0.3552	LR: 0.020000
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Training Epoch: 11 [5376/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3994	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.3181	LR: 0.020000
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Training Epoch: 11 [7680/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3131	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3836	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3432	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.2974	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3887	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.3455	LR: 0.020000
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Training Epoch: 11 [13056/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3950	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.3434	LR: 0.020000
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Training Epoch: 11 [16384/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3384	LR: 0.020000
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Training Epoch: 11 [19456/45000]	Loss: 0.3399	LR: 0.020000
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Training Epoch: 11 [22016/45000]	Loss: 0.3232	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3761	LR: 0.020000
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Training Epoch: 11 [28928/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3071	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4267	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3318	LR: 0.020000
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Training Epoch: 11 [30464/45000]	Loss: 0.3371	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.3108	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.2669	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3405	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3209	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3257	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3355	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3738	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3485	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3110	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3095	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.2679	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3281	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3707, Train Accuracy: 0.8714
Epoch 11 training time consumed: 27.05s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8647, Time consumed:0.93s
Training Epoch: 12 [256/45000]	Loss: 0.3679	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3607	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3881	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3929	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.4209	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.2587	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3698	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.2998	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3046	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4756	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3432	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.2789	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.4107	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3353	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3172	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3486	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3607	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.2877	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.4113	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.2907	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3413	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3327	LR: 0.004000
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Training Epoch: 12 [9728/45000]	Loss: 0.3195	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3953	LR: 0.004000
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Training Epoch: 12 [11008/45000]	Loss: 0.3215	LR: 0.004000
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Training Epoch: 12 [11520/45000]	Loss: 0.3872	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.2903	LR: 0.004000
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Training Epoch: 12 [13056/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3919	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.2558	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3736	LR: 0.004000
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Training Epoch: 12 [15616/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3119	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3824	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2865	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3643	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2929	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.2573	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3016	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2769	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.4118	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.2613	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3050	LR: 0.004000
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Training Epoch: 12 [21504/45000]	Loss: 0.2754	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.2743	LR: 0.004000
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Training Epoch: 12 [22528/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.2668	LR: 0.004000
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Training Epoch: 12 [23296/45000]	Loss: 0.2919	LR: 0.004000
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Training Epoch: 12 [24576/45000]	Loss: 0.4043	LR: 0.004000
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Training Epoch: 12 [25088/45000]	Loss: 0.3957	LR: 0.004000
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Training Epoch: 12 [25600/45000]	Loss: 0.2654	LR: 0.004000
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Training Epoch: 12 [27904/45000]	Loss: 0.3608	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.3764	LR: 0.004000
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Training Epoch: 12 [38144/45000]	Loss: 0.2597	LR: 0.004000
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Training Epoch: 12 [38912/45000]	Loss: 0.3457	LR: 0.004000
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Training Epoch: 12 [40704/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3952	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3474	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3442	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3895	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3288	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.4323	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.2802	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3272, Train Accuracy: 0.8856
Epoch 12 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8831, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3935	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3342	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3196	LR: 0.004000
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Training Epoch: 13 [20224/45000]	Loss: 0.3218	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3833	LR: 0.004000
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Training Epoch: 13 [27904/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.2383	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.2589	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.3519	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.2615	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.2399	LR: 0.004000
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Training Epoch: 13 [30464/45000]	Loss: 0.3397	LR: 0.004000
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Training Epoch: 13 [40192/45000]	Loss: 0.2901	LR: 0.004000
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Training Epoch: 13 [40960/45000]	Loss: 0.2884	LR: 0.004000
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Training Epoch: 13 [41472/45000]	Loss: 0.2316	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.2566	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3768	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.2547	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3797	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3637	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2735	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2414	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.1921	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2997	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3084, Train Accuracy: 0.8923
Epoch 13 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8841, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2510	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2422	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2236	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3195	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3732	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.2956	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.2508	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3673	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3659	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.2234	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.2943	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.4048	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.2522	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2956	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.2791	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3846	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2607	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.2383	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.2847	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3024	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.2806	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3638	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.2706	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.2707	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2245	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3019	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.2919	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3477	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2504	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.2804	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3416	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2545	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2956	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.2333	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3794	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.2584	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.3321	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.2630	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2845	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.2357	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.2430	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.2670	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3116	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.2093	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.2544	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.2740	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2945	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3020	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3165	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.2523	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.2458	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2789	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.2216	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2800	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2605	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3434	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.2391	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3002	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3725	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3129	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.2803	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.2688	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2172	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.2935	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.2897	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.2571	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2468	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3855	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3147	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2681	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2327	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2616	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2518	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3623	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3009, Train Accuracy: 0.8949
Epoch 14 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8816, Time consumed:0.95s
Training Epoch: 15 [256/45000]	Loss: 0.3655	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2698	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.2574	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.4446	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2296	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2432	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2704	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2557	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2117	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2832	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2920	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3433	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.2235	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2487	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.2729	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.2017	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.2464	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2452	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3145	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2529	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2536	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.2704	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2435	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.2862	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.3030	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2792	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.2213	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.2412	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2368	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3605	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2543	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2752	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.2446	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.2386	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2467	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2365	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3298	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3517	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.4005	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.2960	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2529	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2340	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.2711	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2709	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2133	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2895	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3449	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.2917	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2331	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.2535	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2533	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.3176	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2431	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2222	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.2414	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2579	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.2814	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2724	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.4145	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2704	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.2515	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3723	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2806	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2254	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2132	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3056	LR: 0.004000
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Training Epoch: 15 [35584/45000]	Loss: 0.2639	LR: 0.004000
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Training Epoch: 15 [37376/45000]	Loss: 0.2619	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3177	LR: 0.004000
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Training Epoch: 15 [38144/45000]	Loss: 0.3167	LR: 0.004000
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Training Epoch: 15 [38656/45000]	Loss: 0.3216	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.2553	LR: 0.004000
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Training Epoch: 15 [39936/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2647	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3040	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3020	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3062	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2531	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2408	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2154	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3712	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.2268	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2176	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3826	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2943	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2473	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2663	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3168	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2912, Train Accuracy: 0.8978
Epoch 15 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0013, Accuracy: 0.8874, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.1801	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3227	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2235	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2381	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2217	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.1982	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2718	LR: 0.000800
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Training Epoch: 16 [7168/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.2518	LR: 0.000800
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Training Epoch: 16 [9216/45000]	Loss: 0.3645	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2786	LR: 0.000800
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Training Epoch: 16 [9984/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.2635	LR: 0.000800
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Training Epoch: 16 [11264/45000]	Loss: 0.2956	LR: 0.000800
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Training Epoch: 16 [20480/45000]	Loss: 0.2990	LR: 0.000800
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Training Epoch: 16 [23040/45000]	Loss: 0.2419	LR: 0.000800
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Training Epoch: 16 [26368/45000]	Loss: 0.2363	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.4241	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3209	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2379	LR: 0.000800
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Training Epoch: 16 [30208/45000]	Loss: 0.2818	LR: 0.000800
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Training Epoch: 16 [30720/45000]	Loss: 0.2892	LR: 0.000800
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Training Epoch: 16 [31232/45000]	Loss: 0.3286	LR: 0.000800
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Training Epoch: 16 [34560/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.1699	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2831	LR: 0.000800
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Training Epoch: 16 [36864/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3843	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.2274	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.1879	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.4144	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3483	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3405	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2840	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2815, Train Accuracy: 0.9013
Epoch 16 training time consumed: 27.32s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8895, Time consumed:1.02s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2210	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2170	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2105	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2122	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2368	LR: 0.000800
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Training Epoch: 17 [5376/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2414	LR: 0.000800
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Training Epoch: 17 [9728/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.2363	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.3227	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.3045	LR: 0.000800
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Training Epoch: 17 [12800/45000]	Loss: 0.2767	LR: 0.000800
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Training Epoch: 17 [15616/45000]	Loss: 0.2702	LR: 0.000800
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Training Epoch: 17 [16128/45000]	Loss: 0.2634	LR: 0.000800
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Training Epoch: 17 [16896/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2105	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.2548	LR: 0.000800
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Training Epoch: 17 [18944/45000]	Loss: 0.3436	LR: 0.000800
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Training Epoch: 17 [19456/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3212	LR: 0.000800
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Training Epoch: 17 [20224/45000]	Loss: 0.2033	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.3325	LR: 0.000800
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Training Epoch: 17 [22016/45000]	Loss: 0.2482	LR: 0.000800
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Training Epoch: 17 [22528/45000]	Loss: 0.2737	LR: 0.000800
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Training Epoch: 17 [23040/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.2945	LR: 0.000800
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Training Epoch: 17 [24832/45000]	Loss: 0.3128	LR: 0.000800
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Training Epoch: 17 [25600/45000]	Loss: 0.2983	LR: 0.000800
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Training Epoch: 17 [28160/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2961	LR: 0.000800
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Training Epoch: 17 [29440/45000]	Loss: 0.3452	LR: 0.000800
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Training Epoch: 17 [30208/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2188	LR: 0.000800
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Training Epoch: 17 [30976/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2877	LR: 0.000800
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Training Epoch: 17 [32256/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.2582	LR: 0.000800
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Training Epoch: 17 [35584/45000]	Loss: 0.3452	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2745	LR: 0.000800
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Training Epoch: 17 [36864/45000]	Loss: 0.2382	LR: 0.000800
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Training Epoch: 17 [37376/45000]	Loss: 0.2473	LR: 0.000800
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Training Epoch: 17 [38144/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.3321	LR: 0.000800
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Training Epoch: 17 [40192/45000]	Loss: 0.3381	LR: 0.000800
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Training Epoch: 17 [40704/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3814	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2251	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.1976	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2209	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2783, Train Accuracy: 0.9035
Epoch 17 training time consumed: 27.33s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8915, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_58m_14s/ResNet18-Cifar10-seed10-ret0-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2176	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2288	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.3185	LR: 0.000800
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Training Epoch: 18 [6656/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2553	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2784	LR: 0.000800
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Training Epoch: 18 [8448/45000]	Loss: 0.3562	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2203	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.1899	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.1968	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3595	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3803	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.1832	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.4035	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.1878	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2072	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2235	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2181	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2105	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2117	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3138	LR: 0.000800
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Training Epoch: 18 [26368/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2356	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2729	LR: 0.000800
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Training Epoch: 18 [32000/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.3227	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.2428	LR: 0.000800
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Training Epoch: 18 [33536/45000]	Loss: 0.2323	LR: 0.000800
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Training Epoch: 18 [34304/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2097	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2159	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2261	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3854	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2894	LR: 0.000800
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Training Epoch: 18 [37376/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2406	LR: 0.000800
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Training Epoch: 18 [38656/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.3439	LR: 0.000800
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Training Epoch: 18 [39680/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.1832	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2155	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2778, Train Accuracy: 0.9023
Epoch 18 training time consumed: 27.07s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8915, Time consumed:0.96s
Training Epoch: 19 [256/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2217	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.3450	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2015	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3823	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2228	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.3566	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2298	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2248	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2102	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2164	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2122	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2199	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.3643	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2200	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2260	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2226	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2040	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3916	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2208	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2130	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.1801	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.3467	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.1925	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2055	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3393	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3696	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2361	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2290	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.1988	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2015	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3457	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2197	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2756, Train Accuracy: 0.9043
Epoch 19 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8911, Time consumed:1.00s
Training Epoch: 20 [256/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2331	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2106	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.1846	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.1847	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.1713	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2156	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2150	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2009	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2295	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2274	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.1974	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3418	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2141	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2268	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2045	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.1882	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3844	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2219	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3718	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2245	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.1998	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2217	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3508	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2207	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2065	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2149	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2257	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2124	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2118	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.1797	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2174	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2720, Train Accuracy: 0.9041
Epoch 20 training time consumed: 27.06s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8890, Time consumed:1.00s
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: 0.7250
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
MIA Attack Accuracy with XGBoost: 0.4890
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.6673
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.5105
Test Accuracy: 91.552734375
Retain Accuracy: 94.06338500976562
Zero-Retain Forget (ZRF): 0.8253747820854187
Membership Inference Attack (MIA): 0.6902
Forget vs Retain Membership Inference Attack (MIA): 0.725
Forget vs Test Membership Inference Attack (MIA): 0.489
Test vs Retain Membership Inference Attack (MIA): 0.66725
Train vs Test Membership Inference Attack (MIA): 0.5105
Forget Set Accuracy (Df): 93.45128631591797
Method Execution Time: 2288.79 seconds
