
Retain class distribution for seed 3:
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 3:
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: 2.3472	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3586	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3559	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3048	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3321	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2564	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2692	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2273	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2449	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2241	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1535	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1075	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1411	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1312	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1153	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9984	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9963	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0794	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0502	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9672	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0911	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9386	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0077	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8671	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8552	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8891	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8152	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8059	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8012	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9174	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8132	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.7502	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.0073	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.9288	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9344	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8844	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.9362	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8188	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8856	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8669	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8012	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8028	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7649	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7993	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8981	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8560	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.9228	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7125	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7202	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6921	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.8853	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6244	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7462	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6780	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.9304	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6620	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.8829	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7183	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6466	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.8557	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7823	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7250	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7883	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7598	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.7696	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.8073	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7712	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7239	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7661	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.9960	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7602	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.8910	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.8929	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.8394	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.8049	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.8621	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.9444	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.7576	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.8533	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8283	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.8379	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6999	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7744	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.8392	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.8019	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.8107	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.7157	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6353	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7402	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.8662	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6626	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7080	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6781	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6957	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6866	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6244	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5922	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.7246	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.7002	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.5621	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6307	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6838	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6987	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5452	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6904	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6152	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5421	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5393	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.6033	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6414	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5974	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.7023	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.5188	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4881	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4520	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.6305	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4739	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6445	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.4787	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.5585	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.6355	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5007	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5304	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.7219	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4217	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6580	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.5896	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5182	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.6276	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4887	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5784	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5711	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.6393	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5415	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5512	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3876	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4360	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5033	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4911	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4840	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4896	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5804	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3452	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4403	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.3360	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.5526	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4262	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.6325	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4435	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4509	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5315	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4733	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5576	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5444	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.3959	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.5353	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.5789	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.5598	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.5087	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.4613	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4969	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4206	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4768	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.6955	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4745	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.5873	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.6856	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4283	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.5823	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.6969	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4780	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.5202	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4275	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4613	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3938	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.4735	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7305, Train Accuracy: 0.3643
Epoch 1 training time consumed: 27.26s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0065, Accuracy: 0.4271, Time consumed:1.04s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3927	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4561	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3218	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.2754	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.5130	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.6417	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.5664	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.5012	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3634	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.4363	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.4624	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3873	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.5578	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.4413	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.4128	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.4853	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.4686	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.2972	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3488	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.6184	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.5436	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4935	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3811	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3560	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.4466	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2903	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3778	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.4101	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3615	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.4173	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3709	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3031	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.4822	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3342	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.2931	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4360	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3874	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2476	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2353	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.4627	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2285	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2956	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.4088	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.4048	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3035	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.1950	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2359	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.4172	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.5068	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.3026	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2908	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2457	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2255	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2956	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.3202	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.3638	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3563	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2658	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.4100	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.1661	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.1973	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.4369	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.1812	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.3355	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2384	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2633	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2844	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2897	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.1783	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 0.9844	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2220	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2170	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.4150	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3413	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1764	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2569	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.1817	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1918	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2826	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1528	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.3390	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.3818	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2171	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.3807	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.3117	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1995	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2102	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.3223	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.3832	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.2747	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2797	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2385	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2112	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.3196	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1207	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2569	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1234	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.1572	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1994	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1512	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1538	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.2207	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.2663	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.2479	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1908	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2371	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1406	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1617	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1876	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1909	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1011	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.2056	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.0995	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.1614	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.0091	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.1892	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 0.9457	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.1001	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.2335	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.1284	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.0822	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 1.1837	LR: 0.100000
Training Epoch: 2 [31488/45000]	Loss: 1.1815	LR: 0.100000
Training Epoch: 2 [31744/45000]	Loss: 1.0441	LR: 0.100000
Training Epoch: 2 [32000/45000]	Loss: 1.2243	LR: 0.100000
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Training Epoch: 2 [32512/45000]	Loss: 1.2243	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.1158	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.2132	LR: 0.100000
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Training Epoch: 2 [33536/45000]	Loss: 1.2263	LR: 0.100000
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Training Epoch: 2 [34048/45000]	Loss: 1.0936	LR: 0.100000
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Training Epoch: 2 [34560/45000]	Loss: 1.1813	LR: 0.100000
Training Epoch: 2 [34816/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 2 [35072/45000]	Loss: 1.1709	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.2486	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.1273	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.1304	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1725	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0942	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.2630	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.0549	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0807	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.2949	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1183	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1265	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.1402	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.1637	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0371	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.2849	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.1117	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1102	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0717	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0730	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.2528	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0521	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1697	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.2023	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0967	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.2540	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0370	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0998	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0444	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0999	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1630	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1720	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.1182	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1665	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.9840	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.2070	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0350	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0041	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2497, Train Accuracy: 0.5519
Epoch 2 training time consumed: 26.48s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0050, Accuracy: 0.5869, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1125	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1183	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0020	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.9843	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0609	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0433	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.2162	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0875	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0214	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.9189	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0594	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0775	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.9510	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1466	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0766	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0309	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9737	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9894	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.9838	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.1582	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.9279	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.1770	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0353	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0406	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0345	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0197	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0519	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.1331	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0312	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.0688	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.0586	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.0651	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0279	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.1032	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0873	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0367	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0671	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 0.9500	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 1.1584	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 0.9706	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.9980	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.0084	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.0081	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0291	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.0709	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 0.9638	LR: 0.100000
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Training Epoch: 3 [13312/45000]	Loss: 1.0356	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 0.9670	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 1.1612	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 1.0315	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 0.9703	LR: 0.100000
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Training Epoch: 3 [14848/45000]	Loss: 1.1671	LR: 0.100000
Training Epoch: 3 [15104/45000]	Loss: 0.9396	LR: 0.100000
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Training Epoch: 3 [15616/45000]	Loss: 1.1281	LR: 0.100000
Training Epoch: 3 [15872/45000]	Loss: 1.0857	LR: 0.100000
Training Epoch: 3 [16128/45000]	Loss: 0.9519	LR: 0.100000
Training Epoch: 3 [16384/45000]	Loss: 1.0423	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.0758	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.0348	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.0623	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 0.9103	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 0.9889	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.0365	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 0.8568	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 0.8961	LR: 0.100000
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Training Epoch: 3 [18944/45000]	Loss: 0.9699	LR: 0.100000
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Training Epoch: 3 [19456/45000]	Loss: 1.0738	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.0089	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 0.9671	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 0.9855	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 1.0312	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.0297	LR: 0.100000
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Training Epoch: 3 [22016/45000]	Loss: 1.0581	LR: 0.100000
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Training Epoch: 3 [22784/45000]	Loss: 0.9495	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.0806	LR: 0.100000
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Training Epoch: 3 [25600/45000]	Loss: 1.0657	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 0.9292	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 0.8982	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.0042	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.0540	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.8822	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9421	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.8998	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.0387	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9803	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.0275	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 0.8566	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9057	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.0313	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.0256	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9345	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9220	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.9592	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 0.9654	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.0004	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 0.9839	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 0.9281	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 0.9620	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 0.9978	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.9111	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9375	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.8979	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.0435	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 0.7600	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 1.0137	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.9435	LR: 0.100000
Training Epoch: 3 [33792/45000]	Loss: 0.9531	LR: 0.100000
Training Epoch: 3 [34048/45000]	Loss: 0.9098	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 1.0099	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 1.0416	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 0.9604	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 0.8800	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.8972	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.8737	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.9836	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.9209	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.8332	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.9935	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9632	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.9562	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.8865	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.8869	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8695	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.8977	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.8840	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9042	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9098	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.8491	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.0683	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.7923	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.8253	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9531	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.8725	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9072	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9254	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9598	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.8509	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.0272	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9430	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.0229	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.0115	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8332	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9718	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8478	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.8907	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.7971	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9169	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9823	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.0723	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9042	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9855, Train Accuracy: 0.6508
Epoch 3 training time consumed: 26.43s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0047, Accuracy: 0.6095, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8028	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8528	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.7189	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.9116	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8528	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9101	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9437	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8753	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.7842	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9743	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8855	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8481	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 1.0109	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.7988	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.7985	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8229	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.9211	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8129	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8364	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8780	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8869	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.9110	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 1.0689	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9281	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.9175	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.9568	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.9114	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.8500	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.9454	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.8849	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.9241	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8449	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.9320	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 1.0965	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.8453	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.9213	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.8802	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.7580	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.8544	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8359	LR: 0.100000
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Training Epoch: 4 [43776/45000]	Loss: 0.7061	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.7907	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.6967	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8569, Train Accuracy: 0.6996
Epoch 4 training time consumed: 26.51s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0033, Accuracy: 0.7174, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7678	LR: 0.100000
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Training Epoch: 5 [40960/45000]	Loss: 0.7588	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.6038	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.7959	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.7408	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.7769	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.7121	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7593	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6338	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7287	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7257	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7313	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.6719	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7072	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6314	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6690	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.5951	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6631	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7442, Train Accuracy: 0.7399
Epoch 5 training time consumed: 27.19s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0028, Accuracy: 0.7552, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6951	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6852	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.6877	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6191	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.7138	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7166	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6340	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6411	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7045	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.7403	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.8218	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.8258	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.7080	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.7034	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 0.7637	LR: 0.100000
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Training Epoch: 6 [5376/45000]	Loss: 0.7001	LR: 0.100000
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Training Epoch: 6 [5888/45000]	Loss: 0.6587	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7059	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.7540	LR: 0.100000
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Training Epoch: 6 [10496/45000]	Loss: 0.7392	LR: 0.100000
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Training Epoch: 6 [11264/45000]	Loss: 0.7330	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.7525	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.7549	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.6661	LR: 0.100000
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Training Epoch: 6 [12800/45000]	Loss: 0.7071	LR: 0.100000
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Training Epoch: 6 [13312/45000]	Loss: 0.6513	LR: 0.100000
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Training Epoch: 6 [16896/45000]	Loss: 0.6854	LR: 0.100000
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Training Epoch: 6 [19456/45000]	Loss: 0.6544	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6922	LR: 0.100000
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Training Epoch: 6 [20224/45000]	Loss: 0.6787	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6749	LR: 0.100000
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Training Epoch: 6 [22016/45000]	Loss: 0.7308	LR: 0.100000
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Training Epoch: 6 [26880/45000]	Loss: 0.6877	LR: 0.100000
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Training Epoch: 6 [28416/45000]	Loss: 0.6663	LR: 0.100000
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Training Epoch: 6 [29184/45000]	Loss: 0.6496	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6743	LR: 0.100000
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Training Epoch: 6 [36608/45000]	Loss: 0.6985	LR: 0.100000
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Training Epoch: 6 [37120/45000]	Loss: 0.6436	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.5731	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.6275	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.5531	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.5704	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.6682	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.5589	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.5605	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.7205	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.6524	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.7011	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.7848	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.7694	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6683	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.7286	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.7224	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.5405	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6032	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6586	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5573	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6984	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6974	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6902	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.5676	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.7419	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.5860	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6224	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7376	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.5840	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.7027	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6207	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6765	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6680, Train Accuracy: 0.7671
Epoch 6 training time consumed: 26.70s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0041, Accuracy: 0.6772, Time consumed:0.92s
Training Epoch: 7 [256/45000]	Loss: 0.6453	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.7142	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6205	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6027	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6255	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6114	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5849	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6456	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5446	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6366	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.5348	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6086	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6174	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6814	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6305	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6136	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.5694	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6308	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.6271	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.5947	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.6077	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.7312	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.5606	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.5730	LR: 0.100000
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Training Epoch: 7 [14592/45000]	Loss: 0.6725	LR: 0.100000
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Training Epoch: 7 [15104/45000]	Loss: 0.7301	LR: 0.100000
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Training Epoch: 7 [20480/45000]	Loss: 0.7511	LR: 0.100000
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Training Epoch: 7 [24320/45000]	Loss: 0.6676	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.5676	LR: 0.100000
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Training Epoch: 7 [26112/45000]	Loss: 0.7084	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.5764	LR: 0.100000
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Training Epoch: 7 [43264/45000]	Loss: 0.5916	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.6108	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.5307	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6673	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5935	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5893	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6745	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5345	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6266, Train Accuracy: 0.7814
Epoch 7 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0028, Accuracy: 0.7676, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.6365	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5660	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4960	LR: 0.020000
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Training Epoch: 8 [28416/45000]	Loss: 0.3811	LR: 0.020000
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Training Epoch: 8 [29440/45000]	Loss: 0.4776	LR: 0.020000
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Training Epoch: 8 [38656/45000]	Loss: 0.4304	LR: 0.020000
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Training Epoch: 8 [39168/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.3894	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.3203	LR: 0.020000
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Training Epoch: 8 [40960/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.5643	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4575	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4116	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4664	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4602, Train Accuracy: 0.8383
Epoch 8 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8518, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3657	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4694	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.5311	LR: 0.020000
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Training Epoch: 9 [8704/45000]	Loss: 0.3824	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4448	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4202, Train Accuracy: 0.8542
Epoch 9 training time consumed: 26.62s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8563, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4181	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3636	LR: 0.020000
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Training Epoch: 10 [36096/45000]	Loss: 0.4784	LR: 0.020000
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Training Epoch: 10 [36864/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.3345	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.4114	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3957	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4305	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.2877	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4371	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3980, Train Accuracy: 0.8620
Epoch 10 training time consumed: 26.66s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0017, Accuracy: 0.8554, Time consumed:0.91s
Training Epoch: 11 [256/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3321	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.2770	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3121	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3414	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3042	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.2777	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.3260	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3777	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3018	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.2862	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3433	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3580	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.3044	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3613	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.2798	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3321	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.3115	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.2826	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3803	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.3432	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.2771	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.3297	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3969	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3245	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.2639	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4299	LR: 0.020000
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Training Epoch: 11 [24832/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.2937	LR: 0.020000
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Training Epoch: 11 [25600/45000]	Loss: 0.3953	LR: 0.020000
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Training Epoch: 11 [26368/45000]	Loss: 0.3738	LR: 0.020000
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Training Epoch: 11 [26880/45000]	Loss: 0.3807	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3340	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.2843	LR: 0.020000
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Training Epoch: 11 [35840/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.4223	LR: 0.020000
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Training Epoch: 11 [37632/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3457	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.2832	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3022	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3802	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3485	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3352	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3297	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4114	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.2897	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.2966	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3515	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3738	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3748, Train Accuracy: 0.8704
Epoch 11 training time consumed: 26.70s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8621, Time consumed:0.97s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3839	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.4291	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3712	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.4755	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4005	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3595	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3742	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4076	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3323	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.4095	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.2864	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.4082	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3874	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3418	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.4025	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3089	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3399	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.2729	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.4210	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.4720	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3321	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3711	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3160	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4355	LR: 0.004000
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Training Epoch: 12 [12800/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.2461	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.2836	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3432	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.2804	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3500	LR: 0.004000
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Training Epoch: 12 [15104/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.2811	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.2701	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3581	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.2392	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3726	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.4466	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.4173	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2541	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3806	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3433	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3668	LR: 0.004000
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Training Epoch: 12 [21760/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 12 [22016/45000]	Loss: 0.3830	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.2742	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.2361	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.3792	LR: 0.004000
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Training Epoch: 12 [24320/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 12 [24576/45000]	Loss: 0.3785	LR: 0.004000
Training Epoch: 12 [24832/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 12 [25088/45000]	Loss: 0.3323	LR: 0.004000
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Training Epoch: 12 [25600/45000]	Loss: 0.3284	LR: 0.004000
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Training Epoch: 12 [27904/45000]	Loss: 0.2942	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.2833	LR: 0.004000
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Training Epoch: 12 [28928/45000]	Loss: 0.2999	LR: 0.004000
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Training Epoch: 12 [29440/45000]	Loss: 0.2896	LR: 0.004000
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Training Epoch: 12 [40704/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.2710	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3850	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3546	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3456	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3172	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3533	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.2627	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.2825	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3894	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3619	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3334, Train Accuracy: 0.8841
Epoch 12 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0015, Accuracy: 0.8767, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2394	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2864	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2396	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3183	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.2798	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.2880	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.2827	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.3288	LR: 0.004000
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Training Epoch: 13 [3584/45000]	Loss: 0.2785	LR: 0.004000
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Training Epoch: 13 [19968/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.3581	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.2843	LR: 0.004000
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Training Epoch: 13 [26112/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 13 [26368/45000]	Loss: 0.2956	LR: 0.004000
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Training Epoch: 13 [26880/45000]	Loss: 0.3240	LR: 0.004000
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Training Epoch: 13 [27392/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.3493	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.3607	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.2890	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.3917	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.2685	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3083	LR: 0.004000
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Training Epoch: 13 [39424/45000]	Loss: 0.2895	LR: 0.004000
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Training Epoch: 13 [40192/45000]	Loss: 0.3963	LR: 0.004000
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Training Epoch: 13 [41728/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.2659	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3747	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3120	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.4023	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3851	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.2484	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2836	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3145, Train Accuracy: 0.8905
Epoch 13 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8771, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2468	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3710	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2393	LR: 0.004000
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Training Epoch: 14 [42496/45000]	Loss: 0.3212	LR: 0.004000
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Training Epoch: 14 [43520/45000]	Loss: 0.3444	LR: 0.004000
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Training Epoch: 14 [44032/45000]	Loss: 0.2624	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2877	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3600	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3083, Train Accuracy: 0.8918
Epoch 14 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8804, Time consumed:1.03s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2504	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3346	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3024	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2512	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2858	LR: 0.004000
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Training Epoch: 15 [3584/45000]	Loss: 0.2240	LR: 0.004000
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Training Epoch: 15 [9984/45000]	Loss: 0.2955	LR: 0.004000
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Training Epoch: 15 [10496/45000]	Loss: 0.2932	LR: 0.004000
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Training Epoch: 15 [29184/45000]	Loss: 0.2688	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2895	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2790	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2479	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2724	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3698	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.4046	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.2997	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3831	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3717	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.2648	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.3570	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.4171	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.2917	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3700	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2682	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3868	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3849	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.4089	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.2607	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.2489	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2379	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2429	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3964	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2772	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2523	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3849	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2491	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2369	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3734	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2607	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2471	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3323	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2356	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3334	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3015, Train Accuracy: 0.8942
Epoch 15 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8802, Time consumed:0.89s
Training Epoch: 16 [256/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.4199	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2147	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3644	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3595	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2207	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.1983	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.4635	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2347	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.2251	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.3553	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.3778	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.4333	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.3834	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.2216	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.3418	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.3531	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.2196	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.2259	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.3772	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.2200	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.2233	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.3194	LR: 0.000800
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Training Epoch: 16 [33792/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.3454	LR: 0.000800
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Training Epoch: 16 [34816/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3733	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2178	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2375	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2257	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2287	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2780	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2914, Train Accuracy: 0.8983
Epoch 16 training time consumed: 26.56s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0014, Accuracy: 0.8846, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3457	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3587	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.2154	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.3349	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.2131	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.1859	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.4205	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.2141	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3795	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3668	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3679	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2232	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.2155	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3665	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.2219	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.3525	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3486	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.1761	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3562	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2097	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2209	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2401	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2215	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2257	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2273	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3968	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2103	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2272	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3874	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2109	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2375	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3637	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2313	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2030	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3509	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2873, Train Accuracy: 0.8992
Epoch 17 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8834, Time consumed:0.92s
Training Epoch: 18 [256/45000]	Loss: 0.2259	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2126	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2201	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.2115	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2325	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2278	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2346	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3766	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.4088	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3617	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3650	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3727	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3827	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.1911	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2425	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2185	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3541	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3750	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2088	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2356	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3687	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3961	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2197	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.3969	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2139	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2856, Train Accuracy: 0.9012
Epoch 18 training time consumed: 26.53s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0014, Accuracy: 0.8848, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2239	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3523	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2101	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2235	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2281	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.1985	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2034	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2162	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.4318	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3894	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2277	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3756	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3792	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2248	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2176	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.4047	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.1966	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2180	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2287	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.1886	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2118	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2088	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2052	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2260	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2271	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2104	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2194	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2658	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2832, Train Accuracy: 0.8995
Epoch 19 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0014, Accuracy: 0.8842, Time consumed:0.92s
Training Epoch: 20 [256/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2054	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2024	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2136	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2152	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2506	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2506	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2135	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2054	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2037	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3779	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2297	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2288	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2017	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2232	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2168	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2160	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2071	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2009	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2213	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2231	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2222	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2340	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3923	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2185	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.1877	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3569	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3637	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3697	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3981	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2072	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.1866	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3677	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2696	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2790, Train Accuracy: 0.9034
Epoch 20 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0014, Accuracy: 0.8849, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_20h_30m_01s/ResNet18-Cifar10-seed3-ret0-20-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
MIA Attack Accuracy with XGBoost: 0.7240
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
MIA Attack Accuracy with XGBoost: 0.5070
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.6710
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.5112
Test Accuracy: 91.552734375
Retain Accuracy: 94.2102279663086
Zero-Retain Forget (ZRF): 0.8241899013519287
Membership Inference Attack (MIA): 0.7032
Forget vs Retain Membership Inference Attack (MIA): 0.724
Forget vs Test Membership Inference Attack (MIA): 0.507
Test vs Retain Membership Inference Attack (MIA): 0.671
Train vs Test Membership Inference Attack (MIA): 0.51125
Forget Set Accuracy (Df): 94.09352111816406
Method Execution Time: 2251.83 seconds
