
Retain class distribution for seed 9:
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 9:
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: 2.4860	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4770	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4867	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.4209	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3878	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3325	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2533	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2489	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2840	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.3394	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2915	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.2697	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.3137	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0509	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1357	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.2013	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0660	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.1810	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0358	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0024	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8738	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8302	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8219	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9154	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.9275	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9356	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8557	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9891	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8693	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9394	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7275	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.7643	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.7887	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8613	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9093	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7568	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7763	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8214	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8067	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.6380	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8069	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8075	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8278	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.6736	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8861	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7029	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8120	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.8012	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.8204	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8850	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7895	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7201	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.8448	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6941	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7748	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.8236	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7693	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7411	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7491	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7411	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7268	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7847	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7303	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7244	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.7025	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7527	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6122	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7398	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.5513	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7381	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.5362	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7369	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6183	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6870	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6905	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6211	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5542	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6721	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.8432	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8218	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6578	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.8809	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7205	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.9449	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.8958	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.8000	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.7789	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6445	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7847	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6642	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.7154	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7428	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5237	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7029	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5424	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5460	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4790	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.7104	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6203	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6815	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6553	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.7174	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6635	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.6678	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6664	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.7324	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6332	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.6726	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5561	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5428	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6899	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.4820	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4720	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5863	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.6067	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5156	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.3539	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.5394	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5167	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4513	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.6494	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.6677	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5680	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5682	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.6760	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.7144	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.5121	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.7229	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5745	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.6329	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5170	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.6251	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.6801	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4978	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.7543	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5879	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5252	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5983	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.3164	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5820	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.6561	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5075	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.7410	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.6154	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5994	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4475	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.6345	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5661	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5254	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.7479	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.6353	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.3556	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.7172	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.6289	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.5811	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4580	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4432	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.4195	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3918	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5387	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3944	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4253	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3624	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.5084	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3727	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3816	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4414	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3459	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4795	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4649	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4018	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.2693	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5702	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4485	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3546	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.6200	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7238, Train Accuracy: 0.3727
Epoch 1 training time consumed: 26.96s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0065, Accuracy: 0.4488, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3260	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4946	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.5342	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.6164	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3627	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.6375	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.4317	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.5355	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.4553	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.4074	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.4829	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4090	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3984	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.4476	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.5220	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.4924	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3276	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3665	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.5462	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.4646	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3177	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.5031	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.2835	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3055	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3176	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3015	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.2077	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.3289	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.2217	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.3667	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.2664	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.1669	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2384	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2039	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.4435	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4195	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3109	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.5058	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2965	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3078	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.4272	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2570	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.1892	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3620	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2503	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3158	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2859	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2571	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.4088	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.4037	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2885	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2774	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2496	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.1812	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2402	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2365	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2726	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2518	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2874	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.1993	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.1778	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2344	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2888	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.1810	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2017	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.1655	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2828	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.3007	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.2327	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2270	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2403	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.1430	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.1965	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.1278	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1373	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.4024	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.3441	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.0919	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1404	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.3095	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2112	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1414	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2635	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2287	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.1106	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1435	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.0871	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1992	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.0666	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1537	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.1630	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.0945	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.0923	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.0750	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1237	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1779	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.0453	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2653	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.0989	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1786	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1177	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 1.2669	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.2003	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1955	LR: 0.100000
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Training Epoch: 2 [27392/45000]	Loss: 1.2797	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1314	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.2368	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1446	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1847	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.2694	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.2758	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1559	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.0808	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.2322	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.1223	LR: 0.100000
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Training Epoch: 2 [30976/45000]	Loss: 1.1248	LR: 0.100000
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Training Epoch: 2 [31488/45000]	Loss: 1.2047	LR: 0.100000
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Training Epoch: 2 [33024/45000]	Loss: 1.1746	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 0.9700	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 1.1021	LR: 0.100000
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Training Epoch: 2 [35840/45000]	Loss: 1.1190	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1130	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.2162	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0217	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0966	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.0876	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0066	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.0756	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.2553	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1088	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.2054	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.2148	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 0.9924	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.2513	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.2048	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.0838	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.1855	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1587	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.0709	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.2048	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0508	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1253	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0448	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0768	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.2249	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0767	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 0.9382	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0957	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0231	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0683	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0440	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0307	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.1500	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0595	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0631	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1032	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2198, Train Accuracy: 0.5604
Epoch 2 training time consumed: 26.45s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0040, Accuracy: 0.6426, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1205	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1513	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0636	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0879	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.9557	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.9736	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0042	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.8181	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9323	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.9170	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.9955	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0378	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.0097	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0511	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0527	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0982	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9607	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0978	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0280	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.9836	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0138	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.1387	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.9891	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0786	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0761	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0773	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9976	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0513	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0025	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0741	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.0970	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0227	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.0489	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.0637	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.1447	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.0715	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0610	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 0.9640	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0805	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 0.9895	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0055	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0266	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9665	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 0.9532	LR: 0.100000
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Training Epoch: 3 [12544/45000]	Loss: 1.1306	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 0.9864	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 0.8536	LR: 0.100000
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Training Epoch: 3 [13568/45000]	Loss: 1.0153	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 0.9252	LR: 0.100000
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Training Epoch: 3 [14336/45000]	Loss: 1.0968	LR: 0.100000
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Training Epoch: 3 [14848/45000]	Loss: 0.8921	LR: 0.100000
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Training Epoch: 3 [16640/45000]	Loss: 0.8284	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 0.9563	LR: 0.100000
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Training Epoch: 3 [25600/45000]	Loss: 1.0033	LR: 0.100000
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Training Epoch: 3 [26368/45000]	Loss: 0.9644	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 0.8757	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.9276	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.8768	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9304	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9153	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9576	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.0912	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.0213	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.0616	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.8932	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9239	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.8774	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.9127	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.0406	LR: 0.100000
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Training Epoch: 3 [30976/45000]	Loss: 0.8700	LR: 0.100000
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Training Epoch: 3 [32000/45000]	Loss: 0.8889	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9303	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.9074	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.8453	LR: 0.100000
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Training Epoch: 3 [35072/45000]	Loss: 0.9872	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.8876	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.8326	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.8042	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.0025	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.8882	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9255	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.7574	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.0257	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.8957	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9534	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9396	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.7622	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.8226	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9474	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.8317	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.8841	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9037	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9512	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9949	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.7822	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.8564	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8877	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.8037	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.8704	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8827	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.8872	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.0696	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.7998	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.7977	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.8287	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8667	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.8921	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9353	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.8483	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9534	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.9599	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8444	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9595, Train Accuracy: 0.6584
Epoch 3 training time consumed: 26.34s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0046, Accuracy: 0.6299, Time consumed:0.91s
Training Epoch: 4 [256/45000]	Loss: 0.8648	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.7722	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.8680	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.7600	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.7964	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8898	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.7531	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8636	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8373	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9621	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9675	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8998	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9493	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8487	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9486	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8431	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8433	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.9812	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8455	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 1.0040	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9168	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 1.0329	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.9043	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9531	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.8304	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.9939	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.8132	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.8603	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.9171	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.8128	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.9171	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.8751	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8669	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.8344	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.7608	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.8999	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.9163	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.7484	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.7831	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.7213	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.9164	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.9011	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.8806	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.8801	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8830	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8284, Train Accuracy: 0.7070
Epoch 4 training time consumed: 26.39s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0042, Accuracy: 0.6629, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.6927	LR: 0.100000
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Training Epoch: 5 [41472/45000]	Loss: 0.7422	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.5787	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.6635	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.7131	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6369	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.7196	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.6528	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6010	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7634	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.6947	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7188	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7278	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6375	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6765	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6191	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7309, Train Accuracy: 0.7447
Epoch 5 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0028, Accuracy: 0.7600, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.8130	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6695	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7021	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6008	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6564	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7593	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7444	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6579	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.6019	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.7093	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.6486	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.6728	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6606	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6937	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6175	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.6174	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.8346	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.7137	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.8469	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.7636	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6077	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6211	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.7257	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7017	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.6762	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.6508	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.7715	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.6199	LR: 0.100000
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Training Epoch: 6 [7680/45000]	Loss: 0.5376	LR: 0.100000
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Training Epoch: 6 [9216/45000]	Loss: 0.7144	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.5603	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.6117	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.6593	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.5333	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.6524	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.6919	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.7203	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.5870	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.6477	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.6057	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.5979	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.7141	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.6720	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.6883	LR: 0.100000
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Training Epoch: 6 [13312/45000]	Loss: 0.6387	LR: 0.100000
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Training Epoch: 6 [13824/45000]	Loss: 0.6921	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.6930	LR: 0.100000
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Training Epoch: 6 [15104/45000]	Loss: 0.6096	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.6453	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.7051	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.6493	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.6405	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.6658	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.5966	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.7291	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6645	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6498	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.7094	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.7296	LR: 0.100000
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Training Epoch: 6 [18432/45000]	Loss: 0.6836	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.7224	LR: 0.100000
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Training Epoch: 6 [19200/45000]	Loss: 0.6157	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.6881	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6636	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6899	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.6187	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6882	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6163	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.5687	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.6526	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.6095	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.7066	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.7850	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.6847	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.4437	LR: 0.100000
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Training Epoch: 6 [23040/45000]	Loss: 0.5379	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.6578	LR: 0.100000
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Training Epoch: 6 [24320/45000]	Loss: 0.7643	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.7051	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.5885	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.6602	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.6918	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.5278	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.6068	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.6756	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.5494	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.6415	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.7189	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6140	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.7929	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.5912	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.5827	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6992	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.5994	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6391	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5676	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.7460	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6634	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6719	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.7098	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.6402	LR: 0.100000
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Training Epoch: 6 [35072/45000]	Loss: 0.6372	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.6843	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.6636	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.6466	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.5801	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.6122	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.7627	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.6713	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6428	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.6730	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.6471	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.6565	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.5927	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.6315	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6292	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.6851	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.7622	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.7131	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.8445	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.6895	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.7342	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6138	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.7184	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.5829	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6725	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6206	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6104	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.7008	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.5710	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.5905	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6561	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6447	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6171	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.7278	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6351	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6130	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.5336	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6180	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.8517	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6638, Train Accuracy: 0.7677
Epoch 6 training time consumed: 26.64s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0033, Accuracy: 0.7286, Time consumed:0.95s
Training Epoch: 7 [256/45000]	Loss: 0.5175	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.4988	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.5975	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6552	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.5419	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.7502	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5731	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.7307	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5890	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5279	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6916	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6056	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6177	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.5998	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6211	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.7023	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6783	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6244	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.7382	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.7897	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.5862	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.5799	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.5869	LR: 0.100000
Training Epoch: 7 [6400/45000]	Loss: 0.6980	LR: 0.100000
Training Epoch: 7 [6656/45000]	Loss: 0.5664	LR: 0.100000
Training Epoch: 7 [6912/45000]	Loss: 0.5924	LR: 0.100000
Training Epoch: 7 [7168/45000]	Loss: 0.6213	LR: 0.100000
Training Epoch: 7 [7424/45000]	Loss: 0.5384	LR: 0.100000
Training Epoch: 7 [7680/45000]	Loss: 0.6078	LR: 0.100000
Training Epoch: 7 [7936/45000]	Loss: 0.6319	LR: 0.100000
Training Epoch: 7 [8192/45000]	Loss: 0.6878	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.5872	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.6292	LR: 0.100000
Training Epoch: 7 [8960/45000]	Loss: 0.6605	LR: 0.100000
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Training Epoch: 7 [10496/45000]	Loss: 0.6016	LR: 0.100000
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Training Epoch: 7 [11008/45000]	Loss: 0.5475	LR: 0.100000
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Training Epoch: 7 [13568/45000]	Loss: 0.5377	LR: 0.100000
Training Epoch: 7 [13824/45000]	Loss: 0.6853	LR: 0.100000
Training Epoch: 7 [14080/45000]	Loss: 0.6625	LR: 0.100000
Training Epoch: 7 [14336/45000]	Loss: 0.5431	LR: 0.100000
Training Epoch: 7 [14592/45000]	Loss: 0.5926	LR: 0.100000
Training Epoch: 7 [14848/45000]	Loss: 0.6128	LR: 0.100000
Training Epoch: 7 [15104/45000]	Loss: 0.6407	LR: 0.100000
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Training Epoch: 7 [15616/45000]	Loss: 0.5823	LR: 0.100000
Training Epoch: 7 [15872/45000]	Loss: 0.7270	LR: 0.100000
Training Epoch: 7 [16128/45000]	Loss: 0.5943	LR: 0.100000
Training Epoch: 7 [16384/45000]	Loss: 0.5740	LR: 0.100000
Training Epoch: 7 [16640/45000]	Loss: 0.6711	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.6534	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.6462	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.6699	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 0.5784	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 0.5904	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 0.6310	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 0.6364	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 0.5187	LR: 0.100000
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Training Epoch: 7 [19200/45000]	Loss: 0.6042	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.6414	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.6284	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.7117	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.6586	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.6163	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 0.5350	LR: 0.100000
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Training Epoch: 7 [23552/45000]	Loss: 0.6300	LR: 0.100000
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Training Epoch: 7 [24320/45000]	Loss: 0.6542	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.6224	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 0.7100	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 0.5951	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 0.6974	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 0.5638	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.5538	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.5082	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.6387	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.6119	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.5821	LR: 0.100000
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Training Epoch: 7 [28160/45000]	Loss: 0.6327	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 0.6682	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.5531	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5977	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.5706	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6139	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5929	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5855	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5493	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6595	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6203, Train Accuracy: 0.7848
Epoch 7 training time consumed: 26.64s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0025, Accuracy: 0.7924, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.6342	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6919	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.6585	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6683	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5353	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5546	LR: 0.020000
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Training Epoch: 8 [3328/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.5045	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5014	LR: 0.020000
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Training Epoch: 8 [27904/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.5067	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4100	LR: 0.020000
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Training Epoch: 8 [30720/45000]	Loss: 0.3786	LR: 0.020000
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Training Epoch: 8 [35328/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.3598	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5004	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.2922	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4438	LR: 0.020000
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Training Epoch: 8 [37120/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4208	LR: 0.020000
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Training Epoch: 8 [38400/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4491	LR: 0.020000
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Training Epoch: 8 [39168/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4538	LR: 0.020000
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Training Epoch: 8 [40960/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3396	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.5061	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.5085	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4656, Train Accuracy: 0.8407
Epoch 8 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8427, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4730	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3474	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.3987	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.4220	LR: 0.020000
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Training Epoch: 9 [7168/45000]	Loss: 0.3861	LR: 0.020000
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Training Epoch: 9 [7680/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4417	LR: 0.020000
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Training Epoch: 9 [8960/45000]	Loss: 0.4630	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.3893	LR: 0.020000
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Training Epoch: 9 [42496/45000]	Loss: 0.3748	LR: 0.020000
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Training Epoch: 9 [43008/45000]	Loss: 0.4080	LR: 0.020000
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Training Epoch: 9 [43776/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 9 [44032/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 9 [44288/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.2860	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4241, Train Accuracy: 0.8523
Epoch 9 training time consumed: 26.60s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8595, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.3459	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 10 [3328/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 10 [3584/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 10 [3840/45000]	Loss: 0.4307	LR: 0.020000
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Training Epoch: 10 [9984/45000]	Loss: 0.4591	LR: 0.020000
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Training Epoch: 10 [10496/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 10 [10752/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 10 [11008/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.4486	LR: 0.020000
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Training Epoch: 10 [12032/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 10 [12288/45000]	Loss: 0.4458	LR: 0.020000
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Training Epoch: 10 [13312/45000]	Loss: 0.3703	LR: 0.020000
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Training Epoch: 10 [14080/45000]	Loss: 0.4220	LR: 0.020000
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Training Epoch: 10 [15616/45000]	Loss: 0.3827	LR: 0.020000
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Training Epoch: 10 [16640/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 10 [16896/45000]	Loss: 0.3632	LR: 0.020000
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Training Epoch: 10 [20224/45000]	Loss: 0.3167	LR: 0.020000
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Training Epoch: 10 [35584/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.3254	LR: 0.020000
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Training Epoch: 10 [37376/45000]	Loss: 0.3364	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4787	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3429	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.3100	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3050	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3460	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3983, Train Accuracy: 0.8622
Epoch 10 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8642, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.2888	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.4086	LR: 0.020000
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Training Epoch: 11 [4096/45000]	Loss: 0.4794	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3953	LR: 0.020000
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Training Epoch: 11 [5120/45000]	Loss: 0.3783	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.4359	LR: 0.020000
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Training Epoch: 11 [6656/45000]	Loss: 0.3884	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.4282	LR: 0.020000
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Training Epoch: 11 [7680/45000]	Loss: 0.3733	LR: 0.020000
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Training Epoch: 11 [8192/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3607	LR: 0.020000
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Training Epoch: 11 [9216/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3114	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4514	LR: 0.020000
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Training Epoch: 11 [10496/45000]	Loss: 0.4629	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.3698	LR: 0.020000
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Training Epoch: 11 [11520/45000]	Loss: 0.3455	LR: 0.020000
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Training Epoch: 11 [12032/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.3803	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.3339	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.3694	LR: 0.020000
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Training Epoch: 11 [15360/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3672	LR: 0.020000
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Training Epoch: 11 [16384/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3558	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.4062	LR: 0.020000
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Training Epoch: 11 [18432/45000]	Loss: 0.3987	LR: 0.020000
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Training Epoch: 11 [19456/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3457	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3194	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3911	LR: 0.020000
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Training Epoch: 11 [28928/45000]	Loss: 0.3538	LR: 0.020000
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Training Epoch: 11 [29440/45000]	Loss: 0.4062	LR: 0.020000
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Training Epoch: 11 [29952/45000]	Loss: 0.2621	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.3593	LR: 0.020000
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Training Epoch: 11 [35840/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.3878	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3401	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3251	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3108	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3460	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3351	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.2884	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3838, Train Accuracy: 0.8673
Epoch 11 training time consumed: 26.67s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8619, Time consumed:1.01s
Training Epoch: 12 [256/45000]	Loss: 0.3821	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3955	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3320	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.4033	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3286	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3462	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3818	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.4219	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3399	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3285	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3625	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3674	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3740	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.4037	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3873	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.2531	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3961	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.2735	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.4340	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.2392	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3540	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.2917	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.2980	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.2829	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.4364	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.2945	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.4011	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3766	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3795	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3735	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3129	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3040	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3968	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3605	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3692	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2552	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3552	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3174	LR: 0.004000
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Training Epoch: 12 [21760/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 12 [22016/45000]	Loss: 0.3176	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 12 [23040/45000]	Loss: 0.2979	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.3604	LR: 0.004000
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Training Epoch: 12 [38144/45000]	Loss: 0.3651	LR: 0.004000
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Training Epoch: 12 [39168/45000]	Loss: 0.3626	LR: 0.004000
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Training Epoch: 12 [40448/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3016	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3677	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.2993	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3141	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2796	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3705	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3384	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.4175	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3342, Train Accuracy: 0.8830
Epoch 12 training time consumed: 26.59s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0015, Accuracy: 0.8780, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.2943	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.2988	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3642	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.2826	LR: 0.004000
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Training Epoch: 13 [4096/45000]	Loss: 0.3085	LR: 0.004000
Training Epoch: 13 [4352/45000]	Loss: 0.3222	LR: 0.004000
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Training Epoch: 13 [19968/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 13 [20736/45000]	Loss: 0.3140	LR: 0.004000
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Training Epoch: 13 [22784/45000]	Loss: 0.3382	LR: 0.004000
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Training Epoch: 13 [25856/45000]	Loss: 0.3354	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.2891	LR: 0.004000
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Training Epoch: 13 [27392/45000]	Loss: 0.2158	LR: 0.004000
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Training Epoch: 13 [27904/45000]	Loss: 0.3654	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.3462	LR: 0.004000
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Training Epoch: 13 [29440/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.2410	LR: 0.004000
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Training Epoch: 13 [35584/45000]	Loss: 0.3451	LR: 0.004000
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Training Epoch: 13 [38656/45000]	Loss: 0.3342	LR: 0.004000
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Training Epoch: 13 [39424/45000]	Loss: 0.3080	LR: 0.004000
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Training Epoch: 13 [39936/45000]	Loss: 0.3587	LR: 0.004000
Training Epoch: 13 [40192/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 13 [40448/45000]	Loss: 0.3217	LR: 0.004000
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Training Epoch: 13 [40960/45000]	Loss: 0.3377	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.2584	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.2479	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3096	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.2293	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2406	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2832	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3186, Train Accuracy: 0.8883
Epoch 13 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8810, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2702	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2980	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3174	LR: 0.004000
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Training Epoch: 14 [44288/45000]	Loss: 0.3635	LR: 0.004000
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Training Epoch: 14 [44800/45000]	Loss: 0.2208	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3138	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3102, Train Accuracy: 0.8924
Epoch 14 training time consumed: 26.67s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8838, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3373	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2453	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2560	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2728	LR: 0.004000
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Training Epoch: 15 [16896/45000]	Loss: 0.3681	LR: 0.004000
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Training Epoch: 15 [29696/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.4436	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3794	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.2268	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3281	LR: 0.004000
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Training Epoch: 15 [32512/45000]	Loss: 0.3450	LR: 0.004000
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Training Epoch: 15 [36608/45000]	Loss: 0.3206	LR: 0.004000
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Training Epoch: 15 [37632/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.2843	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2935	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3546	LR: 0.004000
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Training Epoch: 15 [40192/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2446	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2440	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2550	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3072	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2648	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2751	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2565	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2132	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3370	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3023, Train Accuracy: 0.8939
Epoch 15 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8841, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3587	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3933	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2553	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2716	LR: 0.000800
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Training Epoch: 16 [9728/45000]	Loss: 0.2788	LR: 0.000800
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Training Epoch: 16 [10496/45000]	Loss: 0.3164	LR: 0.000800
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Training Epoch: 16 [11008/45000]	Loss: 0.3190	LR: 0.000800
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Training Epoch: 16 [13824/45000]	Loss: 0.3156	LR: 0.000800
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Training Epoch: 16 [20480/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.2588	LR: 0.000800
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Training Epoch: 16 [22784/45000]	Loss: 0.2887	LR: 0.000800
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Training Epoch: 16 [26368/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.3388	LR: 0.000800
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Training Epoch: 16 [27136/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.3484	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.1999	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2294	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.3618	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.3423	LR: 0.000800
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Training Epoch: 16 [31232/45000]	Loss: 0.2853	LR: 0.000800
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Training Epoch: 16 [32512/45000]	Loss: 0.3055	LR: 0.000800
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Training Epoch: 16 [34816/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.2351	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2107	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2083	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2889, Train Accuracy: 0.8994
Epoch 16 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0014, Accuracy: 0.8859, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3836	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.1899	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3738	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2253	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.1908	LR: 0.000800
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Training Epoch: 17 [9216/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.3430	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.3387	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.2213	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2248	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2052	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3660	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2388	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3870	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3400	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.1906	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2304	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2069	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.4083	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.2499	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.3902	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.4084	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3829	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2001	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2290	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3405	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2974	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2884, Train Accuracy: 0.8995
Epoch 17 training time consumed: 26.73s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8859, Time consumed:1.04s
Training Epoch: 18 [256/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2300	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2087	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2273	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2215	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.1852	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.4205	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.2179	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2233	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3500	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.3400	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.1993	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3349	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.4279	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3609	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3559	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3594	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.2347	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.1990	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.3602	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3598	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3433	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3418	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2870, Train Accuracy: 0.9002
Epoch 18 training time consumed: 26.63s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0014, Accuracy: 0.8874, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Monday_22_September_2025_00h_20m_06s/ResNet18-Cifar10-seed9-ret0-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2261	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2034	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2052	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2156	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2200	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2290	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2008	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3566	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3759	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2211	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2092	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2396	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3871	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3836	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3639	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2235	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2012	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3784	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2361	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2263	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.1974	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.1897	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2662	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2819, Train Accuracy: 0.9005
Epoch 19 training time consumed: 26.61s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8864, Time consumed:0.91s
Training Epoch: 20 [256/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2219	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2220	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2192	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2268	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2175	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2128	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3645	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2193	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3692	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2296	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2153	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2462	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.3814	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.1880	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2381	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2102	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.4169	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2112	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2037	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2176	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2300	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2020	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2218	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.4022	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3862	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3829	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2883	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2807, Train Accuracy: 0.9018
Epoch 20 training time consumed: 26.53s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0014, Accuracy: 0.8872, Time consumed:0.92s
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: 0.7380
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
MIA Attack Accuracy with XGBoost: 0.5055
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.6725
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.5115
Test Accuracy: 91.552734375
Retain Accuracy: 93.94646453857422
Zero-Retain Forget (ZRF): 0.8243276476860046
Membership Inference Attack (MIA): 0.6798
Forget vs Retain Membership Inference Attack (MIA): 0.738
Forget vs Test Membership Inference Attack (MIA): 0.5055
Test vs Retain Membership Inference Attack (MIA): 0.6725
Train vs Test Membership Inference Attack (MIA): 0.5115
Forget Set Accuracy (Df): 93.9866714477539
Method Execution Time: 2267.11 seconds
