hello
hello

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

📌 Forget class distribution for seed 3:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3472	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3586	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3559	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3049	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3322	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2563	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2697	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2262	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2434	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2226	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1531	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1079	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1354	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1336	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1113	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.0137	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9808	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0715	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0646	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9624	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0711	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9444	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0001	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8750	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8690	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8979	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8205	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8282	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8025	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9726	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8060	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8381	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.0491	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.9514	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9598	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.9321	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.9846	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.9395	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8624	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8732	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7707	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7863	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8133	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7789	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8302	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8579	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.9052	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7754	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7191	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6686	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.8621	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6219	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7112	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7201	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.9289	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7147	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.8712	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7745	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6655	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.8502	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.8073	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6935	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7271	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7948	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.8255	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7071	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6913	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6621	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7506	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.8466	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7638	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.8592	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.8044	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.8653	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7854	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6750	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.8979	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.9006	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.7527	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8615	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.7662	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6956	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7849	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.8464	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.7359	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.7895	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6440	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6351	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7758	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.7155	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6895	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7555	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6798	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7918	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7544	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5987	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6560	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.8000	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6906	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6760	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.7414	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6106	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.7627	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.6275	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.7936	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5918	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6175	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5824	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5559	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6241	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.7234	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.7251	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.6348	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5454	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4613	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.7031	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4824	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6196	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.4559	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.6446	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.6618	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5629	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5571	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.6814	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.3840	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6927	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.6509	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5746	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.6272	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.5814	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6831	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.6874	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.6341	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5956	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5755	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3805	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5089	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5311	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.6218	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4693	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5130	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.6557	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3598	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.3992	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4044	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4828	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.3891	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.6752	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5421	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5271	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5540	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.6190	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5266	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5604	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4295	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.5783	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.5955	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.5676	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.6466	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5598	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.5733	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4626	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.5402	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.6317	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4252	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.6403	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.6397	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4678	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.6638	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.6798	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.5072	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.6015	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4643	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.5426	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4235	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.4459	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7456, Train Accuracy: 0.3597
Epoch 1 training time consumed: 39.53s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0057, Accuracy: 0.4783, Time consumed:1.50s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4963	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.5275	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3226	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3084	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.5482	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.7608	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.6117	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.5163	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.5201	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.4580	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.5354	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.5087	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.6352	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.5815	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.4478	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.4840	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.5024	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.4602	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3824	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.6773	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.6250	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.5968	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3583	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3220	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.4555	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3678	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.4395	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.4070	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3694	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.4478	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3248	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3740	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.4584	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2820	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3130	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4142	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3902	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2985	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2870	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.5819	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.3130	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2559	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3544	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.5526	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2172	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.2513	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.3066	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.4485	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.4008	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.3275	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2931	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2609	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2119	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3238	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.3347	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.4058	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3455	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2121	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.3547	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2716	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.3100	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.4257	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.1890	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.3161	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2449	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2445	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2274	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.3556	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.1037	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 0.9991	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2125	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3485	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.3077	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3326	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1775	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2444	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2120	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.2991	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2756	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1744	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.3640	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.3508	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2525	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.3281	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.3174	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.2349	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2127	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2887	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.3510	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1997	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2775	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2651	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.1564	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2701	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1661	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2038	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1063	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.1032	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1492	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1118	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.0871	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.2508	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1817	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1761	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1893	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1633	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1315	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1478	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.2401	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1116	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1392	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.2323	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.1026	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.0769	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.0238	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.2066	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 0.9344	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.1067	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.2494	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.1297	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.0392	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 1.1846	LR: 0.100000
Training Epoch: 2 [31488/45000]	Loss: 1.1490	LR: 0.100000
Training Epoch: 2 [31744/45000]	Loss: 1.0724	LR: 0.100000
Training Epoch: 2 [32000/45000]	Loss: 1.1665	LR: 0.100000
Training Epoch: 2 [32256/45000]	Loss: 1.1575	LR: 0.100000
Training Epoch: 2 [32512/45000]	Loss: 1.2495	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.0931	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.2255	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 1.1599	LR: 0.100000
Training Epoch: 2 [33536/45000]	Loss: 1.1841	LR: 0.100000
Training Epoch: 2 [33792/45000]	Loss: 1.2510	LR: 0.100000
Training Epoch: 2 [34048/45000]	Loss: 1.0371	LR: 0.100000
Training Epoch: 2 [34304/45000]	Loss: 1.0984	LR: 0.100000
Training Epoch: 2 [34560/45000]	Loss: 1.1401	LR: 0.100000
Training Epoch: 2 [34816/45000]	Loss: 0.9278	LR: 0.100000
Training Epoch: 2 [35072/45000]	Loss: 1.1253	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.2210	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.1405	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.0848	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1358	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1918	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0356	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.0897	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.2007	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0997	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.2645	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1501	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1649	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.1522	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.1882	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.2734	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0954	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1120	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.1128	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0789	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.2240	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0770	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1830	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1670	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0292	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.2327	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0751	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0750	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1122	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0798	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1522	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0678	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1317	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.9612	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1247	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0608	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0025	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2531, Train Accuracy: 0.5526
Epoch 2 training time consumed: 39.05s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0047, Accuracy: 0.5831, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0714	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0710	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0018	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.9465	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0647	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1251	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.8745	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9961	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.1687	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0605	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0014	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.9546	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0479	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1301	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0364	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.9686	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1278	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0501	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0207	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.9436	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9584	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0429	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0896	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.9585	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0861	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.9903	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0548	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.9455	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.9618	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0570	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.0745	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 0.9934	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.0639	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.0239	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 0.9517	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0482	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.1586	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0373	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 0.9771	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0616	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 0.9199	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 1.1118	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 0.9561	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.9812	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.0037	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 0.9296	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0018	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.0415	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 0.9126	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 1.0163	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 1.0733	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 1.0229	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 1.1265	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 1.0616	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 0.9224	LR: 0.100000
Training Epoch: 3 [14592/45000]	Loss: 0.9370	LR: 0.100000
Training Epoch: 3 [14848/45000]	Loss: 1.1926	LR: 0.100000
Training Epoch: 3 [15104/45000]	Loss: 0.9392	LR: 0.100000
Training Epoch: 3 [15360/45000]	Loss: 0.9900	LR: 0.100000
Training Epoch: 3 [15616/45000]	Loss: 1.1466	LR: 0.100000
Training Epoch: 3 [15872/45000]	Loss: 1.0553	LR: 0.100000
Training Epoch: 3 [16128/45000]	Loss: 0.9101	LR: 0.100000
Training Epoch: 3 [16384/45000]	Loss: 1.0272	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.1089	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.0409	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.1243	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 0.9471	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 0.9585	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.0656	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 0.8562	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 0.9018	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 0.9889	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 0.9959	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 0.9296	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.0525	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 0.9845	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 0.9751	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.0560	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 1.0156	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.0293	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 1.0430	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 1.0220	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 0.9090	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 0.9854	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 1.0765	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 1.0389	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.0838	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 0.9817	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.0415	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 1.0136	LR: 0.100000
Training Epoch: 3 [23552/45000]	Loss: 1.0689	LR: 0.100000
Training Epoch: 3 [23808/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 3 [24064/45000]	Loss: 0.9664	LR: 0.100000
Training Epoch: 3 [24320/45000]	Loss: 0.8325	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 0.9400	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.0158	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 0.9179	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 0.9447	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.0265	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 0.8839	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 0.9001	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 0.9985	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.8856	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0059	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9411	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9615	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9832	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9000	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.0305	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 0.8403	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9091	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.9914	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9510	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.8806	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9525	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.0042	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 0.8916	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.0202	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 0.9649	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 0.8976	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 1.0307	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 0.9670	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.8912	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9437	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.8569	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.9625	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 0.7637	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 0.9979	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.9416	LR: 0.100000
Training Epoch: 3 [33792/45000]	Loss: 0.9452	LR: 0.100000
Training Epoch: 3 [34048/45000]	Loss: 0.9817	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 0.9935	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 1.0059	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 0.9155	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 0.8949	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.9480	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.9498	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 1.0219	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.9304	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.8289	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.0153	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9621	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.9696	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.8457	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.8637	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8678	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.8642	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.8341	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9457	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.8973	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.8661	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.0307	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.7676	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.8688	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.8515	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.0154	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.8442	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9515	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9357	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9995	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.8213	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9636	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9501	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9738	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8870	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.0467	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8559	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9168	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.8072	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.8921	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.0129	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.0082	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8834	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9781, Train Accuracy: 0.6528
Epoch 3 training time consumed: 38.81s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0038, Accuracy: 0.6709, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.7823	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8495	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.6903	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8771	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8168	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8970	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9274	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8668	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.7870	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9732	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9109	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8412	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9947	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8205	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8112	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8291	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8813	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8735	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8445	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8728	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8782	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.7922	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 1.0453	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.7936	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.8524	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.8490	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.8520	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.9337	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.7718	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.9565	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.8827	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.8887	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.7787	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.8852	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 1.0687	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.8311	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.8787	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.8677	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.7592	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.8306	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8536	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.8005	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.7713	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.8502	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.8681	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.8191	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.8816	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.9397	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.8637	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.7827	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.7688	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.8351	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.8340	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.7832	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.7844	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.7173	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.7999	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.8418	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.8789	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.9247	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.7882	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.8807	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.7417	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.9346	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.8850	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.7172	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.9170	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.8240	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.9535	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.9496	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.9919	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.8330	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.9598	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.9785	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.8246	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.8229	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.9031	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.8776	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.8267	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.8574	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.9237	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.7970	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.8792	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 1.0300	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.8902	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.9051	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.7922	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.8050	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.8335	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.9442	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.8967	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.9689	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.8650	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.8281	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.8410	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.7882	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.7959	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.8714	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.9824	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.7735	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.8253	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.7870	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.9669	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.8115	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.8242	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.8426	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.9338	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.8083	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.8643	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.8695	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.8653	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.8763	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.9008	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.8338	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.8124	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.8596	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.9243	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.7957	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.8443	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.8308	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.7960	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.7841	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.8190	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.8597	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.8432	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.7330	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.9322	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.9182	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.8420	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.7692	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.7597	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.8528	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.9309	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.9076	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.9109	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.7853	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.8716	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.7557	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.8801	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.8246	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.8531	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.9322	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.7619	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.8948	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.8101	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.8011	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.6917	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.7042	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.6924	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.7850	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.8142	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.7933	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.9191	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.8810	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.8543	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.6981	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.7812	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.8240	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.7551	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.7016	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.7192	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.7720	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.8247	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.8084	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.8471	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.7305	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.7896	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.7874	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.7119	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.7067	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.7938	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7470	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8341	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7993	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8439, Train Accuracy: 0.7049
Epoch 4 training time consumed: 38.84s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0035, Accuracy: 0.7177, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7597	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.8690	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.8496	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.8371	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.7737	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.8293	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.7117	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.7417	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.7672	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.7518	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.7561	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.5883	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.7606	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.7936	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.8019	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.7298	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.7424	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.7581	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.7315	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.7315	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.7611	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.9317	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.8076	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.7826	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.8132	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.7871	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.7414	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.7209	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.7061	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.8245	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.8121	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.8002	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.7259	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.7852	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.7429	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.6431	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.8530	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.9046	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.7386	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.8951	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.6171	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.5919	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.6239	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.7101	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.8359	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.6927	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.6757	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.7864	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.7724	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.6502	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.7585	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.8510	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.8426	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.8098	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.6268	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.7320	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.7805	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.7926	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.6727	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.7757	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.7760	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7843	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.8180	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.7122	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.7405	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.6988	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.6441	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.7988	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.7524	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.7397	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.7459	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.7550	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.6147	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.7090	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.6472	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.7892	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.8200	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.9899	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.6658	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.7511	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.7165	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.7745	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.8015	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.7326	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.7955	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.7018	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.7788	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.7775	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.7525	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.7595	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.6975	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.5447	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.6623	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.7541	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.6950	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.7097	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7249	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.7064	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.7705	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.7064	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.6541	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.6532	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.6666	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.7615	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.6653	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.7263	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.7917	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.7173	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.7021	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.7845	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.6920	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.7497	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.6977	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.7563	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.6740	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.7379	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.7408	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.8038	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.6056	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.7847	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.6764	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.6956	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.6330	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.8627	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.7120	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.7100	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.6613	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.7387	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.7095	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.7736	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.7665	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.6722	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.6564	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.7014	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.7594	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.9060	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.7184	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.6697	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.8672	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.7257	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.7934	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.7852	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.7083	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.7269	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.6084	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.8170	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.6955	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.6149	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.6780	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.6643	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.7333	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.7411	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.6355	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.6323	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.6349	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.7678	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.7180	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.7535	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.5939	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.7609	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.7170	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.7316	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.6698	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6883	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6062	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7634	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7022	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6702	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.6652	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.6882	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.5752	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6507	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6151	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6608	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7328, Train Accuracy: 0.7445
Epoch 5 training time consumed: 39.20s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0033, Accuracy: 0.7152, Time consumed:1.35s
Training Epoch: 6 [256/45000]	Loss: 0.6848	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6833	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7160	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.5958	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.7415	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6328	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6490	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6483	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7152	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.8274	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.8067	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7555	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.7339	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6916	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6794	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.6623	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.7706	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.7887	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6740	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.6978	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.7176	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6976	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6550	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7336	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.7253	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.6714	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.7394	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.6036	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.6273	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.6472	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.7741	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.7700	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.6904	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.5260	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.6394	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.7897	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.5807	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.6037	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.7220	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.6331	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.6215	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.6859	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.6300	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.7426	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.7590	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.7025	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.6653	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.6970	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.6432	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.6870	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.6119	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.6749	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.6767	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.6522	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.7220	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.6874	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.7031	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.5301	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.5203	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.6725	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.6049	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.6602	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.5772	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.6734	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.6653	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6701	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6233	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.5942	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.6518	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.6615	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.6939	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.6469	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.6344	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.6192	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.7170	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6454	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6272	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.6229	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.7148	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.7004	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.8049	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.6032	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.6221	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.6975	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.6942	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.6697	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.5977	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.6287	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.5799	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.6389	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.6487	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.5251	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.7274	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.6159	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.5911	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.5701	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.5797	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.6021	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.7803	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.7240	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.6532	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.6992	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.7165	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.7541	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.7488	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.5474	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.7228	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.6359	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6393	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.7019	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6243	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.6304	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.6373	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.7118	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6401	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.6246	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.6133	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.5443	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.5784	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.6085	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.5485	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.7320	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.6973	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.6918	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.7053	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.6800	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.5553	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.7205	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.5445	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.6396	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.6523	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.6670	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.7019	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.5633	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.6022	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.7106	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.4945	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.5674	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.6474	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.5464	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.7377	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.6987	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.6903	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.5910	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.6874	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.5776	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.5354	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.7074	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.5250	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.5952	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.7239	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.7157	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.6902	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.8002	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.8025	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6592	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6837	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6833	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.5457	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6022	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6746	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5459	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.7289	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.7446	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6883	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6079	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.7480	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6320	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6170	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7394	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.5669	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6527	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6644	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6809	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6624, Train Accuracy: 0.7682
Epoch 6 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0029, Accuracy: 0.7469, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6064	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.7024	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6175	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.5946	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6115	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6423	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5726	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6661	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5380	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6510	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.5667	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6749	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6911	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6714	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.5797	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.5666	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6463	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6512	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.6614	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.6254	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.6553	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.7225	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.6408	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.5063	LR: 0.100000
Training Epoch: 7 [6400/45000]	Loss: 0.6104	LR: 0.100000
Training Epoch: 7 [6656/45000]	Loss: 0.5263	LR: 0.100000
Training Epoch: 7 [6912/45000]	Loss: 0.6579	LR: 0.100000
Training Epoch: 7 [7168/45000]	Loss: 0.6767	LR: 0.100000
Training Epoch: 7 [7424/45000]	Loss: 0.6492	LR: 0.100000
Training Epoch: 7 [7680/45000]	Loss: 0.6437	LR: 0.100000
Training Epoch: 7 [7936/45000]	Loss: 0.5697	LR: 0.100000
Training Epoch: 7 [8192/45000]	Loss: 0.5955	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.5937	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.6077	LR: 0.100000
Training Epoch: 7 [8960/45000]	Loss: 0.6039	LR: 0.100000
Training Epoch: 7 [9216/45000]	Loss: 0.7326	LR: 0.100000
Training Epoch: 7 [9472/45000]	Loss: 0.6386	LR: 0.100000
Training Epoch: 7 [9728/45000]	Loss: 0.5479	LR: 0.100000
Training Epoch: 7 [9984/45000]	Loss: 0.5407	LR: 0.100000
Training Epoch: 7 [10240/45000]	Loss: 0.5498	LR: 0.100000
Training Epoch: 7 [10496/45000]	Loss: 0.5561	LR: 0.100000
Training Epoch: 7 [10752/45000]	Loss: 0.6374	LR: 0.100000
Training Epoch: 7 [11008/45000]	Loss: 0.6630	LR: 0.100000
Training Epoch: 7 [11264/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 7 [11520/45000]	Loss: 0.5871	LR: 0.100000
Training Epoch: 7 [11776/45000]	Loss: 0.6061	LR: 0.100000
Training Epoch: 7 [12032/45000]	Loss: 0.6293	LR: 0.100000
Training Epoch: 7 [12288/45000]	Loss: 0.5653	LR: 0.100000
Training Epoch: 7 [12544/45000]	Loss: 0.6455	LR: 0.100000
Training Epoch: 7 [12800/45000]	Loss: 0.6166	LR: 0.100000
Training Epoch: 7 [13056/45000]	Loss: 0.6386	LR: 0.100000
Training Epoch: 7 [13312/45000]	Loss: 0.5744	LR: 0.100000
Training Epoch: 7 [13568/45000]	Loss: 0.7020	LR: 0.100000
Training Epoch: 7 [13824/45000]	Loss: 0.6601	LR: 0.100000
Training Epoch: 7 [14080/45000]	Loss: 0.5731	LR: 0.100000
Training Epoch: 7 [14336/45000]	Loss: 0.6011	LR: 0.100000
Training Epoch: 7 [14592/45000]	Loss: 0.6593	LR: 0.100000
Training Epoch: 7 [14848/45000]	Loss: 0.7219	LR: 0.100000
Training Epoch: 7 [15104/45000]	Loss: 0.7435	LR: 0.100000
Training Epoch: 7 [15360/45000]	Loss: 0.5728	LR: 0.100000
Training Epoch: 7 [15616/45000]	Loss: 0.5428	LR: 0.100000
Training Epoch: 7 [15872/45000]	Loss: 0.5688	LR: 0.100000
Training Epoch: 7 [16128/45000]	Loss: 0.6725	LR: 0.100000
Training Epoch: 7 [16384/45000]	Loss: 0.7442	LR: 0.100000
Training Epoch: 7 [16640/45000]	Loss: 0.5359	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.7033	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.6544	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.6965	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 0.6290	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 0.6231	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 0.5747	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 0.5891	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 0.6192	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 0.7038	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 0.7712	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.5084	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.6595	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.7238	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.6240	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.7316	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 0.5480	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 0.5606	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 0.6656	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 0.6423	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 0.6949	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 0.5780	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 0.6011	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 0.6422	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 0.6662	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 0.5211	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 0.5840	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 0.5331	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 0.6281	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 0.7239	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 0.6366	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.5824	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 0.6337	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 0.5450	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 0.6460	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 0.6144	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.5668	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.7164	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.5805	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.7641	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.6131	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.6362	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6460	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6683	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.7334	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5997	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.7284	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.5902	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.7045	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6508	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.6208	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.6234	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.6154	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.5777	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6674	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6587	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.5524	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6603	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.6311	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.6001	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.4144	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6228	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.6720	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6929	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.5893	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6639	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.7894	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.6420	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.6499	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.6571	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.6260	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.6277	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.6048	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.5336	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.7621	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6739	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6699	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6021	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.6559	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.4959	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.5367	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.5917	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.5713	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5650	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.5258	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.4866	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.5789	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.5691	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.7641	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6202	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.6277	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.6873	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.4188	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.5531	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.5313	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.6099	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.6270	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.4870	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.4895	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6267	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6807	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.6307	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.7174	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6594	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5850	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.4993	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6391	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5664	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6092	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6759	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5456	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6219, Train Accuracy: 0.7830
Epoch 7 training time consumed: 39.04s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0029, Accuracy: 0.7627, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.5898	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5889	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.4694	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5667	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5206	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.5546	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5695	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5951	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.5273	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.5368	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.6193	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.5416	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.3362	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4408	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.5228	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4971	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.5035	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4745	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.5015	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.5366	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.3887	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.3443	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.3192	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.5217	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4885	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4116	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.3640	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.4459	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.3542	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3409	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4339	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4292	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4578, Train Accuracy: 0.8393
Epoch 8 training time consumed: 38.81s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8562, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.3657	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.3345	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4267	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4265	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.2915	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.3394	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.5325	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 9 [11008/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 9 [11264/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 9 [11520/45000]	Loss: 0.3471	LR: 0.020000
Training Epoch: 9 [11776/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 9 [12032/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 9 [12288/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 9 [12544/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 9 [12800/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 9 [13056/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 9 [13312/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 9 [13568/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 9 [13824/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 9 [14080/45000]	Loss: 0.3471	LR: 0.020000
Training Epoch: 9 [14336/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 9 [14592/45000]	Loss: 0.4348	LR: 0.020000
Training Epoch: 9 [14848/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 9 [15104/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 9 [15360/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 9 [15616/45000]	Loss: 0.3217	LR: 0.020000
Training Epoch: 9 [15872/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 9 [16128/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 9 [16384/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 9 [16640/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 9 [16896/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 9 [17152/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 9 [17408/45000]	Loss: 0.4078	LR: 0.020000
Training Epoch: 9 [17664/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 9 [17920/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 9 [18176/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 9 [18432/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 9 [18688/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 9 [18944/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 9 [19200/45000]	Loss: 0.3338	LR: 0.020000
Training Epoch: 9 [19456/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 9 [19712/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 9 [19968/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 9 [20224/45000]	Loss: 0.3665	LR: 0.020000
Training Epoch: 9 [20480/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 9 [20736/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 9 [20992/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 9 [21248/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 9 [21504/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 9 [21760/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 9 [22016/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 9 [22272/45000]	Loss: 0.3482	LR: 0.020000
Training Epoch: 9 [22528/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 9 [22784/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 9 [23040/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 9 [23296/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 9 [23552/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 9 [23808/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 9 [24064/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 9 [24320/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 9 [24576/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 9 [24832/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 9 [25088/45000]	Loss: 0.4265	LR: 0.020000
Training Epoch: 9 [25344/45000]	Loss: 0.3538	LR: 0.020000
Training Epoch: 9 [25600/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 9 [25856/45000]	Loss: 0.3534	LR: 0.020000
Training Epoch: 9 [26112/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 9 [26368/45000]	Loss: 0.3515	LR: 0.020000
Training Epoch: 9 [26624/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 9 [26880/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 9 [27136/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 9 [27392/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 9 [27648/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 9 [27904/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 9 [28160/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 9 [28416/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 9 [28672/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 9 [28928/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 9 [29184/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 9 [29440/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 9 [29696/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 9 [29952/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 9 [30208/45000]	Loss: 0.3417	LR: 0.020000
Training Epoch: 9 [30464/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 9 [30720/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 9 [30976/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 9 [31232/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 9 [31488/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 9 [31744/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 9 [32000/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 9 [32256/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 9 [32512/45000]	Loss: 0.3459	LR: 0.020000
Training Epoch: 9 [32768/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 9 [33024/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 9 [33280/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 9 [33536/45000]	Loss: 0.3759	LR: 0.020000
Training Epoch: 9 [33792/45000]	Loss: 0.3657	LR: 0.020000
Training Epoch: 9 [34048/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 9 [34304/45000]	Loss: 0.4683	LR: 0.020000
Training Epoch: 9 [34560/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 9 [34816/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 9 [35072/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 9 [35328/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 9 [35584/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 9 [35840/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 9 [36096/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 9 [36352/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 9 [36608/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 9 [36864/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 9 [37120/45000]	Loss: 0.3394	LR: 0.020000
Training Epoch: 9 [37376/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 9 [37632/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 9 [37888/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 9 [38144/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 9 [38400/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 9 [38656/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 9 [38912/45000]	Loss: 0.3297	LR: 0.020000
Training Epoch: 9 [39168/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 9 [39424/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 9 [39680/45000]	Loss: 0.4549	LR: 0.020000
Training Epoch: 9 [39936/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 9 [40192/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 9 [40448/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 9 [40704/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 9 [40960/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 9 [41216/45000]	Loss: 0.5156	LR: 0.020000
Training Epoch: 9 [41472/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 9 [41728/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 9 [41984/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 9 [42240/45000]	Loss: 0.3448	LR: 0.020000
Training Epoch: 9 [42496/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 9 [42752/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 9 [43008/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 9 [43264/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 9 [43520/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 9 [43776/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 9 [44032/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 9 [44288/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4430	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4136, Train Accuracy: 0.8563
Epoch 9 training time consumed: 38.75s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8594, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.2805	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.4206	LR: 0.020000
Training Epoch: 10 [3328/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 10 [3584/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 10 [3840/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 10 [4096/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 10 [4352/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 10 [4608/45000]	Loss: 0.3294	LR: 0.020000
Training Epoch: 10 [4864/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 10 [5120/45000]	Loss: 0.2869	LR: 0.020000
Training Epoch: 10 [5376/45000]	Loss: 0.3926	LR: 0.020000
Training Epoch: 10 [5632/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 10 [5888/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 10 [6144/45000]	Loss: 0.3389	LR: 0.020000
Training Epoch: 10 [6400/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 10 [6656/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 10 [6912/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 10 [7168/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 10 [7424/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 10 [7680/45000]	Loss: 0.3899	LR: 0.020000
Training Epoch: 10 [7936/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 10 [8192/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 10 [8448/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 10 [8704/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 10 [8960/45000]	Loss: 0.3834	LR: 0.020000
Training Epoch: 10 [9216/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 10 [9472/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 10 [9728/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 10 [9984/45000]	Loss: 0.3545	LR: 0.020000
Training Epoch: 10 [10240/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 10 [10496/45000]	Loss: 0.3122	LR: 0.020000
Training Epoch: 10 [10752/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 10 [11008/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 10 [11776/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 10 [12032/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 10 [12288/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 10 [12544/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 10 [12800/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 10 [13056/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 10 [13312/45000]	Loss: 0.2979	LR: 0.020000
Training Epoch: 10 [13568/45000]	Loss: 0.3260	LR: 0.020000
Training Epoch: 10 [13824/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 10 [14080/45000]	Loss: 0.3313	LR: 0.020000
Training Epoch: 10 [14336/45000]	Loss: 0.3818	LR: 0.020000
Training Epoch: 10 [14592/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 10 [14848/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 10 [15104/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 10 [15360/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 10 [15616/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 10 [15872/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 10 [16128/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 10 [16384/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 10 [16640/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 10 [16896/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 10 [17152/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 10 [17408/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 10 [17664/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 10 [17920/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 10 [18176/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 10 [18432/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 10 [18688/45000]	Loss: 0.3214	LR: 0.020000
Training Epoch: 10 [18944/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 10 [19200/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 10 [19456/45000]	Loss: 0.3145	LR: 0.020000
Training Epoch: 10 [19712/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 10 [19968/45000]	Loss: 0.3406	LR: 0.020000
Training Epoch: 10 [20224/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 10 [20480/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 10 [20736/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 10 [20992/45000]	Loss: 0.3221	LR: 0.020000
Training Epoch: 10 [21248/45000]	Loss: 0.3182	LR: 0.020000
Training Epoch: 10 [21504/45000]	Loss: 0.3487	LR: 0.020000
Training Epoch: 10 [21760/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 10 [22016/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 10 [22272/45000]	Loss: 0.3640	LR: 0.020000
Training Epoch: 10 [22528/45000]	Loss: 0.3002	LR: 0.020000
Training Epoch: 10 [22784/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 10 [23040/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 10 [23296/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 10 [23552/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 10 [23808/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 10 [24064/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 10 [24320/45000]	Loss: 0.3119	LR: 0.020000
Training Epoch: 10 [24576/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 10 [24832/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 10 [25088/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 10 [25344/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 10 [25600/45000]	Loss: 0.3457	LR: 0.020000
Training Epoch: 10 [25856/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 10 [26112/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 10 [26368/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 10 [26624/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 10 [26880/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 10 [27136/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 10 [27392/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 10 [27648/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 10 [27904/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 10 [28160/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 10 [28416/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 10 [28672/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 10 [28928/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 10 [29184/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 10 [29440/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 10 [29696/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 10 [29952/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 10 [30208/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 10 [30464/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 10 [30720/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 10 [30976/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 10 [31232/45000]	Loss: 0.4834	LR: 0.020000
Training Epoch: 10 [31488/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 10 [31744/45000]	Loss: 0.3721	LR: 0.020000
Training Epoch: 10 [32000/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 10 [32256/45000]	Loss: 0.3018	LR: 0.020000
Training Epoch: 10 [32512/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 10 [32768/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 10 [33024/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 10 [33280/45000]	Loss: 0.3366	LR: 0.020000
Training Epoch: 10 [33536/45000]	Loss: 0.3628	LR: 0.020000
Training Epoch: 10 [33792/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 10 [34048/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 10 [34304/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 10 [34560/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 10 [34816/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 10 [35072/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 10 [35328/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 10 [35584/45000]	Loss: 0.3318	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.3948	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 10 [36352/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 10 [36608/45000]	Loss: 0.3268	LR: 0.020000
Training Epoch: 10 [36864/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.3304	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.3187	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.4090	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3428	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.2998	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3926	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3830	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3920, Train Accuracy: 0.8631
Epoch 10 training time consumed: 38.83s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8607, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3362	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.2734	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3738	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3049	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.2638	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.3625	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.2526	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3539	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.3211	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3431	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.2895	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4336	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3041	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3566	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.3240	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.3969	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3605	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.2909	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3147	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.2731	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3506	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.2847	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3476	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.3418	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.3509	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.2982	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.3061	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3767	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3282	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.2541	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.3416	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.3605	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 11 [23552/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 11 [23808/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 11 [24064/45000]	Loss: 0.3533	LR: 0.020000
Training Epoch: 11 [24320/45000]	Loss: 0.3157	LR: 0.020000
Training Epoch: 11 [24576/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 11 [24832/45000]	Loss: 0.3439	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.2834	LR: 0.020000
Training Epoch: 11 [25344/45000]	Loss: 0.3193	LR: 0.020000
Training Epoch: 11 [25600/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 11 [25856/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 11 [26112/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.2844	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.2890	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3108	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3777	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3334	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3277	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.3510	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.2642	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.2905	LR: 0.020000
Training Epoch: 11 [31488/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 11 [31744/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 11 [32000/45000]	Loss: 0.3233	LR: 0.020000
Training Epoch: 11 [32256/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 11 [32512/45000]	Loss: 0.2984	LR: 0.020000
Training Epoch: 11 [32768/45000]	Loss: 0.3818	LR: 0.020000
Training Epoch: 11 [33024/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 11 [33280/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 11 [33536/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 11 [33792/45000]	Loss: 0.3765	LR: 0.020000
Training Epoch: 11 [34048/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 11 [34304/45000]	Loss: 0.3050	LR: 0.020000
Training Epoch: 11 [34560/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 11 [34816/45000]	Loss: 0.3339	LR: 0.020000
Training Epoch: 11 [35072/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 11 [35328/45000]	Loss: 0.2793	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.2979	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3046	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3286	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3206	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3083	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3180	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3223	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3427	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.2782	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.2876	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3183	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3636	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3679, Train Accuracy: 0.8717
Epoch 11 training time consumed: 38.90s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8611, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3900	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3881	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.4226	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.4021	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4399	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3183	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3738	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3434	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3899	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3978	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3274	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3930	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.2761	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.4534	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3598	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3432	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4175	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.2451	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.2748	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.4380	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3059	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.2688	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3422	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.2235	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3013	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.2898	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.2443	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.4311	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.4127	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2722	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3362	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3035	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 12 [21504/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 12 [21760/45000]	Loss: 0.3883	LR: 0.004000
Training Epoch: 12 [22016/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.2074	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 12 [23040/45000]	Loss: 0.4439	LR: 0.004000
Training Epoch: 12 [23296/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 12 [23552/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 12 [23808/45000]	Loss: 0.3575	LR: 0.004000
Training Epoch: 12 [24064/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 12 [24320/45000]	Loss: 0.3802	LR: 0.004000
Training Epoch: 12 [24576/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 12 [24832/45000]	Loss: 0.3016	LR: 0.004000
Training Epoch: 12 [25088/45000]	Loss: 0.3673	LR: 0.004000
Training Epoch: 12 [25344/45000]	Loss: 0.2529	LR: 0.004000
Training Epoch: 12 [25600/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 12 [25856/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 12 [26112/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 12 [26368/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 12 [26624/45000]	Loss: 0.2461	LR: 0.004000
Training Epoch: 12 [26880/45000]	Loss: 0.2671	LR: 0.004000
Training Epoch: 12 [27136/45000]	Loss: 0.4136	LR: 0.004000
Training Epoch: 12 [27392/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 12 [27648/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 12 [27904/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 12 [28160/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 12 [28416/45000]	Loss: 0.2681	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 12 [29184/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 12 [29440/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 12 [29696/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 12 [29952/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 12 [30208/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 12 [30464/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 12 [30720/45000]	Loss: 0.2840	LR: 0.004000
Training Epoch: 12 [30976/45000]	Loss: 0.3648	LR: 0.004000
Training Epoch: 12 [31232/45000]	Loss: 0.3587	LR: 0.004000
Training Epoch: 12 [31488/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 12 [31744/45000]	Loss: 0.2098	LR: 0.004000
Training Epoch: 12 [32000/45000]	Loss: 0.2995	LR: 0.004000
Training Epoch: 12 [32256/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 12 [32512/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 12 [32768/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 12 [33024/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 12 [33280/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 12 [33536/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 12 [33792/45000]	Loss: 0.3474	LR: 0.004000
Training Epoch: 12 [34048/45000]	Loss: 0.2993	LR: 0.004000
Training Epoch: 12 [34304/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 12 [34560/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 12 [34816/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 12 [35072/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 12 [35328/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 12 [35584/45000]	Loss: 0.4055	LR: 0.004000
Training Epoch: 12 [35840/45000]	Loss: 0.2506	LR: 0.004000
Training Epoch: 12 [36096/45000]	Loss: 0.4188	LR: 0.004000
Training Epoch: 12 [36352/45000]	Loss: 0.2424	LR: 0.004000
Training Epoch: 12 [36608/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 12 [36864/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 12 [37120/45000]	Loss: 0.4249	LR: 0.004000
Training Epoch: 12 [37376/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 12 [37632/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 12 [37888/45000]	Loss: 0.3211	LR: 0.004000
Training Epoch: 12 [38144/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 12 [38400/45000]	Loss: 0.3852	LR: 0.004000
Training Epoch: 12 [38656/45000]	Loss: 0.3027	LR: 0.004000
Training Epoch: 12 [38912/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 12 [39168/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 12 [39424/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 12 [39680/45000]	Loss: 0.2491	LR: 0.004000
Training Epoch: 12 [39936/45000]	Loss: 0.2478	LR: 0.004000
Training Epoch: 12 [40192/45000]	Loss: 0.3346	LR: 0.004000
Training Epoch: 12 [40448/45000]	Loss: 0.2085	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3658	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3675	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.2978	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.2617	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3874	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3359	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3260, Train Accuracy: 0.8868
Epoch 12 training time consumed: 38.76s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8786, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2759	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2355	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.2602	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2651	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 13 [2560/45000]	Loss: 0.2784	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 13 [3328/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 13 [3584/45000]	Loss: 0.2552	LR: 0.004000
Training Epoch: 13 [3840/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 13 [4096/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 13 [4352/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 13 [4608/45000]	Loss: 0.4004	LR: 0.004000
Training Epoch: 13 [4864/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 13 [5120/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 13 [5376/45000]	Loss: 0.2825	LR: 0.004000
Training Epoch: 13 [5632/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 13 [5888/45000]	Loss: 0.2972	LR: 0.004000
Training Epoch: 13 [6144/45000]	Loss: 0.3134	LR: 0.004000
Training Epoch: 13 [6400/45000]	Loss: 0.2399	LR: 0.004000
Training Epoch: 13 [6656/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 13 [6912/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 13 [7168/45000]	Loss: 0.3117	LR: 0.004000
Training Epoch: 13 [7424/45000]	Loss: 0.2577	LR: 0.004000
Training Epoch: 13 [7680/45000]	Loss: 0.4683	LR: 0.004000
Training Epoch: 13 [7936/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 13 [8192/45000]	Loss: 0.3230	LR: 0.004000
Training Epoch: 13 [8448/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 13 [8704/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 13 [8960/45000]	Loss: 0.3082	LR: 0.004000
Training Epoch: 13 [9216/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 13 [9472/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 13 [9728/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 13 [9984/45000]	Loss: 0.3180	LR: 0.004000
Training Epoch: 13 [10240/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 13 [10496/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 13 [10752/45000]	Loss: 0.3919	LR: 0.004000
Training Epoch: 13 [11008/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 13 [11264/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 13 [11520/45000]	Loss: 0.2677	LR: 0.004000
Training Epoch: 13 [11776/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 13 [12032/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 13 [12288/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 13 [12544/45000]	Loss: 0.2527	LR: 0.004000
Training Epoch: 13 [12800/45000]	Loss: 0.2972	LR: 0.004000
Training Epoch: 13 [13056/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 13 [13312/45000]	Loss: 0.2713	LR: 0.004000
Training Epoch: 13 [13568/45000]	Loss: 0.2752	LR: 0.004000
Training Epoch: 13 [13824/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 13 [14080/45000]	Loss: 0.2517	LR: 0.004000
Training Epoch: 13 [14336/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 13 [14592/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 13 [14848/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 13 [15104/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 13 [15360/45000]	Loss: 0.2385	LR: 0.004000
Training Epoch: 13 [15616/45000]	Loss: 0.2293	LR: 0.004000
Training Epoch: 13 [15872/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 13 [16128/45000]	Loss: 0.2670	LR: 0.004000
Training Epoch: 13 [16384/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 13 [16640/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 13 [16896/45000]	Loss: 0.4023	LR: 0.004000
Training Epoch: 13 [17152/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 13 [17408/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 13 [17664/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 13 [17920/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 13 [18176/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 13 [18432/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 13 [18688/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 13 [18944/45000]	Loss: 0.2725	LR: 0.004000
Training Epoch: 13 [19200/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 13 [19456/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 13 [19712/45000]	Loss: 0.2956	LR: 0.004000
Training Epoch: 13 [19968/45000]	Loss: 0.3024	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 13 [20736/45000]	Loss: 0.2393	LR: 0.004000
Training Epoch: 13 [20992/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 13 [21248/45000]	Loss: 0.2683	LR: 0.004000
Training Epoch: 13 [21504/45000]	Loss: 0.3323	LR: 0.004000
Training Epoch: 13 [21760/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 13 [22016/45000]	Loss: 0.3081	LR: 0.004000
Training Epoch: 13 [22272/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 13 [22528/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 13 [22784/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 13 [23040/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 13 [23296/45000]	Loss: 0.2636	LR: 0.004000
Training Epoch: 13 [23552/45000]	Loss: 0.3559	LR: 0.004000
Training Epoch: 13 [23808/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 13 [24064/45000]	Loss: 0.2706	LR: 0.004000
Training Epoch: 13 [24320/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 13 [24576/45000]	Loss: 0.3103	LR: 0.004000
Training Epoch: 13 [24832/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 13 [25088/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 13 [25344/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 13 [25600/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 13 [25856/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 13 [26112/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 13 [26368/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 13 [26624/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 13 [26880/45000]	Loss: 0.2821	LR: 0.004000
Training Epoch: 13 [27136/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 13 [27392/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.3274	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.2338	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.4207	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.2594	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 13 [29952/45000]	Loss: 0.2712	LR: 0.004000
Training Epoch: 13 [30208/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 13 [30464/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 13 [30720/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 13 [30976/45000]	Loss: 0.2664	LR: 0.004000
Training Epoch: 13 [31232/45000]	Loss: 0.2577	LR: 0.004000
Training Epoch: 13 [31488/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 13 [31744/45000]	Loss: 0.3044	LR: 0.004000
Training Epoch: 13 [32000/45000]	Loss: 0.4679	LR: 0.004000
Training Epoch: 13 [32256/45000]	Loss: 0.2782	LR: 0.004000
Training Epoch: 13 [32512/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 13 [32768/45000]	Loss: 0.3381	LR: 0.004000
Training Epoch: 13 [33024/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 13 [33280/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 13 [33536/45000]	Loss: 0.3502	LR: 0.004000
Training Epoch: 13 [33792/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 13 [34048/45000]	Loss: 0.3123	LR: 0.004000
Training Epoch: 13 [34304/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 13 [34560/45000]	Loss: 0.2574	LR: 0.004000
Training Epoch: 13 [34816/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 13 [35072/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 13 [35328/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 13 [35584/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 13 [35840/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 13 [36096/45000]	Loss: 0.4226	LR: 0.004000
Training Epoch: 13 [36352/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 13 [36608/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 13 [36864/45000]	Loss: 0.2653	LR: 0.004000
Training Epoch: 13 [37120/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 13 [37376/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 13 [37632/45000]	Loss: 0.2436	LR: 0.004000
Training Epoch: 13 [37888/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 13 [38144/45000]	Loss: 0.3766	LR: 0.004000
Training Epoch: 13 [38400/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 13 [38656/45000]	Loss: 0.2399	LR: 0.004000
Training Epoch: 13 [38912/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 13 [39168/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 13 [39424/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 13 [39680/45000]	Loss: 0.3259	LR: 0.004000
Training Epoch: 13 [39936/45000]	Loss: 0.2578	LR: 0.004000
Training Epoch: 13 [40192/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 13 [40448/45000]	Loss: 0.3011	LR: 0.004000
Training Epoch: 13 [40704/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.2571	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.1902	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3116	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3587	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.2384	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3655	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.2231	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3623	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3185	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3312	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3740	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.2559	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2720	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3085, Train Accuracy: 0.8923
Epoch 13 training time consumed: 39.02s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8818, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2775	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2623	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2279	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.2495	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3012	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.2461	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.2858	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.2446	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.2546	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.2956	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3099	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3008	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.2871	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.2377	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2794	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.2655	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3203	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3230	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.2991	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3809	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3107	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.1749	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.2945	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2795	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3469	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3643	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.2494	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.2893	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.2805	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.4149	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.2774	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.1904	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.2483	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3998	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.2402	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.2911	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3640	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2480	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2325	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.4016	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.2517	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.2608	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2837	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.3855	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3599	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3664	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.2725	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3288	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.2123	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.3185	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3120	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.4008	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.4192	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.2105	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.2704	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3677	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.2738	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.2163	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.2625	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.2886	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2436	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3926	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3663	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.2899	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2068	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.2304	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.2776	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3024	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.2515	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.2661	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.2217	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.4134	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.2733	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3928	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.2982	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.2972	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2892	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3317	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3240	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.2249	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3116	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.2506	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3328	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.2864	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3321	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.2731	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3054	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2554	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3400	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3032, Train Accuracy: 0.8940
Epoch 14 training time consumed: 38.74s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8817, Time consumed:1.35s
Training Epoch: 15 [256/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2735	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3377	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2880	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2335	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2529	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2750	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3491	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2899	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.1982	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.3239	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3734	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3132	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3107	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3180	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.2506	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2612	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.2296	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.3020	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2387	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2557	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.4127	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3472	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3055	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2666	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.2693	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.2505	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2149	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3809	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.3187	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.2588	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.2677	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.2863	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2486	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.2295	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3423	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2807	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2324	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.2568	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.2407	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2656	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2173	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.2383	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.2604	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2742	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3362	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2770	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3240	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.3931	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2454	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.1872	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.4255	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.2644	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.2573	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.1602	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3392	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.2488	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2706	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.2813	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2675	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.2482	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.2764	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2104	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3089	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2523	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.2470	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.2920	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.2329	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.2693	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2855	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2327	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2437	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3637	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.4389	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.2875	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.3535	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.2458	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3501	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.2509	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.2362	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.3286	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.3938	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.2839	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.2865	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.2965	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3254	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.2564	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3416	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2523	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.4000	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.3912	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.2313	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.2520	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2283	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3732	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2298	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3867	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2463	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2492	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2497	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2463	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2384	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2210	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2300	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2427	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2956	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3216	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2951, Train Accuracy: 0.8963
Epoch 15 training time consumed: 38.90s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8834, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3944	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2040	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3968	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2153	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3730	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2189	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.1952	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.1948	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3904	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.2143	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.3479	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.3796	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.2272	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.3659	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.2169	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.3923	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.3969	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.2304	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.2177	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.2094	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.2153	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2111	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.3569	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.2060	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.2397	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 16 [33280/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 16 [33536/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 16 [33792/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 16 [34560/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3675	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2124	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3390	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2180	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2351	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3752	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2492	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2839, Train Accuracy: 0.8995
Epoch 16 training time consumed: 38.79s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8878, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.1908	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.1941	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.1423	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.3886	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.2201	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2359	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3523	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2280	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.3630	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2377	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.2037	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3540	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.2027	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.1687	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3552	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2094	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.1985	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2296	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2056	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2274	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2337	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3608	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2222	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2265	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2520	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.4019	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.1981	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2388	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2321	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2295	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2010	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3242	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2786, Train Accuracy: 0.9031
Epoch 17 training time consumed: 38.95s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8876, Time consumed:1.36s
Training Epoch: 18 [256/45000]	Loss: 0.2127	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2094	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.1686	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3472	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2430	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2178	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.1898	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2047	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2104	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2216	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2138	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2336	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3708	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2381	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3910	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2392	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.1617	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2278	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2303	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3471	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.2504	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3479	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2354	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2255	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2111	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2300	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2309	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2195	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3433	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.4005	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2059	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2792, Train Accuracy: 0.9030
Epoch 18 training time consumed: 38.81s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8874, Time consumed:1.35s
Training Epoch: 19 [256/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2025	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2156	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2236	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.1982	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.1997	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2089	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2320	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.4187	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2273	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3666	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2284	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2199	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2005	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2197	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.1932	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.1789	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2039	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.1859	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3683	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.1891	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2225	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2325	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2354	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2744, Train Accuracy: 0.9041
Epoch 19 training time consumed: 39.01s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8876, Time consumed:1.81s
Training Epoch: 20 [256/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2043	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2309	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.1986	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2219	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2142	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2332	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3552	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2255	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2131	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2147	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2166	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2359	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.1996	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2018	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2071	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2083	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2152	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2078	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2177	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.1933	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2201	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3660	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2170	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3647	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2049	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2088	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3825	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3993	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2076	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.1843	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3630	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2243	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2728, Train Accuracy: 0.9038
Epoch 20 training time consumed: 39.35s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8886, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_29m_49s/ResNet18-Cifar10-seed3-ret100-20-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
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: 88.828125
Retain Accuracy: 90.9599609375
Zero-Retain Forget (ZRF): 0.8348029255867004
Membership Inference Attack (MIA): 0.6188
Forget vs Retain Membership Inference Attack (MIA): 0.5225
Forget vs Test Membership Inference Attack (MIA): 0.5435
Test vs Retain Membership Inference Attack (MIA): 0.51325
Train vs Test Membership Inference Attack (MIA): 0.519
Forget Set Accuracy (Df): 88.02389526367188
Method Execution Time: 1747.98 seconds
