hello
hello

📌S Retain class distribution for seed 4:
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 4:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3478	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3014	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3107	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3339	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2873	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2511	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2472	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2779	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2065	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2561	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1696	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1270	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1272	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1831	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1326	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9576	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0640	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9885	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9857	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0064	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9617	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8597	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8493	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.7357	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8365	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9915	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8648	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.0031	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.1261	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.7985	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8883	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8727	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8349	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.7149	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8318	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7941	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8520	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7956	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8592	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7831	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7314	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.9038	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.9090	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8166	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6750	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7043	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7624	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.6390	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6866	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7868	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.9467	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7467	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.8269	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.8368	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7120	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7533	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.5884	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7882	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6043	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.8381	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.8720	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6290	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7024	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7982	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.7489	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.8683	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7951	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7968	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.8014	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7540	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7404	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.9067	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6647	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.9197	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7383	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.8128	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6099	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.8751	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.5292	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6851	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.8433	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.8123	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7189	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.8043	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.6704	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6505	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6482	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6868	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7745	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.7481	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6146	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7614	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6745	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6507	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7155	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.7169	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6812	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.7435	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6509	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6547	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6813	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6325	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6635	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5499	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5761	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.7593	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6477	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.7210	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.9453	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.4716	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.8291	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6930	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.7680	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5863	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.7511	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.6141	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5630	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.5419	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5212	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4758	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4901	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4605	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4083	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4914	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.3784	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6937	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4893	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6650	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4907	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.5700	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6290	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5805	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.5319	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.6182	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.6214	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.6574	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.6674	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4146	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.5264	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5005	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5254	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4521	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.6356	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4195	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4399	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.6048	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.3953	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.4748	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5307	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.6264	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5425	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.5330	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.4597	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5205	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.6012	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4142	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.5679	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.4436	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4761	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.4074	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.5074	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3781	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.6324	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.5977	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.6777	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.4297	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4216	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3278	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3694	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3127	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.3364	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.3757	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4021	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3875	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4318	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3719	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7189, Train Accuracy: 0.3705
Epoch 1 training time consumed: 39.62s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0080, Accuracy: 0.4065, Time consumed:1.49s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.5760	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4560	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4816	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.5392	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.5313	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3541	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.5032	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.4860	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3780	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.5309	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.5864	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4857	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.2804	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3873	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.6163	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.4835	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.5514	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.5130	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3435	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3546	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3341	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.2076	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3763	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3236	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.4489	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.4293	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.2684	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.4500	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.2612	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2943	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3500	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3623	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3827	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.4739	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.1877	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.3882	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3059	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2003	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2868	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.4591	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2941	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2910	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.5855	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2992	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3488	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.3494	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.1309	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2711	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.4640	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3774	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.3507	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2171	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3579	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.1361	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1347	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2704	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.3219	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2451	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.3468	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2987	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2401	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2187	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2836	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2543	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.3785	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2500	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2150	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.1412	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2825	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2928	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3158	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.3337	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3009	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.3719	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2142	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2089	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1679	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1966	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1616	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.0789	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1727	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2411	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2020	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2008	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.2868	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2123	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1261	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1814	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1512	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2249	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1802	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2170	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.1981	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.3403	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2304	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.3607	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.1447	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.0922	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1241	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1190	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.0779	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 0.9959	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1033	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1761	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2008	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1810	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.0804	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1845	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.0544	LR: 0.100000
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Training Epoch: 2 [29184/45000]	Loss: 1.1310	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1941	LR: 0.100000
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Training Epoch: 2 [29952/45000]	Loss: 1.1219	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.1047	LR: 0.100000
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Training Epoch: 2 [32768/45000]	Loss: 1.0902	LR: 0.100000
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Training Epoch: 2 [35072/45000]	Loss: 1.2366	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.0213	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.3242	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.1190	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1790	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1947	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.2418	LR: 0.100000
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Training Epoch: 2 [37120/45000]	Loss: 1.1110	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.0432	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.9554	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.0465	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.0273	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.1200	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0177	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.1052	LR: 0.100000
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Training Epoch: 2 [39680/45000]	Loss: 1.0051	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1411	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0068	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1851	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1140	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1185	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0502	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0471	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0669	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1518	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1164	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.2081	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 0.9752	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0069	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0230	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 0.8241	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0412	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0323	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.1241	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 0.9445	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0123	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0021	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2240, Train Accuracy: 0.5600
Epoch 2 training time consumed: 38.80s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0055, Accuracy: 0.5445, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.9920	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0064	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0409	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.9719	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.8837	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0474	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0045	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9833	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.9407	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0933	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0033	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0731	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0740	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.9025	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0102	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.9809	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0488	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9529	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0094	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0093	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0095	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.9317	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.9155	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.9065	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.9489	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9208	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0660	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.8827	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0035	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.0337	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0219	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 1.0696	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 0.9337	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0212	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9218	LR: 0.100000
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Training Epoch: 3 [12288/45000]	Loss: 0.9219	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.1276	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.8323	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9665	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9238	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.0750	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9573	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 1.1897	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9128	LR: 0.100000
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Training Epoch: 3 [30208/45000]	Loss: 1.0211	LR: 0.100000
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Training Epoch: 3 [36096/45000]	Loss: 0.9636	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.8363	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.0374	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9213	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.8248	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9964	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9165	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.7686	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9830	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9051	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.8825	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.0382	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9028	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.8164	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.8827	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.8517	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.8804	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9877	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9387	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.8954	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8942	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.8228	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9859	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8362	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.8864	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8452	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.1131	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8024	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.0254	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8868	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9418	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9233	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9146	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8787	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8718	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8475	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9522, Train Accuracy: 0.6637
Epoch 3 training time consumed: 38.71s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0035, Accuracy: 0.6924, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8235	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.7824	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.8834	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8205	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8525	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8510	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.0278	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9843	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8988	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 1.0046	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9645	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.7640	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9147	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8741	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8562	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8040	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8711	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8622	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8609	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.7561	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 1.0095	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8483	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.7905	LR: 0.100000
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Training Epoch: 4 [6656/45000]	Loss: 0.7843	LR: 0.100000
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Training Epoch: 4 [8448/45000]	Loss: 0.9147	LR: 0.100000
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Training Epoch: 4 [9984/45000]	Loss: 1.0020	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.8310	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8177	LR: 0.100000
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Training Epoch: 4 [11264/45000]	Loss: 0.8032	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.9670	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.8819	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.8175	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.8747	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.7468	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.8491	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.9238	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.6451	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.8822	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.8485	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.9008	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.8632	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.7892	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.7646	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.8091	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.6770	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.9431	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.8235	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.8225	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.7423	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.8807	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.9616	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.6865	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.7812	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.9045	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.8340	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.8563	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.7495	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.8980	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.7384	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.8941	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.8888	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.7451	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.8365	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.8429	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.8130	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.7737	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.7746	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.7726	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.8838	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.9010	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.7223	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.7854	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.6988	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.8372	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.9383	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.9853	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.8353	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.6989	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.7887	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.8285	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.8495	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.7852	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.8317	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.7771	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.8042	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.9158	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.8815	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.7918	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.7781	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.7973	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.9302	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.8373	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.8549	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.7593	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.8374	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.7498	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.8772	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.7561	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.7371	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.8683	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.8999	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.8058	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.8072	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.8732	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.8672	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.7483	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.9027	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.7841	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.8252	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.8868	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.8482	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.9020	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.6458	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.8645	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.7655	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.7973	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.7211	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.7006	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.7340	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.7136	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.7885	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.7365	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.7855	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.8452	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.8472	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.7630	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.8231	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.9067	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.7178	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.7121	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.6803	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.8406	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.7479	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.7639	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.7642	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.8452	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.7876	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.8202	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.8506	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.8472	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.8455	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.8943	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.7421	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.6777	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.8856	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.7974	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.7698	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.8019	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.7932	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.6735	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.8817	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.7842	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.7931	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.7664	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.9000	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7418	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8018	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7404	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8234, Train Accuracy: 0.7115
Epoch 4 training time consumed: 38.97s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0045, Accuracy: 0.6410, Time consumed:1.36s
Training Epoch: 5 [256/45000]	Loss: 0.8402	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.7681	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.8041	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.8986	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.7687	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.7587	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.7995	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.6639	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.6666	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.7686	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.8133	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.6877	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.6359	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.8216	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.7560	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.7579	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.6492	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.7326	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.7433	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.7350	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.7653	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.8623	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.7068	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.7914	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.7769	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.7665	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.7660	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.7802	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.7342	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.7270	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.7990	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.8031	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.6651	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.7247	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.6835	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.7045	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.6997	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.7872	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.7924	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.6969	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.6698	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.6806	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.7457	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.7140	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.7253	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.5991	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.7103	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.6893	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.7193	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.7322	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.8763	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.7973	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.7574	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.8459	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.7501	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.8483	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.8177	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.6327	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.6959	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.7027	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.8415	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7632	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.7545	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.8381	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.7485	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.7924	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.7977	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.7717	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.6566	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.6834	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.7712	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.7423	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.8002	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.7371	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.6611	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.6921	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.7859	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.7960	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.7296	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.7867	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.7433	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.5916	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.7621	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.7170	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.5985	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.6516	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.7273	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.7440	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.7397	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.8472	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.7149	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.7432	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.7615	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.7577	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.7286	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.7306	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7963	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.7449	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.6487	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.7400	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.8143	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.7252	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.7356	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.8529	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.6850	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.6814	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.6628	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.6423	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.6273	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.6422	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.7393	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.7607	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.7787	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.6826	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.6762	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.8094	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.6455	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.7265	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.8405	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.7099	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.6714	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.7310	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.6519	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.6147	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.6663	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.6541	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.5914	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.6218	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.7114	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.6370	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.7699	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.8737	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.5892	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.6743	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.5947	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.6510	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.7002	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.6883	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.6664	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.7432	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.7728	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.6414	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.6162	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.6927	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.7627	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.7413	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.6006	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.6632	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.6528	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.7684	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.5204	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.5777	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.6683	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.7379	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.7149	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.6860	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.6645	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.6213	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.6915	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.8565	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.7405	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.7380	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.7129	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6669	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6911	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7214	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6685	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6408	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7851	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.6501	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.8088	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7516	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6391	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6509	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7242, Train Accuracy: 0.7457
Epoch 5 training time consumed: 38.96s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0037, Accuracy: 0.6975, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6310	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7457	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7919	LR: 0.100000
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Training Epoch: 6 [40704/45000]	Loss: 0.7215	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6011	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.5620	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6861	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6799	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6464	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6156	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6482	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6084	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.5888	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6898	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6552	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6053	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6410	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6247	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6349	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6092	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6961	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6645, Train Accuracy: 0.7690
Epoch 6 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0032, Accuracy: 0.7345, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6399	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6456	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6075	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.5784	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.5267	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6608	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5531	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.5769	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6355	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6788	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6971	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.5574	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5989	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.5048	LR: 0.100000
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Training Epoch: 7 [27392/45000]	Loss: 0.6810	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 0.6281	LR: 0.100000
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Training Epoch: 7 [43520/45000]	Loss: 0.5346	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.7077	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6806	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5950	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5428	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5334	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.4925	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6018, Train Accuracy: 0.7910
Epoch 7 training time consumed: 38.81s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0030, Accuracy: 0.7522, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.6441	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5947	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.6790	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5749	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5473	LR: 0.020000
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Training Epoch: 8 [2048/45000]	Loss: 0.5354	LR: 0.020000
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Training Epoch: 8 [4608/45000]	Loss: 0.4357	LR: 0.020000
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Training Epoch: 8 [27904/45000]	Loss: 0.3894	LR: 0.020000
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Training Epoch: 8 [28416/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.3745	LR: 0.020000
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Training Epoch: 8 [35840/45000]	Loss: 0.4387	LR: 0.020000
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Training Epoch: 8 [37888/45000]	Loss: 0.4877	LR: 0.020000
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Training Epoch: 8 [38656/45000]	Loss: 0.5024	LR: 0.020000
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Training Epoch: 8 [39168/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.3878	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.6443	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.5021	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4163	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4531, Train Accuracy: 0.8438
Epoch 8 training time consumed: 39.02s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8567, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.3509	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4794	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.5107	LR: 0.020000
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Training Epoch: 9 [9216/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.3732	LR: 0.020000
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Training Epoch: 9 [9984/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4104	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.3306	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4026, Train Accuracy: 0.8587
Epoch 9 training time consumed: 38.73s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8588, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.3316	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.4022	LR: 0.020000
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Training Epoch: 10 [2560/45000]	Loss: 0.3485	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3608	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.5022	LR: 0.020000
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Training Epoch: 10 [40192/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3646	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.2930	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4206	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3199	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3786	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3846, Train Accuracy: 0.8668
Epoch 10 training time consumed: 38.81s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8682, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3400	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3145	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3592	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.2695	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3352	LR: 0.020000
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Training Epoch: 11 [3840/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3860	LR: 0.020000
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Training Epoch: 11 [6144/45000]	Loss: 0.3492	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.3611	LR: 0.020000
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Training Epoch: 11 [7680/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3162	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.2901	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3783	LR: 0.020000
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Training Epoch: 11 [10496/45000]	Loss: 0.2732	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.4300	LR: 0.020000
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Training Epoch: 11 [11520/45000]	Loss: 0.2721	LR: 0.020000
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Training Epoch: 11 [12032/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3350	LR: 0.020000
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Training Epoch: 11 [12800/45000]	Loss: 0.3474	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3116	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.4129	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4042	LR: 0.020000
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Training Epoch: 11 [15360/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3222	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3357	LR: 0.020000
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Training Epoch: 11 [16640/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.4381	LR: 0.020000
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Training Epoch: 11 [19456/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.2486	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4276	LR: 0.020000
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Training Epoch: 11 [22784/45000]	Loss: 0.3591	LR: 0.020000
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Training Epoch: 11 [26624/45000]	Loss: 0.3313	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.3803	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3783	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3321	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.3180	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3301	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.4144	LR: 0.020000
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Training Epoch: 11 [36096/45000]	Loss: 0.3193	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.3472	LR: 0.020000
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Training Epoch: 11 [36864/45000]	Loss: 0.4279	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3333	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4265	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4116	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4090	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3034	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.2854	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3665	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3186	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.2704	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3660	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3592	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3770	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3682, Train Accuracy: 0.8708
Epoch 11 training time consumed: 38.91s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8643, Time consumed:1.35s
Training Epoch: 12 [256/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.4053	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3590	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3433	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2862	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3677	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.4050	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3843	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3213	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3607	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.4194	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3909	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.2538	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.2768	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.2515	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3669	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.2462	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.2784	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.2276	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.2489	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3010	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3362	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3950	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.2647	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.3659	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.2550	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3785	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3425	LR: 0.004000
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Training Epoch: 12 [14592/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3373	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3786	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3595	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.2604	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3103	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.2577	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2993	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3684	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.2591	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3117	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3274	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3226	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2626	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.2359	LR: 0.004000
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Training Epoch: 12 [40960/45000]	Loss: 0.2793	LR: 0.004000
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Training Epoch: 12 [42496/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.4729	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.2662	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3081	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.2395	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3192, Train Accuracy: 0.8901
Epoch 12 training time consumed: 38.78s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8837, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.4001	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2361	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2748	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3091	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2389	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.3592	LR: 0.004000
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Training Epoch: 13 [43520/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.2832	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.2846	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3025	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3050, Train Accuracy: 0.8932
Epoch 13 training time consumed: 39.02s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0013, Accuracy: 0.8843, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2617	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3059	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2539	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2629	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3919	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.2674	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3412	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.2993	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.2863	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.2660	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3201	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.2371	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.1909	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2471	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.2451	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.2414	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.2774	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.2855	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.2755	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.3620	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.2217	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.2495	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.2409	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.2313	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2877	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.2463	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.2697	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.2398	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.2512	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3180	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2227	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.4220	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.2336	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.2479	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.2291	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.2437	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.4075	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.2324	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3381	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.2451	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.2928	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.2350	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3010	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3738	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2358	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2641	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.2510	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3757	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3311	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.2296	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2536	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3407	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3519	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.2307	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.2161	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.4373	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.2754	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2462	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3273	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.2379	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2391	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.2670	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.3912	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.2612	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.2291	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3298	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.2792	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.1827	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3706	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.2196	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3341	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3119	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.2126	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.2747	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.2588	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.2641	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.2706	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.2711	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2599	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.2644	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.2519	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2513	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3865	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.2982	LR: 0.004000
Epoch 14 - Average Train Loss: 0.2962, Train Accuracy: 0.8967
Epoch 14 training time consumed: 38.78s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8843, Time consumed:1.37s
Training Epoch: 15 [256/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2773	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2222	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3030	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2127	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3030	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3038	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.2794	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.3038	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2746	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3274	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.2952	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2827	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.2655	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3469	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2327	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.2783	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.2197	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.2917	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2907	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2750	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2311	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.2775	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2473	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3495	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.2532	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.2978	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2130	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.1933	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.2655	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.2696	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2503	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.2569	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.2384	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2429	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2797	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2800	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3413	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2726	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.2787	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.2630	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.2690	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.2617	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.2569	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2608	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.2937	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.2438	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2327	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2526	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3766	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2463	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.2220	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2025	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3679	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3769	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2725	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3239	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2429	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2820	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.2573	LR: 0.004000
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Training Epoch: 15 [32512/45000]	Loss: 0.2452	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3052	LR: 0.004000
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Training Epoch: 15 [35072/45000]	Loss: 0.2596	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.2632	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.2939	LR: 0.004000
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Training Epoch: 15 [36352/45000]	Loss: 0.2676	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.2232	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.3338	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.2147	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.2419	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2675	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.1722	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.2550	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.2443	LR: 0.004000
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Training Epoch: 15 [39936/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2625	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3429	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3044	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2526	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.2739	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2594	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.2710	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.1990	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3783	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3292	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2712	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2386	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3116	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2883, Train Accuracy: 0.8991
Epoch 15 training time consumed: 38.83s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0013, Accuracy: 0.8856, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.1980	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.4349	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2287	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2213	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3852	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2327	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2197	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2145	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2273	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.2740	LR: 0.000800
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Training Epoch: 16 [11008/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.2083	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.4332	LR: 0.000800
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Training Epoch: 16 [13568/45000]	Loss: 0.3657	LR: 0.000800
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Training Epoch: 16 [20480/45000]	Loss: 0.2685	LR: 0.000800
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Training Epoch: 16 [22016/45000]	Loss: 0.2667	LR: 0.000800
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Training Epoch: 16 [22784/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.2396	LR: 0.000800
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Training Epoch: 16 [26368/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.2857	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2017	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2204	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.2843	LR: 0.000800
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Training Epoch: 16 [31232/45000]	Loss: 0.2344	LR: 0.000800
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Training Epoch: 16 [31744/45000]	Loss: 0.2988	LR: 0.000800
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Training Epoch: 16 [32256/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.2147	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.2816	LR: 0.000800
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Training Epoch: 16 [33536/45000]	Loss: 0.2772	LR: 0.000800
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Training Epoch: 16 [34560/45000]	Loss: 0.2085	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.1793	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2209	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2180	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2003	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2121	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2209	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.1788	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2203	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2138	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2234	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2244	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2049	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2343	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2741, Train Accuracy: 0.9050
Epoch 16 training time consumed: 38.78s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8888, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2246	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2202	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2072	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.2466	LR: 0.000800
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Training Epoch: 17 [6912/45000]	Loss: 0.2203	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.2599	LR: 0.000800
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Training Epoch: 17 [8448/45000]	Loss: 0.2355	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.2445	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.2390	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.2133	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2347	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.2030	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.1737	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2097	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2278	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.1899	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2082	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.2082	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2233	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3368	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.2202	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.2222	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2261	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2463	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3817	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.2163	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.2165	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.1995	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2282	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.1742	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3612	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2305	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2321	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2202	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2749, Train Accuracy: 0.9049
Epoch 17 training time consumed: 39.02s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8884, Time consumed:1.35s
Training Epoch: 18 [256/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2139	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2203	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2051	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.1687	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.1898	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.1986	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2220	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2331	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2208	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.1939	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2071	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2060	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2211	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3562	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2289	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2073	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2243	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3850	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.4065	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2210	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2314	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2218	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2417	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2016	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2042	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2313	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2170	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2214	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.1682	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.2188	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2221	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3450	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.1964	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3779	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2138	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3670	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2244	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.1984	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2031	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2131	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3604	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2215	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.3581	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3165	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2725, Train Accuracy: 0.9042
Epoch 18 training time consumed: 39.00s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8903, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_59m_15s/ResNet18-Cifar10-seed4-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2131	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2213	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.1880	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2245	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.4807	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.3426	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.1828	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2093	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3774	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2240	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2165	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2002	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2120	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2134	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.1891	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2158	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2333	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2120	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2222	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.1990	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2270	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2240	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2150	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2046	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.1924	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.1973	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.1820	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2239	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2305	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2147	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3886	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2223	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2118	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3723	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2172	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2887	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2707, Train Accuracy: 0.9054
Epoch 19 training time consumed: 38.91s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8891, Time consumed:1.83s
Training Epoch: 20 [256/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3630	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3584	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.3553	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2350	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.1779	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.1700	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2200	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2173	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3506	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2147	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3765	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2112	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2148	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3671	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2117	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2361	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2263	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3678	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2027	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3863	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2321	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.1991	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2141	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2229	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3478	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3733	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2006	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2015	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2222	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.1924	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2013	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3467	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2185	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.1928	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2259	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2077	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.1817	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3684	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2217	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2462	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.1828	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2693, Train Accuracy: 0.9060
Epoch 20 training time consumed: 39.25s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8903, Time consumed:1.36s
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 89.287109375
Retain Accuracy: 91.0380859375
Zero-Retain Forget (ZRF): 0.8313049674034119
Membership Inference Attack (MIA): 0.6192
Forget vs Retain Membership Inference Attack (MIA): 0.5335
Forget vs Test Membership Inference Attack (MIA): 0.5605
Test vs Retain Membership Inference Attack (MIA): 0.509
Train vs Test Membership Inference Attack (MIA): 0.5225
Forget Set Accuracy (Df): 86.99333190917969
Method Execution Time: 1758.88 seconds
