hello
hello
Labels

📌S Retain class distribution for seed 4:
Class 0: 4500
Class 1: 4500
Class 2: 4500
Class 3: 4500
Class 4: 4500
Class 5: 4500
Class 6: 4500
Class 7: 4500
Class 8: 4500
Class 9: 4500

📌S Forget class distribution for seed 4:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
780909900
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3366	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3093	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3102	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3235	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2653	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2487	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2383	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2585	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.1832	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2270	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.0709	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.0796	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.0515	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0677	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 1.9766	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.8839	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0040	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.8903	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.8671	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9346	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8605	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.7717	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.7376	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.6139	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.7034	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.7733	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8182	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7757	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8310	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.7401	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.6951	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.6920	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.6095	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.6382	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.6382	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.5768	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.6527	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.6305	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7524	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.6259	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7028	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8380	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8153	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7064	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.5570	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.5948	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6665	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.5152	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.5534	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.5296	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7128	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.5438	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6391	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.5584	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6191	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.5305	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.4531	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.5994	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.5208	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6257	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.4820	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.5457	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5687	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.4758	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6494	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6959	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6071	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.5101	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.5522	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.5306	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.4110	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7419	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.4911	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6481	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5811	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6265	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5535	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6720	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.4368	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5779	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5857	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7012	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5887	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6273	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.6176	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5087	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6428	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6730	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5350	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6134	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5227	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.3930	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5517	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5413	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5095	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6047	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5252	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5877	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5760	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.3883	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.4405	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4919	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.4878	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.4199	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4238	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5197	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.3959	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5790	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.6263	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.2210	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.4202	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.3959	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4059	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.3355	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4895	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.3308	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.3850	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.3553	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.3524	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.3821	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.3482	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.3112	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.1391	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4522	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.3058	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.4125	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4342	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.4112	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.2960	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3250	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.3906	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4671	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.3252	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.2770	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3808	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3000	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4366	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.2474	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.3776	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.2819	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.2644	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.3862	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3486	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.2441	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.3634	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.2805	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.2016	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.4208	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.1860	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4962	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.4267	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.2342	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3421	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4275	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.3134	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.1738	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4774	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.2658	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3928	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.1706	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3281	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.1967	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.2610	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4392	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3242	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.2292	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.1139	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.1365	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.1142	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.1044	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.1015	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.1577	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.1500	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.0913	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.1321	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.0745	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5480, Train Accuracy: 0.4368
Epoch 1 training time consumed: 17.84s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0081, Accuracy: 0.4493, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.0983	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.0025	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.1426	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.0945	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 0.9813	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 1.0720	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 0.9118	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 1.1399	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 0.9358	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 1.0418	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 0.9723	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 0.9991	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 1.1108	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 0.8924	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 0.8879	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.8504	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 0.9554	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.8710	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 0.9038	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.9644	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 0.9045	LR: 0.020000
Training Epoch: 2 [5632/45000]	Loss: 1.0516	LR: 0.020000
Training Epoch: 2 [5888/45000]	Loss: 0.8815	LR: 0.020000
Training Epoch: 2 [6144/45000]	Loss: 0.9144	LR: 0.020000
Training Epoch: 2 [6400/45000]	Loss: 0.8164	LR: 0.020000
Training Epoch: 2 [6656/45000]	Loss: 0.8256	LR: 0.020000
Training Epoch: 2 [6912/45000]	Loss: 0.8546	LR: 0.020000
Training Epoch: 2 [7168/45000]	Loss: 0.9205	LR: 0.020000
Training Epoch: 2 [7424/45000]	Loss: 0.9702	LR: 0.020000
Training Epoch: 2 [7680/45000]	Loss: 0.8654	LR: 0.020000
Training Epoch: 2 [7936/45000]	Loss: 0.9388	LR: 0.020000
Training Epoch: 2 [8192/45000]	Loss: 0.8932	LR: 0.020000
Training Epoch: 2 [8448/45000]	Loss: 0.7496	LR: 0.020000
Training Epoch: 2 [8704/45000]	Loss: 0.8364	LR: 0.020000
Training Epoch: 2 [8960/45000]	Loss: 1.0168	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.8555	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.8613	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 0.8969	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 0.8813	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.9578	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 0.8356	LR: 0.020000
Training Epoch: 2 [10752/45000]	Loss: 0.8202	LR: 0.020000
Training Epoch: 2 [11008/45000]	Loss: 0.7951	LR: 0.020000
Training Epoch: 2 [11264/45000]	Loss: 0.7314	LR: 0.020000
Training Epoch: 2 [11520/45000]	Loss: 0.8118	LR: 0.020000
Training Epoch: 2 [11776/45000]	Loss: 0.8769	LR: 0.020000
Training Epoch: 2 [12032/45000]	Loss: 0.8609	LR: 0.020000
Training Epoch: 2 [12288/45000]	Loss: 0.8211	LR: 0.020000
Training Epoch: 2 [12544/45000]	Loss: 0.8503	LR: 0.020000
Training Epoch: 2 [12800/45000]	Loss: 0.7216	LR: 0.020000
Training Epoch: 2 [13056/45000]	Loss: 0.8993	LR: 0.020000
Training Epoch: 2 [13312/45000]	Loss: 0.8703	LR: 0.020000
Training Epoch: 2 [13568/45000]	Loss: 0.8655	LR: 0.020000
Training Epoch: 2 [13824/45000]	Loss: 0.7385	LR: 0.020000
Training Epoch: 2 [14080/45000]	Loss: 0.8030	LR: 0.020000
Training Epoch: 2 [14336/45000]	Loss: 0.9277	LR: 0.020000
Training Epoch: 2 [14592/45000]	Loss: 0.9579	LR: 0.020000
Training Epoch: 2 [14848/45000]	Loss: 0.9448	LR: 0.020000
Training Epoch: 2 [15104/45000]	Loss: 0.7721	LR: 0.020000
Training Epoch: 2 [15360/45000]	Loss: 0.8788	LR: 0.020000
Training Epoch: 2 [15616/45000]	Loss: 1.0214	LR: 0.020000
Training Epoch: 2 [15872/45000]	Loss: 0.7714	LR: 0.020000
Training Epoch: 2 [16128/45000]	Loss: 0.8511	LR: 0.020000
Training Epoch: 2 [16384/45000]	Loss: 0.8819	LR: 0.020000
Training Epoch: 2 [16640/45000]	Loss: 0.9405	LR: 0.020000
Training Epoch: 2 [16896/45000]	Loss: 0.6890	LR: 0.020000
Training Epoch: 2 [17152/45000]	Loss: 0.9001	LR: 0.020000
Training Epoch: 2 [17408/45000]	Loss: 0.8721	LR: 0.020000
Training Epoch: 2 [17664/45000]	Loss: 0.7115	LR: 0.020000
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Training Epoch: 2 [18432/45000]	Loss: 0.7443	LR: 0.020000
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Training Epoch: 2 [19200/45000]	Loss: 0.7539	LR: 0.020000
Training Epoch: 2 [19456/45000]	Loss: 0.8441	LR: 0.020000
Training Epoch: 2 [19712/45000]	Loss: 0.7061	LR: 0.020000
Training Epoch: 2 [19968/45000]	Loss: 0.8246	LR: 0.020000
Training Epoch: 2 [20224/45000]	Loss: 0.8931	LR: 0.020000
Training Epoch: 2 [20480/45000]	Loss: 0.7120	LR: 0.020000
Training Epoch: 2 [20736/45000]	Loss: 0.7645	LR: 0.020000
Training Epoch: 2 [20992/45000]	Loss: 0.8132	LR: 0.020000
Training Epoch: 2 [21248/45000]	Loss: 0.7931	LR: 0.020000
Training Epoch: 2 [21504/45000]	Loss: 0.6834	LR: 0.020000
Training Epoch: 2 [21760/45000]	Loss: 0.7777	LR: 0.020000
Training Epoch: 2 [22016/45000]	Loss: 0.7915	LR: 0.020000
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Training Epoch: 2 [23040/45000]	Loss: 0.8005	LR: 0.020000
Training Epoch: 2 [23296/45000]	Loss: 0.8831	LR: 0.020000
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Training Epoch: 2 [23808/45000]	Loss: 0.8580	LR: 0.020000
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Training Epoch: 2 [24320/45000]	Loss: 0.8940	LR: 0.020000
Training Epoch: 2 [24576/45000]	Loss: 0.8651	LR: 0.020000
Training Epoch: 2 [24832/45000]	Loss: 0.7220	LR: 0.020000
Training Epoch: 2 [25088/45000]	Loss: 0.8561	LR: 0.020000
Training Epoch: 2 [25344/45000]	Loss: 0.7616	LR: 0.020000
Training Epoch: 2 [25600/45000]	Loss: 0.8406	LR: 0.020000
Training Epoch: 2 [25856/45000]	Loss: 0.8272	LR: 0.020000
Training Epoch: 2 [26112/45000]	Loss: 0.8286	LR: 0.020000
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Training Epoch: 2 [28416/45000]	Loss: 0.8638	LR: 0.020000
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Training Epoch: 2 [39168/45000]	Loss: 0.6135	LR: 0.020000
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Training Epoch: 2 [40960/45000]	Loss: 0.7541	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.7275	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.8621	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.8223	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.6954	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.7055	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.8719	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.7600	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.7102	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.7204	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.8265	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.8157	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.6998	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.7630	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.7103	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.7671	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.7101	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8195, Train Accuracy: 0.7080
Epoch 2 training time consumed: 17.15s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0034, Accuracy: 0.7032, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.6781	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.6699	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.6706	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.6275	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.6201	LR: 0.020000
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Training Epoch: 3 [2560/45000]	Loss: 0.5956	LR: 0.020000
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Training Epoch: 3 [3328/45000]	Loss: 0.6184	LR: 0.020000
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Training Epoch: 3 [29440/45000]	Loss: 0.5178	LR: 0.020000
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Training Epoch: 3 [36864/45000]	Loss: 0.6352	LR: 0.020000
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Training Epoch: 3 [38656/45000]	Loss: 0.7956	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.5714	LR: 0.020000
Training Epoch: 3 [39424/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 3 [39680/45000]	Loss: 0.7223	LR: 0.020000
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Training Epoch: 3 [40448/45000]	Loss: 0.6210	LR: 0.020000
Training Epoch: 3 [40704/45000]	Loss: 0.6803	LR: 0.020000
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Training Epoch: 3 [41216/45000]	Loss: 0.6147	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.6850	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.6630	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.6822	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.6273	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.5884	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.5979	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.6155	LR: 0.020000
Epoch 3 - Average Train Loss: 0.6168, Train Accuracy: 0.7824
Epoch 3 training time consumed: 17.36s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0028, Accuracy: 0.7565, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.3978	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 4 [4352/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.4721	LR: 0.020000
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Training Epoch: 4 [5120/45000]	Loss: 0.4414	LR: 0.020000
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Training Epoch: 4 [5632/45000]	Loss: 0.4408	LR: 0.020000
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Training Epoch: 4 [7680/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.4432	LR: 0.020000
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Training Epoch: 4 [39168/45000]	Loss: 0.4919	LR: 0.020000
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Training Epoch: 4 [40448/45000]	Loss: 0.6294	LR: 0.020000
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Training Epoch: 4 [40960/45000]	Loss: 0.5268	LR: 0.020000
Training Epoch: 4 [41216/45000]	Loss: 0.4548	LR: 0.020000
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Training Epoch: 4 [41728/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 4 [41984/45000]	Loss: 0.5274	LR: 0.020000
Training Epoch: 4 [42240/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 4 [42496/45000]	Loss: 0.5242	LR: 0.020000
Training Epoch: 4 [42752/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 4 [43008/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.5932	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.5070	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4722, Train Accuracy: 0.8332
Epoch 4 training time consumed: 17.41s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0026, Accuracy: 0.7781, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3883	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.4335	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.3682	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.2709	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.2832	LR: 0.004000
Training Epoch: 5 [4096/45000]	Loss: 0.2723	LR: 0.004000
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Training Epoch: 5 [5120/45000]	Loss: 0.2562	LR: 0.004000
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Training Epoch: 5 [5632/45000]	Loss: 0.2864	LR: 0.004000
Training Epoch: 5 [5888/45000]	Loss: 0.2281	LR: 0.004000
Training Epoch: 5 [6144/45000]	Loss: 0.2768	LR: 0.004000
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Training Epoch: 5 [7168/45000]	Loss: 0.2545	LR: 0.004000
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Training Epoch: 5 [7680/45000]	Loss: 0.3328	LR: 0.004000
Training Epoch: 5 [7936/45000]	Loss: 0.2407	LR: 0.004000
Training Epoch: 5 [8192/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 5 [8448/45000]	Loss: 0.2384	LR: 0.004000
Training Epoch: 5 [8704/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 5 [8960/45000]	Loss: 0.2597	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.2436	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.2166	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.2077	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.1559	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2255	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.2451	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.1960	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2298	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.1922	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.2397	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.2332	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2370	LR: 0.004000
Training Epoch: 5 [12544/45000]	Loss: 0.2276	LR: 0.004000
Training Epoch: 5 [12800/45000]	Loss: 0.3022	LR: 0.004000
Training Epoch: 5 [13056/45000]	Loss: 0.2574	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.1734	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2056	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.2312	LR: 0.004000
Training Epoch: 5 [14336/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 5 [14592/45000]	Loss: 0.2059	LR: 0.004000
Training Epoch: 5 [14848/45000]	Loss: 0.2300	LR: 0.004000
Training Epoch: 5 [15104/45000]	Loss: 0.2305	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.2372	LR: 0.004000
Training Epoch: 5 [15872/45000]	Loss: 0.1931	LR: 0.004000
Training Epoch: 5 [16128/45000]	Loss: 0.1862	LR: 0.004000
Training Epoch: 5 [16384/45000]	Loss: 0.2814	LR: 0.004000
Training Epoch: 5 [16640/45000]	Loss: 0.2215	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2213	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 5 [17408/45000]	Loss: 0.2816	LR: 0.004000
Training Epoch: 5 [17664/45000]	Loss: 0.2120	LR: 0.004000
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Training Epoch: 5 [18432/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 5 [18688/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 5 [18944/45000]	Loss: 0.2325	LR: 0.004000
Training Epoch: 5 [19200/45000]	Loss: 0.2412	LR: 0.004000
Training Epoch: 5 [19456/45000]	Loss: 0.2741	LR: 0.004000
Training Epoch: 5 [19712/45000]	Loss: 0.2324	LR: 0.004000
Training Epoch: 5 [19968/45000]	Loss: 0.1899	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.2432	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.2146	LR: 0.004000
Training Epoch: 5 [20736/45000]	Loss: 0.1835	LR: 0.004000
Training Epoch: 5 [20992/45000]	Loss: 0.2032	LR: 0.004000
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Training Epoch: 5 [22016/45000]	Loss: 0.2461	LR: 0.004000
Training Epoch: 5 [22272/45000]	Loss: 0.2167	LR: 0.004000
Training Epoch: 5 [22528/45000]	Loss: 0.2481	LR: 0.004000
Training Epoch: 5 [22784/45000]	Loss: 0.2247	LR: 0.004000
Training Epoch: 5 [23040/45000]	Loss: 0.2591	LR: 0.004000
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Training Epoch: 5 [24064/45000]	Loss: 0.2194	LR: 0.004000
Training Epoch: 5 [24320/45000]	Loss: 0.2013	LR: 0.004000
Training Epoch: 5 [24576/45000]	Loss: 0.2240	LR: 0.004000
Training Epoch: 5 [24832/45000]	Loss: 0.1726	LR: 0.004000
Training Epoch: 5 [25088/45000]	Loss: 0.2408	LR: 0.004000
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Training Epoch: 5 [26368/45000]	Loss: 0.2525	LR: 0.004000
Training Epoch: 5 [26624/45000]	Loss: 0.1958	LR: 0.004000
Training Epoch: 5 [26880/45000]	Loss: 0.2456	LR: 0.004000
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Training Epoch: 5 [27904/45000]	Loss: 0.2252	LR: 0.004000
Training Epoch: 5 [28160/45000]	Loss: 0.1802	LR: 0.004000
Training Epoch: 5 [28416/45000]	Loss: 0.1971	LR: 0.004000
Training Epoch: 5 [28672/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 5 [28928/45000]	Loss: 0.2154	LR: 0.004000
Training Epoch: 5 [29184/45000]	Loss: 0.2240	LR: 0.004000
Training Epoch: 5 [29440/45000]	Loss: 0.1706	LR: 0.004000
Training Epoch: 5 [29696/45000]	Loss: 0.1924	LR: 0.004000
Training Epoch: 5 [29952/45000]	Loss: 0.2174	LR: 0.004000
Training Epoch: 5 [30208/45000]	Loss: 0.2313	LR: 0.004000
Training Epoch: 5 [30464/45000]	Loss: 0.2229	LR: 0.004000
Training Epoch: 5 [30720/45000]	Loss: 0.2497	LR: 0.004000
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Training Epoch: 5 [31232/45000]	Loss: 0.2273	LR: 0.004000
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Training Epoch: 5 [32512/45000]	Loss: 0.2205	LR: 0.004000
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Training Epoch: 5 [33024/45000]	Loss: 0.2203	LR: 0.004000
Training Epoch: 5 [33280/45000]	Loss: 0.1995	LR: 0.004000
Training Epoch: 5 [33536/45000]	Loss: 0.2611	LR: 0.004000
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Training Epoch: 5 [34560/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 5 [34816/45000]	Loss: 0.2214	LR: 0.004000
Training Epoch: 5 [35072/45000]	Loss: 0.2175	LR: 0.004000
Training Epoch: 5 [35328/45000]	Loss: 0.2531	LR: 0.004000
Training Epoch: 5 [35584/45000]	Loss: 0.2151	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.2100	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.1754	LR: 0.004000
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Training Epoch: 5 [36608/45000]	Loss: 0.1764	LR: 0.004000
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Training Epoch: 5 [37376/45000]	Loss: 0.2043	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.1895	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.2458	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.1823	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.1865	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.2365	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.2010	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.2138	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.1821	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.1923	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.1360	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.2042	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.2073	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.2248	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.1406	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.1948	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.2240	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.2204	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.2118	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.2068	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.2036	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.1860	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.1576	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.1750	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.1511	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.1682	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.1918	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.1957	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.1649	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2284, Train Accuracy: 0.9263
Epoch 5 training time consumed: 17.41s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0021, Accuracy: 0.8228, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1120	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1272	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.1503	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.1448	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1781	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1863	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1843	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1596	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1214	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1354	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1400	LR: 0.004000
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Training Epoch: 6 [3584/45000]	Loss: 0.1344	LR: 0.004000
Training Epoch: 6 [3840/45000]	Loss: 0.1181	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1279	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.1820	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1239	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.1503	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1439	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.1404	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1546	LR: 0.004000
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Training Epoch: 6 [6656/45000]	Loss: 0.1328	LR: 0.004000
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Training Epoch: 6 [7168/45000]	Loss: 0.1502	LR: 0.004000
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Training Epoch: 6 [7680/45000]	Loss: 0.1117	LR: 0.004000
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Training Epoch: 6 [8192/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 6 [8448/45000]	Loss: 0.1345	LR: 0.004000
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Training Epoch: 6 [8960/45000]	Loss: 0.1645	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1333	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1307	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1348	LR: 0.004000
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Training Epoch: 6 [11008/45000]	Loss: 0.1535	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1425	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.1226	LR: 0.004000
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Training Epoch: 6 [12032/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1185	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.0980	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1354	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.1228	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 6 [13824/45000]	Loss: 0.1256	LR: 0.004000
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Training Epoch: 6 [15360/45000]	Loss: 0.1076	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.0947	LR: 0.004000
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Training Epoch: 6 [16128/45000]	Loss: 0.1281	LR: 0.004000
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Training Epoch: 6 [16640/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.1570	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.1320	LR: 0.004000
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Training Epoch: 6 [18432/45000]	Loss: 0.1542	LR: 0.004000
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Training Epoch: 6 [19712/45000]	Loss: 0.1220	LR: 0.004000
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Training Epoch: 6 [20224/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 6 [20480/45000]	Loss: 0.1558	LR: 0.004000
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Training Epoch: 6 [22016/45000]	Loss: 0.1077	LR: 0.004000
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Training Epoch: 6 [26112/45000]	Loss: 0.1187	LR: 0.004000
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Training Epoch: 6 [28160/45000]	Loss: 0.1189	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1122	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.1259	LR: 0.004000
Training Epoch: 6 [29184/45000]	Loss: 0.1064	LR: 0.004000
Training Epoch: 6 [29440/45000]	Loss: 0.0864	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.1207	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.1377	LR: 0.004000
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Training Epoch: 6 [35584/45000]	Loss: 0.1449	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.1054	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.1198	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.1271	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1520	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.1299	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.1544	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.0647	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1486	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1333	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.1983	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.1545	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.1306	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.1447	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.1462	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.1259	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.1011	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1200	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1330	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1781	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.1562	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.1596	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.1118	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.1076	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.1213	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.1437	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.0882	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1263	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1490	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.0990	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.1529	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.1103	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.1134	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.1322	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1950	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.1212	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.1676	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1343, Train Accuracy: 0.9602
Epoch 6 training time consumed: 17.45s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0023, Accuracy: 0.8210, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0772	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.0575	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0813	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.0576	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0762	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0856	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0904	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0758	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0849	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.0753	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0943	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0787	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0636	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0954	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0686	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0650	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.1209	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0692	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0816	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0867	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0868	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.0946	LR: 0.004000
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Training Epoch: 7 [9984/45000]	Loss: 0.0547	LR: 0.004000
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Training Epoch: 7 [11264/45000]	Loss: 0.0476	LR: 0.004000
Training Epoch: 7 [11520/45000]	Loss: 0.0584	LR: 0.004000
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Training Epoch: 7 [12032/45000]	Loss: 0.0898	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0632	LR: 0.004000
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Training Epoch: 7 [15104/45000]	Loss: 0.0501	LR: 0.004000
Training Epoch: 7 [15360/45000]	Loss: 0.0926	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0897	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0619	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0651	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0608	LR: 0.004000
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Training Epoch: 7 [16896/45000]	Loss: 0.0484	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0649	LR: 0.004000
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Training Epoch: 7 [17920/45000]	Loss: 0.0529	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0677	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [18688/45000]	Loss: 0.0651	LR: 0.004000
Training Epoch: 7 [18944/45000]	Loss: 0.0876	LR: 0.004000
Training Epoch: 7 [19200/45000]	Loss: 0.0696	LR: 0.004000
Training Epoch: 7 [19456/45000]	Loss: 0.0673	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0638	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0544	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0644	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0635	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0627	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0858	LR: 0.004000
Training Epoch: 7 [21248/45000]	Loss: 0.0662	LR: 0.004000
Training Epoch: 7 [21504/45000]	Loss: 0.0477	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0628	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0912	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0787	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0570	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0732	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.1077	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.0586	LR: 0.004000
Training Epoch: 7 [23552/45000]	Loss: 0.0635	LR: 0.004000
Training Epoch: 7 [23808/45000]	Loss: 0.0547	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0787	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.0492	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.0527	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0840	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0499	LR: 0.004000
Training Epoch: 7 [25344/45000]	Loss: 0.0984	LR: 0.004000
Training Epoch: 7 [25600/45000]	Loss: 0.0349	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0663	LR: 0.004000
Training Epoch: 7 [26112/45000]	Loss: 0.0530	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0548	LR: 0.004000
Training Epoch: 7 [26624/45000]	Loss: 0.0514	LR: 0.004000
Training Epoch: 7 [26880/45000]	Loss: 0.0588	LR: 0.004000
Training Epoch: 7 [27136/45000]	Loss: 0.0556	LR: 0.004000
Training Epoch: 7 [27392/45000]	Loss: 0.0591	LR: 0.004000
Training Epoch: 7 [27648/45000]	Loss: 0.0558	LR: 0.004000
Training Epoch: 7 [27904/45000]	Loss: 0.0911	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0494	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0562	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0588	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0830	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0521	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0766	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0424	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0810	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0726	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0599	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0596	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0863	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0626	LR: 0.004000
Training Epoch: 7 [31488/45000]	Loss: 0.0509	LR: 0.004000
Training Epoch: 7 [31744/45000]	Loss: 0.0873	LR: 0.004000
Training Epoch: 7 [32000/45000]	Loss: 0.0800	LR: 0.004000
Training Epoch: 7 [32256/45000]	Loss: 0.0485	LR: 0.004000
Training Epoch: 7 [32512/45000]	Loss: 0.0727	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0826	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0688	LR: 0.004000
Training Epoch: 7 [33280/45000]	Loss: 0.0612	LR: 0.004000
Training Epoch: 7 [33536/45000]	Loss: 0.0552	LR: 0.004000
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Training Epoch: 7 [34048/45000]	Loss: 0.0750	LR: 0.004000
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Training Epoch: 7 [34560/45000]	Loss: 0.0916	LR: 0.004000
Training Epoch: 7 [34816/45000]	Loss: 0.0727	LR: 0.004000
Training Epoch: 7 [35072/45000]	Loss: 0.0971	LR: 0.004000
Training Epoch: 7 [35328/45000]	Loss: 0.0590	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.0616	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0819	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.0784	LR: 0.004000
Training Epoch: 7 [36352/45000]	Loss: 0.0706	LR: 0.004000
Training Epoch: 7 [36608/45000]	Loss: 0.0586	LR: 0.004000
Training Epoch: 7 [36864/45000]	Loss: 0.0565	LR: 0.004000
Training Epoch: 7 [37120/45000]	Loss: 0.0599	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.0824	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0618	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0480	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0598	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0716	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0594	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0816	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0959	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0961	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0650	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0511	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0697	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0585	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0717	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0687	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0580	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.0757	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0354	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0631	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0734	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0943	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0651	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0841	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0702	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0915	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0992	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.0599	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0568	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0640	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0683, Train Accuracy: 0.9855
Epoch 7 training time consumed: 17.28s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0026, Accuracy: 0.8188, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0450	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0359	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0350	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0338	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0464	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0367	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0356	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0331	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0439	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0325	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0338	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0371	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0543	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0454	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0473	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0335	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0266	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0327	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0325	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0439	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0453	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0364	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0301	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0340	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0415	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0430	LR: 0.004000
Training Epoch: 8 [10496/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [10752/45000]	Loss: 0.0507	LR: 0.004000
Training Epoch: 8 [11008/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0349	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0347	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0377	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0407	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0317	LR: 0.004000
Training Epoch: 8 [13056/45000]	Loss: 0.0407	LR: 0.004000
Training Epoch: 8 [13312/45000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0335	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0328	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0267	LR: 0.004000
Training Epoch: 8 [14336/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [14592/45000]	Loss: 0.0363	LR: 0.004000
Training Epoch: 8 [14848/45000]	Loss: 0.0377	LR: 0.004000
Training Epoch: 8 [15104/45000]	Loss: 0.0365	LR: 0.004000
Training Epoch: 8 [15360/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0268	LR: 0.004000
Training Epoch: 8 [15872/45000]	Loss: 0.0441	LR: 0.004000
Training Epoch: 8 [16128/45000]	Loss: 0.0148	LR: 0.004000
Training Epoch: 8 [16384/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [16640/45000]	Loss: 0.0318	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0339	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0303	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0345	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0321	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0291	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0203	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0506	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0317	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0308	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0285	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0257	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0235	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0400	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0286	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0222	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0328	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0216	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0291	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0268	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0469	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0181	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0295	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0181	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0293	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0179	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0263	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0286	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0359	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0316	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0322	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0365	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0338	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0210	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0215	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0485	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0332	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0200	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0399	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0217	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0267	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0197	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0322	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0542	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0213	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0270	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0459	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0242	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0343	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0236	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0277	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0422	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0156	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0369	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0199	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0458	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0343	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0501	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0242	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0377	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0352	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0195	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0150	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0216	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0411	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0160	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0448	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0312, Train Accuracy: 0.9963
Epoch 8 training time consumed: 17.38s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0026, Accuracy: 0.8197, Time consumed:1.01s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0300	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0241	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0273	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0168	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0206	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0184	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0209	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0180	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0356	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0215	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0180	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0227	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0204	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0202	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0188	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0168	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0198	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0181	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0097	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0138, Train Accuracy: 0.9997
Epoch 9 training time consumed: 17.36s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0025, Accuracy: 0.8246, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0195	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0214	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0186	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0236	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0212	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0120	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0111, Train Accuracy: 0.9998
Epoch 10 training time consumed: 17.42s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0026, Accuracy: 0.8225, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_21m_39s/ResNet18-Cifar10-seed4-ret100-10-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 82.373046875
Retain Accuracy: 99.99333953857422
Zero-Retain Forget (ZRF): 0.7810071706771851
Membership Inference Attack (MIA): 0.6094
Forget vs Retain Membership Inference Attack (MIA): 0.6275
Forget vs Test Membership Inference Attack (MIA): 0.5145
Test vs Retain Membership Inference Attack (MIA): 0.61625
Train vs Test Membership Inference Attack (MIA): 0.6255
Forget Set Accuracy (Df): 82.57353210449219
Method Execution Time: 1092.67 seconds
