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

Updated class distribution:
Retain set:
  Class 0: 4500
  Class 1: 4500
  Class 2: 4500
  Class 3: 4500
  Class 4: 4500
  Class 5: 4500
  Class 6: 4500
  Class 7: 4500
  Class 8: 4500
  Class 9: 4500
Forget set:
  Class 0: 500
  Class 1: 500
  Class 2: 500
  Class 3: 500
  Class 4: 500
  Class 5: 500
  Class 6: 500
  Class 7: 500
  Class 8: 500
  Class 9: 500
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3416	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3187	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3360	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3266	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2765	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2407	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2646	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2528	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2318	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2830	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2070	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1811	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1307	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1393	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0726	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9883	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0893	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9424	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9150	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9033	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8788	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9899	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8521	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8254	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8529	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8466	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9918	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7817	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8195	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8879	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7365	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8281	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8256	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8050	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8143	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7356	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8829	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8302	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7565	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8164	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8045	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.9041	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8311	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7328	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8231	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8547	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8862	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.6035	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.8164	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.9227	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7533	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.9461	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.8130	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.9650	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7049	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7947	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7802	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7571	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.8498	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.8557	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7343	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.8965	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7024	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6210	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.8343	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6514	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6640	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7746	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7016	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6701	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.8312	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7333	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6479	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.8181	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5440	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6944	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5318	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5870	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.7905	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5247	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5359	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7303	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7042	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6729	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.8810	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.7196	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6376	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.8534	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7673	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.7871	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6735	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5296	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.8351	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7505	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7301	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6710	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6403	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6578	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.7912	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6676	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.7038	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6357	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5842	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7691	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.7110	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6474	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5475	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.6676	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.7970	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6791	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6498	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6661	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.5911	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5359	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4826	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4957	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.6369	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6077	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5492	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4778	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4539	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.6137	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4644	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5499	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.5256	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.4044	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4188	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5323	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4871	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3594	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6409	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.2941	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.3405	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5448	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.6063	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.7532	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5324	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.6300	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.5675	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5652	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5289	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5147	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.6112	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4440	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.6655	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4498	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5436	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.4898	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5568	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4117	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.7200	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.5048	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.6413	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.6062	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.6168	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.6792	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.6962	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.5848	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.5906	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.6523	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.5000	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4392	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.5488	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3808	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3385	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.5062	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4507	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4558	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4815	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4634	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.3989	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4147	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3860	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3335	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3592	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3804	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7155, Train Accuracy: 0.3697
Epoch 1 training time consumed: 27.26s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0059, Accuracy: 0.4859, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.5449	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3831	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.2895	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.2941	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3671	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3656	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.4830	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3399	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3184	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.5051	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3300	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.2740	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.2378	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.5359	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3577	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.4084	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.5988	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3013	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.4375	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2496	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2977	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3706	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.5202	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3945	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.4203	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.4264	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.7662	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.5265	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.5244	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.5155	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3355	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.5831	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.4394	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.4024	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.5448	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4106	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.5885	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.4195	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.4136	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.5375	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.3456	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.5405	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3798	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.4311	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2106	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.5312	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.5986	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2516	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.4817	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.3657	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3472	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2951	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.4191	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3076	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2014	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2965	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3411	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2586	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.3337	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2455	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.3534	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.3727	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.1925	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.4828	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.4450	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2824	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.3132	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2779	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.3228	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.3478	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2207	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3021	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2674	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2831	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2281	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2182	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2502	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1970	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1957	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.2350	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2104	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1760	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.3076	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.1774	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2918	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.2514	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2335	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2512	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.3234	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.2260	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2323	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2403	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.3017	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2932	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.2192	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1790	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1857	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2342	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.2006	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2325	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.2179	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.2026	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1698	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1598	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1759	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.3247	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.0514	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1631	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.2106	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.4290	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 0.9736	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.0932	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.2778	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.1564	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.0717	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.1846	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.0526	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.2236	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.2935	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.1286	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.1582	LR: 0.100000
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Training Epoch: 2 [32512/45000]	Loss: 1.1410	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.1237	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.0856	LR: 0.100000
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Training Epoch: 2 [33536/45000]	Loss: 1.0917	LR: 0.100000
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Training Epoch: 2 [35072/45000]	Loss: 1.0433	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.0636	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.1205	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.1919	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.0695	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.2662	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 0.9921	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.1291	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1123	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.2403	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.9917	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.1144	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.0790	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0409	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0625	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.1967	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.1086	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.1736	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.0966	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.2083	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.2995	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.2131	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1211	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.2334	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1642	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0798	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1127	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1859	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1466	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.1649	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1634	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0684	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.1124	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1272	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0950	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1113	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0308	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1092	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2588, Train Accuracy: 0.5495
Epoch 2 training time consumed: 26.54s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0052, Accuracy: 0.5595, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1660	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0494	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0074	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.1202	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0352	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1725	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0291	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0001	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0762	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.1835	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.1686	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.9305	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0044	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1122	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0638	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.8650	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0167	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9782	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0007	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0057	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.9036	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9724	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0933	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.9681	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0998	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.9403	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.1350	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9050	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.9663	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.1659	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.2559	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.1206	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.1268	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.1335	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 0.9476	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0791	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.2353	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.1329	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 0.9642	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 0.9711	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 1.0851	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 1.1605	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.1215	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.1433	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.0459	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.2175	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.1122	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.1279	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0443	LR: 0.100000
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Training Epoch: 3 [13312/45000]	Loss: 1.1632	LR: 0.100000
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Training Epoch: 3 [14080/45000]	Loss: 1.0965	LR: 0.100000
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Training Epoch: 3 [15104/45000]	Loss: 1.1242	LR: 0.100000
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Training Epoch: 3 [15616/45000]	Loss: 1.0023	LR: 0.100000
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Training Epoch: 3 [16384/45000]	Loss: 0.9476	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 0.9103	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.0927	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 0.9351	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.0355	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 0.9923	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.0696	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.0889	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 0.9323	LR: 0.100000
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Training Epoch: 3 [19712/45000]	Loss: 1.0197	LR: 0.100000
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Training Epoch: 3 [20224/45000]	Loss: 1.0415	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 0.9603	LR: 0.100000
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Training Epoch: 3 [25856/45000]	Loss: 1.0737	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 0.9814	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.0488	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.0709	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.0116	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9396	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.8628	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9345	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.0181	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9438	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.9668	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.0155	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9868	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.0096	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.0377	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.0696	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9603	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.0587	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.0180	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 0.9537	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 1.0243	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.8706	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.1292	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.0251	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.8821	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 0.9784	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 1.0677	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 1.0083	LR: 0.100000
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Training Epoch: 3 [34304/45000]	Loss: 1.0196	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 0.8637	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 0.8906	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 0.9943	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.0440	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.8372	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.8431	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.0179	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.0146	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.0314	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.8335	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.9902	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.8849	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9716	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9645	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9326	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9348	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9537	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9701	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9172	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9833	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.8600	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9491	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9002	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9063	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.0167	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9564	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.0466	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9926	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.9441	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9420	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9045	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9497	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.9733	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.8413	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9707	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.0262	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9952	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.0613	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8958	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.1441	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9353	LR: 0.100000
Epoch 3 - Average Train Loss: 1.0008, Train Accuracy: 0.6435
Epoch 3 training time consumed: 26.44s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0049, Accuracy: 0.5862, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8853	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9307	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9495	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8271	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8411	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8714	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8251	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8777	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8003	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8705	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8422	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8901	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8169	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.9272	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9525	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8452	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8661	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.7704	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8552	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8776	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8871	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.8164	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8815	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8110	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.8383	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.8530	LR: 0.100000
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Training Epoch: 4 [7168/45000]	Loss: 0.8875	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.8550	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.8918	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.8049	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.7953	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.7447	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.8247	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 1.0069	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.8466	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.9374	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.7756	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.6755	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.9834	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.9136	LR: 0.100000
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Training Epoch: 4 [40448/45000]	Loss: 0.7539	LR: 0.100000
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Training Epoch: 4 [43264/45000]	Loss: 0.9440	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.9324	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.7393	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.7875	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.9287	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.8693	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7299	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8421, Train Accuracy: 0.7041
Epoch 4 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0039, Accuracy: 0.6824, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7666	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.8342	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.7199	LR: 0.100000
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Training Epoch: 5 [1536/45000]	Loss: 0.6910	LR: 0.100000
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Training Epoch: 5 [11008/45000]	Loss: 0.7655	LR: 0.100000
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Training Epoch: 5 [11520/45000]	Loss: 0.6737	LR: 0.100000
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Training Epoch: 5 [14592/45000]	Loss: 0.6497	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.7600	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.6762	LR: 0.100000
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Training Epoch: 5 [40960/45000]	Loss: 0.6587	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.6616	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.7286	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.8040	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7121	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.8206	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7615	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6379	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7327	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.8967	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7786	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6685	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.5995	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.8349	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6704	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7362, Train Accuracy: 0.7420
Epoch 5 training time consumed: 27.01s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0037, Accuracy: 0.7072, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6448	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7775	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7201	LR: 0.100000
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Training Epoch: 6 [1536/45000]	Loss: 0.7264	LR: 0.100000
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Training Epoch: 6 [2048/45000]	Loss: 0.6191	LR: 0.100000
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Training Epoch: 6 [38912/45000]	Loss: 0.6649	LR: 0.100000
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Training Epoch: 6 [40960/45000]	Loss: 0.6956	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.7157	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.7715	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6191	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5685	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.7578	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6461	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6652	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.7360	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6413	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6844	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.7129	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6692	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.5693	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.5929	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6777	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.5740	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6706, Train Accuracy: 0.7656
Epoch 6 training time consumed: 26.92s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0029, Accuracy: 0.7576, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6302	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.7113	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.5750	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6436	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.5855	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.5562	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6483	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6875	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5559	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6614	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6135	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6726	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5412	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6080	LR: 0.100000
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Training Epoch: 7 [4608/45000]	Loss: 0.5238	LR: 0.100000
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Training Epoch: 7 [25600/45000]	Loss: 0.5695	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.5208	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.6049	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.5504	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.8014	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.6104	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.6868	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6387	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.4744	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5442	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5849	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.4028	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.6061	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.6120	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.5417	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.5228	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.5480	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.5039	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.5063	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6279	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.6940	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6232	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.6247	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.5969	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.7586	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6418	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.6565	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6953	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.6191	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6247	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.5371	LR: 0.100000
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Training Epoch: 7 [34048/45000]	Loss: 0.5092	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.5904	LR: 0.100000
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Training Epoch: 7 [34816/45000]	Loss: 0.6302	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.5951	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.5303	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.5768	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6649	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6205	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6877	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.5686	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6263	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6359	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.6823	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.5789	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5976	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.6408	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.5844	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.5894	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.5822	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6833	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.4194	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.6929	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.7683	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6345	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6609	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.5948	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.5386	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.5530	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.6814	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5705	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.6125	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6362	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.5316	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.5649	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.6049	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.8253	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5547	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6439	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5815	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5535	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6220	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6147	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6032	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6135, Train Accuracy: 0.7895
Epoch 7 training time consumed: 26.77s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0032, Accuracy: 0.7430, Time consumed:0.91s
Training Epoch: 8 [256/45000]	Loss: 0.6127	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5142	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5614	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4744	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6341	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5851	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.4761	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5015	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.5479	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.5160	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.5010	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5973	LR: 0.020000
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Training Epoch: 8 [14848/45000]	Loss: 0.4408	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.5041	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.3128	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4352	LR: 0.020000
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Training Epoch: 8 [25088/45000]	Loss: 0.4472	LR: 0.020000
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Training Epoch: 8 [25600/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.5108	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.6090	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.3858	LR: 0.020000
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Training Epoch: 8 [32000/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4365	LR: 0.020000
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Training Epoch: 8 [33536/45000]	Loss: 0.5405	LR: 0.020000
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Training Epoch: 8 [34048/45000]	Loss: 0.5937	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4726	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.5320	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.5320	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.5274	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3980	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4642, Train Accuracy: 0.8391
Epoch 8 training time consumed: 26.83s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8472, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.3836	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4305	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.3189	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.5187	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4604	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.3848	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4862	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.3973	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4210, Train Accuracy: 0.8532
Epoch 9 training time consumed: 26.87s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8543, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4237	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3538	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.3076	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.3848	LR: 0.020000
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Training Epoch: 10 [4352/45000]	Loss: 0.3385	LR: 0.020000
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Training Epoch: 10 [10496/45000]	Loss: 0.4151	LR: 0.020000
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Training Epoch: 10 [16896/45000]	Loss: 0.4008	LR: 0.020000
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Training Epoch: 10 [35584/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.4483	LR: 0.020000
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Training Epoch: 10 [36864/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.2833	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.5022	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3349	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4011	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3443	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3094	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3480	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3205	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4568	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3927, Train Accuracy: 0.8624
Epoch 10 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8636, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3480	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3253	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4694	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3635	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3172	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3292	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3080	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3096	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3113	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3212	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.2393	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3376	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.3144	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.4032	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.3209	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.3779	LR: 0.020000
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Training Epoch: 11 [15360/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.3567	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.3688	LR: 0.020000
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Training Epoch: 11 [18432/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.3306	LR: 0.020000
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Training Epoch: 11 [19200/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.4619	LR: 0.020000
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Training Epoch: 11 [20224/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.3877	LR: 0.020000
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Training Epoch: 11 [21248/45000]	Loss: 0.3594	LR: 0.020000
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Training Epoch: 11 [22016/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.3581	LR: 0.020000
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Training Epoch: 11 [22784/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.3341	LR: 0.020000
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Training Epoch: 11 [26880/45000]	Loss: 0.3376	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.3037	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.3429	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3534	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3308	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.3071	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3282	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3609	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.2863	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.4355	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.4751	LR: 0.020000
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Training Epoch: 11 [35328/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.3285	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.3327	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.2842	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.3159	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3167	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3208	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3093	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3031	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3812	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3466	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3049	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3147	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4721	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3450	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3037	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3352	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3764	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3764, Train Accuracy: 0.8695
Epoch 11 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8619, Time consumed:0.92s
Training Epoch: 12 [256/45000]	Loss: 0.2883	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.4196	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3679	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.5192	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.4036	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3735	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3469	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3767	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2883	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3664	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3731	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.4166	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3737	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3991	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.2573	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.2444	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3816	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.2807	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3692	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3055	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.2615	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3864	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.2657	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3652	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3013	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.4534	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4697	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3120	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.2840	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3842	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.4446	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3071	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3867	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.2606	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3654	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3462	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.2917	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2326	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.2726	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3116	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.4156	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.3473	LR: 0.004000
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Training Epoch: 12 [25088/45000]	Loss: 0.3539	LR: 0.004000
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Training Epoch: 12 [30720/45000]	Loss: 0.4581	LR: 0.004000
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Training Epoch: 12 [39168/45000]	Loss: 0.3639	LR: 0.004000
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Training Epoch: 12 [40704/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.4266	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3139	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.2835	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2993	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2655	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3145	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3321, Train Accuracy: 0.8824
Epoch 12 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8785, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3430	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.3657	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.2796	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3481	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3620	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3819	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3366	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3730	LR: 0.004000
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Training Epoch: 13 [19968/45000]	Loss: 0.2966	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.3002	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3045	LR: 0.004000
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Training Epoch: 13 [22016/45000]	Loss: 0.3373	LR: 0.004000
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Training Epoch: 13 [25088/45000]	Loss: 0.2764	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 13 [26624/45000]	Loss: 0.3849	LR: 0.004000
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Training Epoch: 13 [27904/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.2509	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3867	LR: 0.004000
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Training Epoch: 13 [29440/45000]	Loss: 0.2730	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.2839	LR: 0.004000
Training Epoch: 13 [29952/45000]	Loss: 0.3063	LR: 0.004000
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Training Epoch: 13 [40704/45000]	Loss: 0.3604	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.3692	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.2884	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.3535	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.2599	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.2430	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2875	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3082	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.2617	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3213	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3131, Train Accuracy: 0.8886
Epoch 13 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8791, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2899	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3403	LR: 0.004000
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Training Epoch: 14 [40192/45000]	Loss: 0.3787	LR: 0.004000
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Training Epoch: 14 [41472/45000]	Loss: 0.2973	LR: 0.004000
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Training Epoch: 14 [42240/45000]	Loss: 0.3571	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.2972	LR: 0.004000
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Training Epoch: 14 [43008/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2288	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2538	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3890	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3504	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3605	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3774	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3099, Train Accuracy: 0.8921
Epoch 14 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8794, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.2479	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2495	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.2724	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2590	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3117	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3566	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.2619	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2914	LR: 0.004000
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Training Epoch: 15 [9216/45000]	Loss: 0.2283	LR: 0.004000
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Training Epoch: 15 [9984/45000]	Loss: 0.2543	LR: 0.004000
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Training Epoch: 15 [10496/45000]	Loss: 0.3652	LR: 0.004000
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Training Epoch: 15 [11008/45000]	Loss: 0.3723	LR: 0.004000
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Training Epoch: 15 [16896/45000]	Loss: 0.3305	LR: 0.004000
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Training Epoch: 15 [20224/45000]	Loss: 0.2910	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2654	LR: 0.004000
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Training Epoch: 15 [29184/45000]	Loss: 0.3481	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2879	LR: 0.004000
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Training Epoch: 15 [30208/45000]	Loss: 0.2830	LR: 0.004000
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Training Epoch: 15 [30720/45000]	Loss: 0.2850	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.2668	LR: 0.004000
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Training Epoch: 15 [37888/45000]	Loss: 0.2921	LR: 0.004000
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Training Epoch: 15 [40448/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.2607	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2747	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3712	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2658	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2806	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2237	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3337	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2377	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3165	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3600	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3010, Train Accuracy: 0.8942
Epoch 15 training time consumed: 26.82s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8802, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2176	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2377	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2265	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2022	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3254	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3045	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2112	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.3044	LR: 0.000800
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Training Epoch: 16 [35840/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3461	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2361	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2359	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2208	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3717	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2762	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2881, Train Accuracy: 0.8991
Epoch 16 training time consumed: 26.84s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0014, Accuracy: 0.8814, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.1894	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2204	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3764	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3342	LR: 0.000800
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Training Epoch: 17 [5632/45000]	Loss: 0.2981	LR: 0.000800
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Training Epoch: 17 [8960/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.2777	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.2887	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.2586	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2968	LR: 0.000800
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Training Epoch: 17 [16896/45000]	Loss: 0.2556	LR: 0.000800
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Training Epoch: 17 [19712/45000]	Loss: 0.3243	LR: 0.000800
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Training Epoch: 17 [20224/45000]	Loss: 0.2417	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2585	LR: 0.000800
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Training Epoch: 17 [22016/45000]	Loss: 0.3254	LR: 0.000800
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Training Epoch: 17 [24064/45000]	Loss: 0.3089	LR: 0.000800
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Training Epoch: 17 [26112/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3024	LR: 0.000800
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Training Epoch: 17 [28160/45000]	Loss: 0.3354	LR: 0.000800
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Training Epoch: 17 [28672/45000]	Loss: 0.3146	LR: 0.000800
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Training Epoch: 17 [29696/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2272	LR: 0.000800
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Training Epoch: 17 [35840/45000]	Loss: 0.2554	LR: 0.000800
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Training Epoch: 17 [37376/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2354	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.3147	LR: 0.000800
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Training Epoch: 17 [40192/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2067	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3717	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2833	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2860, Train Accuracy: 0.9002
Epoch 17 training time consumed: 26.91s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8850, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2144	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2289	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3569	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3290	LR: 0.000800
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Training Epoch: 18 [4608/45000]	Loss: 0.2857	LR: 0.000800
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Training Epoch: 18 [5888/45000]	Loss: 0.3609	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2605	LR: 0.000800
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Training Epoch: 18 [7168/45000]	Loss: 0.2964	LR: 0.000800
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Training Epoch: 18 [7680/45000]	Loss: 0.2961	LR: 0.000800
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Training Epoch: 18 [8960/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2426	LR: 0.000800
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Training Epoch: 18 [9728/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.3086	LR: 0.000800
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Training Epoch: 18 [11008/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2201	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2243	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2099	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.3742	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2202	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2751	LR: 0.000800
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Training Epoch: 18 [18944/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.4127	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3824	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3454	LR: 0.000800
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Training Epoch: 18 [23808/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.2124	LR: 0.000800
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Training Epoch: 18 [24576/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2425	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2746	LR: 0.000800
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Training Epoch: 18 [25600/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3363	LR: 0.000800
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Training Epoch: 18 [26368/45000]	Loss: 0.2928	LR: 0.000800
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Training Epoch: 18 [27648/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2580	LR: 0.000800
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Training Epoch: 18 [28928/45000]	Loss: 0.3026	LR: 0.000800
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Training Epoch: 18 [29440/45000]	Loss: 0.3249	LR: 0.000800
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Training Epoch: 18 [30464/45000]	Loss: 0.2194	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2815	LR: 0.000800
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Training Epoch: 18 [35072/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2282	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2354	LR: 0.000800
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Training Epoch: 18 [37888/45000]	Loss: 0.2458	LR: 0.000800
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Training Epoch: 18 [39168/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2152	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2148	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3738	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3766	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3255	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2838, Train Accuracy: 0.9003
Epoch 18 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0014, Accuracy: 0.8841, Time consumed:0.91s
Training Epoch: 19 [256/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3650	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2131	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2270	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3715	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2164	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2577	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3671	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2005	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2158	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3651	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3472	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.1831	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3676	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2027	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2251	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2207	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3797	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2214	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2162	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3736	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2176	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.1826	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2297	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.3976	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.1738	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2223	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3923	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2124	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.4393	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2221	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3461	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2577	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2166	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2275	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2109	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3114	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2816, Train Accuracy: 0.9015
Epoch 19 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0014, Accuracy: 0.8856, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.2140	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3531	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.1830	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3532	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2161	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3792	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.3577	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3698	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3689	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.1913	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2008	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2048	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2216	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2108	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2197	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2189	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2366	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.3896	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2195	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2213	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2094	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2336	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2270	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2130	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2121	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3720	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2844	LR: 0.000800
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Training Epoch: 20 [33024/45000]	Loss: 0.2327	LR: 0.000800
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Training Epoch: 20 [33536/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3735	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2186	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.2209	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3857	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.1936	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3601	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3714	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3024	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2789, Train Accuracy: 0.9031
Epoch 20 training time consumed: 26.96s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0014, Accuracy: 0.8862, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_22h_25m_25s/ResNet18-Cifar10-seed6-ret0-20-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
MIA Attack Accuracy with XGBoost: 0.7325
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
MIA Attack Accuracy with XGBoost: 0.5045
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.6522
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.5125
Test Accuracy: 91.552734375
Retain Accuracy: 94.05424499511719
Zero-Retain Forget (ZRF): 0.819811224937439
Membership Inference Attack (MIA): 0.6844
Forget vs Retain Membership Inference Attack (MIA): 0.7325
Forget vs Test Membership Inference Attack (MIA): 0.5045
Test vs Retain Membership Inference Attack (MIA): 0.65225
Train vs Test Membership Inference Attack (MIA): 0.5125
Forget Set Accuracy (Df): 93.69830322265625
Method Execution Time: 2292.60 seconds
