hello
hello

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

📌 S Forget class distribution for seed 9:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3045	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3106	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3188	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3136	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3164	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3025	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2870	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2811	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2785	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2609	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2460	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.2271	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1891	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.2005	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1714	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1452	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0987	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0632	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0898	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0618	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0430	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.0744	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0714	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.0287	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.0288	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.0218	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.0017	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9356	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9032	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8634	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.9048	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9501	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8400	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.9226	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9624	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8357	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8300	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8975	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7956	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8491	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7971	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8147	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7434	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7925	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7774	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.6278	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7348	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7368	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7628	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7075	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7834	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7251	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7230	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7263	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7840	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7750	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7131	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7168	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7728	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6315	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6317	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6634	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6624	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.5450	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.7003	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.5869	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7111	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7573	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6854	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6465	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.5216	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6938	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6429	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6547	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6027	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5453	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6191	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5805	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6160	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5858	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5859	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.5064	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5637	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5428	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5144	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5703	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5663	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.5338	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6627	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.7392	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6295	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.6415	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5565	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.4691	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6117	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5920	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5089	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5529	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5051	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.5148	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.7131	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.5180	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5351	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5008	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5770	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5591	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6059	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4640	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.6533	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5028	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6232	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.7181	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4847	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5978	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4197	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5396	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4940	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6191	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.4894	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.3977	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4914	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4417	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4588	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4710	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.3819	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.3514	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3641	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.4061	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4086	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4708	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.4053	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.3512	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.3325	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.2935	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3113	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3366	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.2903	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4193	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4138	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4896	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.6202	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.3528	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3614	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4019	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4507	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4877	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.2812	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.4443	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5287	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4372	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.4526	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4656	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3883	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.3997	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4874	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.3428	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.6111	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3559	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4316	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3844	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4273	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3444	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3760	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4209	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4735	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.4187	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3532	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4906	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3922	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4628	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4285	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4570	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4104	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.5306	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.2775	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3388	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6611, Train Accuracy: 0.3845
Epoch 1 training time consumed: 25.70s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0066, Accuracy: 0.4391, Time consumed:1.06s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3890	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4179	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3259	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.2701	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3675	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3519	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3128	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3005	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.4213	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3177	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3076	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3457	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.2757	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.4975	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.2944	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.2825	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.2461	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.2937	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.4316	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2960	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3193	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4168	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3117	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.2359	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3054	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3779	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3739	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2459	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.2334	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2844	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3278	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3598	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2731	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2430	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3476	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.3848	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3176	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2326	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.3444	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.2659	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.3013	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.1611	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2512	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2845	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2357	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.0620	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.3425	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2129	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.3065	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2409	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3094	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.3279	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.3291	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2512	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2373	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2300	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.0578	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.4021	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2569	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.1717	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.3763	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2541	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.3048	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.1816	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2131	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.1998	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2214	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.1336	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.3242	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2495	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.1918	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.1824	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2040	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3636	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2418	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.1695	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.1910	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1822	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2279	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1981	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2202	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1588	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.1115	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2716	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2367	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1797	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2405	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1331	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1749	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1907	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.1668	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2988	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.1966	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.0842	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1646	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1364	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1700	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.0730	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.0867	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1498	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1338	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.2343	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.2795	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1691	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1941	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.0920	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.2001	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1428	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1457	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.3168	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.0290	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1909	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.2805	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.1111	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1373	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.1509	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.1439	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.1782	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.2565	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.1192	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.1457	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 1.1836	LR: 0.100000
Training Epoch: 2 [31488/45000]	Loss: 1.0405	LR: 0.100000
Training Epoch: 2 [31744/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 2 [32000/45000]	Loss: 1.0544	LR: 0.100000
Training Epoch: 2 [32256/45000]	Loss: 1.1690	LR: 0.100000
Training Epoch: 2 [32512/45000]	Loss: 1.0438	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.2961	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.1819	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 0.9903	LR: 0.100000
Training Epoch: 2 [33536/45000]	Loss: 1.1315	LR: 0.100000
Training Epoch: 2 [33792/45000]	Loss: 1.1789	LR: 0.100000
Training Epoch: 2 [34048/45000]	Loss: 1.2032	LR: 0.100000
Training Epoch: 2 [34304/45000]	Loss: 1.1896	LR: 0.100000
Training Epoch: 2 [34560/45000]	Loss: 1.1453	LR: 0.100000
Training Epoch: 2 [34816/45000]	Loss: 1.2097	LR: 0.100000
Training Epoch: 2 [35072/45000]	Loss: 1.2267	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.0640	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.1345	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.2044	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.0769	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.0388	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1102	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0481	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1514	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.1022	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.1749	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.0281	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1055	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.2040	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0653	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0733	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0681	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0214	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1074	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0313	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 0.9934	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 0.9696	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0266	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1568	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1448	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.2030	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1388	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0757	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0496	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0371	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1323	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 0.9985	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1405	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0603	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0812	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.9954	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1167	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.1450	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0107	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2004, Train Accuracy: 0.5669
Epoch 2 training time consumed: 25.03s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0052, Accuracy: 0.5613, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0758	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0368	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0737	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.1775	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0152	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.9232	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0055	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0300	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.9538	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0014	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0405	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.9671	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0746	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0103	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1031	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9605	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0003	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0305	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.9869	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0548	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.1153	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0659	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0834	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0466	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.9983	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0011	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0702	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0960	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.9876	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0622	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.0116	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.0614	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.0069	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0333	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.0516	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 0.9633	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0719	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0582	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 1.0108	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 1.0164	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0081	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0792	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.0883	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.0364	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 0.9655	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 0.9940	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0627	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 0.9605	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 1.1078	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 0.9991	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 1.0503	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 0.9657	LR: 0.100000
Training Epoch: 3 [14592/45000]	Loss: 1.1129	LR: 0.100000
Training Epoch: 3 [14848/45000]	Loss: 1.1522	LR: 0.100000
Training Epoch: 3 [15104/45000]	Loss: 1.1034	LR: 0.100000
Training Epoch: 3 [15360/45000]	Loss: 0.9739	LR: 0.100000
Training Epoch: 3 [15616/45000]	Loss: 0.9796	LR: 0.100000
Training Epoch: 3 [15872/45000]	Loss: 0.9546	LR: 0.100000
Training Epoch: 3 [16128/45000]	Loss: 1.0214	LR: 0.100000
Training Epoch: 3 [16384/45000]	Loss: 1.0596	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.0031	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.1650	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.1740	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 0.9530	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.0500	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.0796	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.0570	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 0.9964	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 0.9109	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 0.9733	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 1.0977	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.0542	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.0130	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 0.9613	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 0.9687	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 0.9934	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.0194	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 1.0028	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 1.0591	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 0.9717	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 0.8548	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 0.9543	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 0.9004	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 0.9435	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 0.9761	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 0.9528	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 1.0496	LR: 0.100000
Training Epoch: 3 [23552/45000]	Loss: 0.9625	LR: 0.100000
Training Epoch: 3 [23808/45000]	Loss: 0.9909	LR: 0.100000
Training Epoch: 3 [24064/45000]	Loss: 0.9386	LR: 0.100000
Training Epoch: 3 [24320/45000]	Loss: 0.9824	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.0103	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.2092	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 0.9580	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 0.9994	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.0786	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 0.9183	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.0588	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 0.9576	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.9093	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0709	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.8966	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.8853	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.0059	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.0123	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.9356	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.0013	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9162	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.8935	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9474	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9995	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9661	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.1033	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 0.9593	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.0164	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 0.9950	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 0.9631	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 1.0173	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 1.0333	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.9566	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9533	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.9660	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.9408	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 0.9418	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 0.9666	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.8575	LR: 0.100000
Training Epoch: 3 [33792/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 3 [34048/45000]	Loss: 1.0177	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 0.9572	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 1.0580	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 0.9412	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 0.8904	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.8964	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.9746	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.9344	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.0392	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.9952	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.9612	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9729	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.0138	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.8799	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9307	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9748	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9389	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9421	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9626	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.8445	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9501	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.8577	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.8184	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9924	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9249	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9979	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.0479	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9918	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9096	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9560	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.0722	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.9683	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.0258	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8882	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9621	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.9053	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9450	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8875	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.1274	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.8479	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9117	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.0351	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.9142	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9652	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9978, Train Accuracy: 0.6472
Epoch 3 training time consumed: 24.90s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0047, Accuracy: 0.6196, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.9872	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9048	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.8973	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8923	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9422	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9087	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.0312	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8453	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 1.0318	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8233	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8886	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8842	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8243	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8675	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8072	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8987	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8777	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.9954	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8102	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9030	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.8628	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.9121	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8762	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.9994	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.7313	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.8129	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.8401	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.8688	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.9500	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.9071	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.9359	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.9000	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.8339	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.8944	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 1.0063	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.8350	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.9286	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.9104	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.9485	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 1.0197	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.8356	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.8482	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.9700	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.8158	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.8491	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.7624	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.9087	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.9176	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.9282	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 1.0006	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.9366	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 1.0783	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.9426	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.9818	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.8752	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.9069	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.9883	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.9041	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.8780	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.9019	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.8418	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.8584	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.8516	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.8261	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.8535	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.9057	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.8869	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.9028	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.7688	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.8389	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.7818	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.8479	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.7763	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.8017	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.8443	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.8654	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.8258	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.8219	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.7473	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.8225	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.7833	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.7905	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.8928	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.8246	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.8002	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.7950	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.9373	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.9873	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.7662	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.7936	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.8768	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.9164	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.8592	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.9057	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.9006	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.9012	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.9030	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.9478	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.6991	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.7235	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.9265	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.9222	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.8005	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.9107	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.9162	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.8089	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.9282	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.9367	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.7757	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.8740	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.8165	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.8268	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.8514	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.8216	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.8588	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.8617	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.8698	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.8713	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.8362	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.8337	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.8786	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.8998	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.7699	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.9433	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.7687	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.8849	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.7412	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.8106	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.6940	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.8426	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.8371	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.6768	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.8869	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.7494	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.7747	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.9443	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.7701	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.7916	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.8199	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.8492	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.8773	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.8969	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.8056	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.8230	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.9453	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.9526	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.8208	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.7337	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.7701	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.7378	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.8320	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.8287	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.9237	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.7654	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.7904	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.7812	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.7969	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.7963	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.7955	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.8486	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.7657	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.6950	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.8153	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.8863	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.7306	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7767	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8647	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8951	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8626, Train Accuracy: 0.6967
Epoch 4 training time consumed: 25.13s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0035, Accuracy: 0.7064, Time consumed:0.97s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7785	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.9112	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.8340	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.8273	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.7940	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.7542	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.8860	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.7510	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.7125	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.8167	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.9308	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.7499	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.8494	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.7913	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.8910	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.8274	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.8427	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.8895	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.7897	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.7848	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.7538	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.7305	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.8431	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.7654	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.7569	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.7614	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.6821	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.7690	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.8139	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.7174	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.7732	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.7839	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.8536	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.8138	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.8456	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.7968	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.7454	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.7664	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.7423	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.7723	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.7207	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.7919	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.9080	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.8145	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.7822	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.8646	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.7756	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.6926	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.7464	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.7021	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.8412	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.7701	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.7496	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.8410	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.7394	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.8055	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.8771	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.7751	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.7473	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.7613	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.6905	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.8552	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7909	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.8825	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.7211	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.7055	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.7905	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.8205	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.6823	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.7289	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.7918	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.7769	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.7201	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.7458	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.7321	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.8328	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.6772	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.7542	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.6824	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.9047	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.7590	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.8104	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.8159	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.7947	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.7069	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.7072	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.7825	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.8986	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.7757	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.6738	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.7183	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.6888	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.7470	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.7436	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.7799	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.7637	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7070	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.8266	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.8586	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.7278	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.8220	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.7171	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.7159	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.7905	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.7599	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.8093	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.7160	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.7183	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.6714	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.7669	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.7882	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.7278	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.7720	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.7033	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.7659	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.7831	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.6598	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.8876	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.6378	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.6965	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.7710	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.7114	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.8123	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.6413	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.7462	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.6798	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.7942	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.7014	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.7604	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.6364	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.7777	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.7779	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.8757	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.9488	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.7318	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.6347	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.7546	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.7689	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.6520	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.7761	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.6950	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.7013	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.7355	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.7463	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.8209	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.6771	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.7779	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.7534	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.7760	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.7692	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.7533	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.7765	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.7657	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.7849	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.8038	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.6639	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.6778	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.7302	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.6399	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.7854	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.7302	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.6704	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.7078	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.7740	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.8135	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6991	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7028	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7952	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7353	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.8208	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.8184	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.8789	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.9103	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.8480	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7362	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7687, Train Accuracy: 0.7302
Epoch 5 training time consumed: 24.98s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0033, Accuracy: 0.7185, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6355	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7587	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7889	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6512	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.7484	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7771	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6970	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6414	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.6337	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.6896	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.6553	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7102	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.7792	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6154	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.7778	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.5506	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.6262	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.7801	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6741	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.7191	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.7166	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.8176	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.7074	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.9034	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.7134	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.7014	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.6468	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.6577	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.6220	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.7021	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.6610	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.8041	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.7064	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.6407	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.5503	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.7339	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.6113	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.7476	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.7435	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.7487	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.7012	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.7669	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.7386	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.5941	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.7568	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.6043	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.8375	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.6612	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.7164	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.7750	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.6918	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.7770	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.7199	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.7812	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.7030	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.6765	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.7958	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.7608	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.6838	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.7098	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.7219	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.6241	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.6339	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.7022	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.6552	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.7062	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6069	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.7238	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.6656	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.7490	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.8910	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.7028	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.7864	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.7852	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.7188	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.6928	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6994	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.7327	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.6672	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.8501	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.7560	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.7369	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.7204	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.7557	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.6990	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.7020	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.7104	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.7800	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.7445	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.6844	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.7100	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.5964	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.6465	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.6993	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.6122	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.7122	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.6832	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.7693	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.6758	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.7001	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.7585	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.7123	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.7625	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.6530	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.6798	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6716	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.6326	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.6289	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.6800	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6906	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.5980	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6954	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.7571	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.7055	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6957	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6717	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.8019	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.8412	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.6394	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.6257	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.7039	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.7213	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.7002	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.6362	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.7152	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.6922	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.7001	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.6101	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.6154	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.5905	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.7062	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.7312	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.6623	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.6708	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.6833	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.6859	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.6502	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.7391	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.5627	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.6332	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.6681	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.5595	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.7615	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.7341	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.6605	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6385	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.5981	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.7404	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.7532	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.6847	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.6676	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.5638	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.7293	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.5988	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.6664	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.6655	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.6582	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.7361	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.7434	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6611	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6591	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6036	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.7371	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5756	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.5945	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.7445	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.7462	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6921	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6171	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6793	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6217	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6928	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.7434	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6779	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6830	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.5486	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6952, Train Accuracy: 0.7582
Epoch 6 training time consumed: 25.26s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0033, Accuracy: 0.7163, Time consumed:0.98s
Training Epoch: 7 [256/45000]	Loss: 0.6285	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6383	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6679	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6763	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6839	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6433	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5636	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.7233	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.7669	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5555	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6505	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6092	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6812	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6484	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6773	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6527	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6329	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6891	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.5914	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.6253	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.5624	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.5813	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.6388	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.6336	LR: 0.100000
Training Epoch: 7 [6400/45000]	Loss: 0.6621	LR: 0.100000
Training Epoch: 7 [6656/45000]	Loss: 0.7454	LR: 0.100000
Training Epoch: 7 [6912/45000]	Loss: 0.6036	LR: 0.100000
Training Epoch: 7 [7168/45000]	Loss: 0.6786	LR: 0.100000
Training Epoch: 7 [7424/45000]	Loss: 0.6127	LR: 0.100000
Training Epoch: 7 [7680/45000]	Loss: 0.7514	LR: 0.100000
Training Epoch: 7 [7936/45000]	Loss: 0.7365	LR: 0.100000
Training Epoch: 7 [8192/45000]	Loss: 0.7420	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.6167	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.5941	LR: 0.100000
Training Epoch: 7 [8960/45000]	Loss: 0.5351	LR: 0.100000
Training Epoch: 7 [9216/45000]	Loss: 0.6504	LR: 0.100000
Training Epoch: 7 [9472/45000]	Loss: 0.6042	LR: 0.100000
Training Epoch: 7 [9728/45000]	Loss: 0.5852	LR: 0.100000
Training Epoch: 7 [9984/45000]	Loss: 0.5656	LR: 0.100000
Training Epoch: 7 [10240/45000]	Loss: 0.6041	LR: 0.100000
Training Epoch: 7 [10496/45000]	Loss: 0.6558	LR: 0.100000
Training Epoch: 7 [10752/45000]	Loss: 0.5593	LR: 0.100000
Training Epoch: 7 [11008/45000]	Loss: 0.5298	LR: 0.100000
Training Epoch: 7 [11264/45000]	Loss: 0.6530	LR: 0.100000
Training Epoch: 7 [11520/45000]	Loss: 0.6457	LR: 0.100000
Training Epoch: 7 [11776/45000]	Loss: 0.6580	LR: 0.100000
Training Epoch: 7 [12032/45000]	Loss: 0.6052	LR: 0.100000
Training Epoch: 7 [12288/45000]	Loss: 0.6612	LR: 0.100000
Training Epoch: 7 [12544/45000]	Loss: 0.6917	LR: 0.100000
Training Epoch: 7 [12800/45000]	Loss: 0.5801	LR: 0.100000
Training Epoch: 7 [13056/45000]	Loss: 0.6630	LR: 0.100000
Training Epoch: 7 [13312/45000]	Loss: 0.7142	LR: 0.100000
Training Epoch: 7 [13568/45000]	Loss: 0.7225	LR: 0.100000
Training Epoch: 7 [13824/45000]	Loss: 0.7260	LR: 0.100000
Training Epoch: 7 [14080/45000]	Loss: 0.6616	LR: 0.100000
Training Epoch: 7 [14336/45000]	Loss: 0.7161	LR: 0.100000
Training Epoch: 7 [14592/45000]	Loss: 0.7644	LR: 0.100000
Training Epoch: 7 [14848/45000]	Loss: 0.6528	LR: 0.100000
Training Epoch: 7 [15104/45000]	Loss: 0.7064	LR: 0.100000
Training Epoch: 7 [15360/45000]	Loss: 0.6857	LR: 0.100000
Training Epoch: 7 [15616/45000]	Loss: 0.6657	LR: 0.100000
Training Epoch: 7 [15872/45000]	Loss: 0.6269	LR: 0.100000
Training Epoch: 7 [16128/45000]	Loss: 0.6452	LR: 0.100000
Training Epoch: 7 [16384/45000]	Loss: 0.7821	LR: 0.100000
Training Epoch: 7 [16640/45000]	Loss: 0.8465	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.6639	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.6704	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.7554	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 0.7125	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 0.6234	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 0.7722	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 0.6769	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 0.5476	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 0.6944	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 0.6765	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.6371	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.6747	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.6142	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.5982	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.7084	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 0.5659	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 0.7050	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 0.6002	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 0.5945	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 0.6577	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 0.6257	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 0.6258	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 0.7095	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 0.6953	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 0.6196	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 0.6206	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 0.6756	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 0.6319	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 0.6766	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 0.5945	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.5203	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 0.6946	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 0.7038	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 0.7506	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 0.6249	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.6749	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.5673	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.7153	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.6006	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.5386	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.5897	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6438	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6988	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5719	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.6386	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.5528	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.5619	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.7053	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6004	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.6456	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.6106	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.6509	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6403	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6289	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.6623	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6353	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.6060	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.5848	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5798	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6540	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.7837	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6162	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.6931	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6042	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.5993	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.5335	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.6254	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.6917	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.6151	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.6482	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.5485	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.6843	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.6693	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.7327	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6063	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.5926	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.6745	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6186	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6931	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.5221	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6842	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5753	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.6788	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.6644	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6523	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.5777	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6695	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6447	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.6783	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.5658	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.5543	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6952	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.5930	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.6746	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6266	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.5812	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.6183	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.6029	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.7319	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6268	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.5400	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.6580	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6120	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.7612	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6399	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5385	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6553	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6208	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6747	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6833	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6452, Train Accuracy: 0.7745
Epoch 7 training time consumed: 24.97s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0038, Accuracy: 0.6988, Time consumed:0.93s
Training Epoch: 8 [256/45000]	Loss: 0.6193	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5662	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6599	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.6407	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6694	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.6339	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.6534	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.6108	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5863	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.6087	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.5953	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.6236	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.6310	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.5228	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.3969	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.5946	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.5724	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.4671	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.5443	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.5286	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.5438	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.5268	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4984	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.6067	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.5480	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4962	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.6667	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.5785	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.5741	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.5900	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.5197	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.3948	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.4368	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.4761	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.5129	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.5646	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.3428	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.5561	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.5094	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4948	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.5564	LR: 0.020000
Epoch 8 - Average Train Loss: 0.5006, Train Accuracy: 0.8275
Epoch 8 training time consumed: 25.16s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0020, Accuracy: 0.8319, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4773	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.5367	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.5590	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3284	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4980	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4748	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.5880	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4748	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4743	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 9 [11008/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 9 [11264/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 9 [11520/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 9 [11776/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 9 [12032/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 9 [12288/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 9 [12544/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 9 [12800/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 9 [13056/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 9 [13312/45000]	Loss: 0.5079	LR: 0.020000
Training Epoch: 9 [13568/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 9 [13824/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 9 [14080/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 9 [14336/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 9 [14592/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 9 [14848/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 9 [15104/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 9 [15360/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 9 [15616/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 9 [15872/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 9 [16128/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 9 [16384/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 9 [16640/45000]	Loss: 0.6379	LR: 0.020000
Training Epoch: 9 [16896/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 9 [17152/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 9 [17408/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 9 [17664/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 9 [17920/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 9 [18176/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 9 [18432/45000]	Loss: 0.3237	LR: 0.020000
Training Epoch: 9 [18688/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 9 [18944/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 9 [19200/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 9 [19456/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 9 [19712/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 9 [19968/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 9 [20224/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 9 [20480/45000]	Loss: 0.5325	LR: 0.020000
Training Epoch: 9 [20736/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 9 [20992/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 9 [21248/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 9 [21504/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 9 [21760/45000]	Loss: 0.5682	LR: 0.020000
Training Epoch: 9 [22016/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 9 [22272/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 9 [22528/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 9 [22784/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 9 [23040/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 9 [23296/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 9 [23552/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 9 [23808/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 9 [24064/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 9 [24320/45000]	Loss: 0.5317	LR: 0.020000
Training Epoch: 9 [24576/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 9 [24832/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 9 [25088/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 9 [25344/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 9 [25600/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 9 [25856/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 9 [26112/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 9 [26368/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 9 [26624/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 9 [26880/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 9 [27136/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 9 [27392/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 9 [27648/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 9 [27904/45000]	Loss: 0.5593	LR: 0.020000
Training Epoch: 9 [28160/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 9 [28416/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 9 [28672/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 9 [28928/45000]	Loss: 0.4838	LR: 0.020000
Training Epoch: 9 [29184/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 9 [29440/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 9 [29696/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 9 [29952/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 9 [30208/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 9 [30464/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 9 [30720/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 9 [30976/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 9 [31232/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 9 [31488/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 9 [31744/45000]	Loss: 0.5884	LR: 0.020000
Training Epoch: 9 [32000/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 9 [32256/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 9 [32512/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 9 [32768/45000]	Loss: 0.3460	LR: 0.020000
Training Epoch: 9 [33024/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 9 [33280/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 9 [33536/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 9 [33792/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 9 [34048/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 9 [34304/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 9 [34560/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 9 [34816/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 9 [35072/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 9 [35328/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 9 [35584/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 9 [35840/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 9 [36096/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 9 [36352/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 9 [36608/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 9 [36864/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 9 [37120/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 9 [37376/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 9 [37632/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 9 [37888/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 9 [38144/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 9 [38400/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 9 [38656/45000]	Loss: 0.5156	LR: 0.020000
Training Epoch: 9 [38912/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 9 [39168/45000]	Loss: 0.4828	LR: 0.020000
Training Epoch: 9 [39424/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 9 [39680/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 9 [39936/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 9 [40192/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 9 [40448/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 9 [40704/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 9 [40960/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 9 [41216/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 9 [41472/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 9 [41728/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 9 [41984/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 9 [42240/45000]	Loss: 0.6105	LR: 0.020000
Training Epoch: 9 [42496/45000]	Loss: 0.3369	LR: 0.020000
Training Epoch: 9 [42752/45000]	Loss: 0.5202	LR: 0.020000
Training Epoch: 9 [43008/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 9 [43264/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 9 [43520/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 9 [43776/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 9 [44032/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 9 [44288/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.3677	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4539, Train Accuracy: 0.8439
Epoch 9 training time consumed: 25.14s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0019, Accuracy: 0.8419, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3355	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3773	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 10 [3328/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 10 [3584/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 10 [3840/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 10 [4096/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 10 [4352/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 10 [4608/45000]	Loss: 0.4559	LR: 0.020000
Training Epoch: 10 [4864/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 10 [5120/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 10 [5376/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 10 [5632/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 10 [5888/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 10 [6144/45000]	Loss: 0.3003	LR: 0.020000
Training Epoch: 10 [6400/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 10 [6656/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 10 [6912/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 10 [7168/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 10 [7424/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 10 [7680/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 10 [7936/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 10 [8192/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 10 [8448/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 10 [8704/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 10 [8960/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 10 [9216/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 10 [9472/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 10 [9728/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 10 [9984/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 10 [10240/45000]	Loss: 0.4339	LR: 0.020000
Training Epoch: 10 [10496/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 10 [10752/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 10 [11008/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 10 [11776/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 10 [12032/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 10 [12288/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 10 [12544/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 10 [12800/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 10 [13056/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 10 [13312/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 10 [13568/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 10 [13824/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 10 [14080/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 10 [14336/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 10 [14592/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 10 [14848/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 10 [15104/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 10 [15360/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 10 [15616/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 10 [15872/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 10 [16128/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 10 [16384/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 10 [16640/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 10 [16896/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 10 [17152/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 10 [17408/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 10 [17664/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 10 [17920/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 10 [18176/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 10 [18432/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 10 [18688/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 10 [18944/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 10 [19200/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 10 [19456/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 10 [19712/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 10 [19968/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 10 [20224/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 10 [20480/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 10 [20736/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 10 [20992/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 10 [21248/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 10 [21504/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 10 [21760/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 10 [22016/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 10 [22272/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 10 [22528/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 10 [22784/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 10 [23040/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 10 [23296/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 10 [23552/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 10 [23808/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 10 [24064/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 10 [24320/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 10 [24576/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 10 [24832/45000]	Loss: 0.3608	LR: 0.020000
Training Epoch: 10 [25088/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 10 [25344/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 10 [25600/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 10 [25856/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 10 [26112/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 10 [26368/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 10 [26624/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 10 [26880/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 10 [27136/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 10 [27392/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 10 [27648/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 10 [27904/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 10 [28160/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 10 [28416/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 10 [28672/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 10 [28928/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 10 [29184/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 10 [29440/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 10 [29696/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 10 [29952/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 10 [30208/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 10 [30464/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 10 [30720/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 10 [30976/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 10 [31232/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 10 [31488/45000]	Loss: 0.3804	LR: 0.020000
Training Epoch: 10 [31744/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 10 [32000/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 10 [32256/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 10 [32512/45000]	Loss: 0.5324	LR: 0.020000
Training Epoch: 10 [32768/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 10 [33024/45000]	Loss: 0.5510	LR: 0.020000
Training Epoch: 10 [33280/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 10 [33536/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 10 [33792/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 10 [34048/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 10 [34304/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 10 [34560/45000]	Loss: 0.4570	LR: 0.020000
Training Epoch: 10 [34816/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 10 [35072/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 10 [35328/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 10 [35584/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 10 [36352/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 10 [36608/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 10 [36864/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3295	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.5718	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4709	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4323, Train Accuracy: 0.8487
Epoch 10 training time consumed: 24.93s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0018, Accuracy: 0.8449, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3429	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.4549	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3721	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3646	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3576	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3750	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3335	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 11 [23552/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 11 [23808/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 11 [24064/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 11 [24320/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 11 [24576/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 11 [24832/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 11 [25344/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 11 [25600/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 11 [25856/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 11 [26112/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4355	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4032	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3509	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.3102	LR: 0.020000
Training Epoch: 11 [31488/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 11 [31744/45000]	Loss: 0.3956	LR: 0.020000
Training Epoch: 11 [32000/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 11 [32256/45000]	Loss: 0.5382	LR: 0.020000
Training Epoch: 11 [32512/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 11 [32768/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 11 [33024/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 11 [33280/45000]	Loss: 0.5413	LR: 0.020000
Training Epoch: 11 [33536/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 11 [33792/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 11 [34048/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 11 [34304/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 11 [34560/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 11 [34816/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 11 [35072/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 11 [35328/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.4649	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.4775	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3132	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4334	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4178, Train Accuracy: 0.8550
Epoch 11 training time consumed: 24.97s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0018, Accuracy: 0.8471, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.3885	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.4333	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.4139	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.4042	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.5028	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.4012	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3750	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3795	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4071	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.4199	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4125	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.4343	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3953	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3320	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.4102	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.2913	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.2939	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.4008	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.4252	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.4057	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.4264	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.4169	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3774	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.4005	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3742	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3899	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3119	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3947	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3801	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4182	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.4590	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.4791	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3546	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3902	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3693	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.4366	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3839	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3921	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.4518	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.4203	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.4517	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.4107	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.5090	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.4035	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3129	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.4098	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.4174	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3904	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.4010	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.4375	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.4108	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 12 [21504/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 12 [21760/45000]	Loss: 0.4198	LR: 0.004000
Training Epoch: 12 [22016/45000]	Loss: 0.3927	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.4709	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 12 [23040/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 12 [23296/45000]	Loss: 0.4724	LR: 0.004000
Training Epoch: 12 [23552/45000]	Loss: 0.3949	LR: 0.004000
Training Epoch: 12 [23808/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 12 [24064/45000]	Loss: 0.3970	LR: 0.004000
Training Epoch: 12 [24320/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 12 [24576/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 12 [24832/45000]	Loss: 0.4029	LR: 0.004000
Training Epoch: 12 [25088/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 12 [25344/45000]	Loss: 0.3727	LR: 0.004000
Training Epoch: 12 [25600/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 12 [25856/45000]	Loss: 0.3799	LR: 0.004000
Training Epoch: 12 [26112/45000]	Loss: 0.4116	LR: 0.004000
Training Epoch: 12 [26368/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 12 [26624/45000]	Loss: 0.4761	LR: 0.004000
Training Epoch: 12 [26880/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 12 [27136/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 12 [27392/45000]	Loss: 0.3935	LR: 0.004000
Training Epoch: 12 [27648/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 12 [27904/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 12 [28160/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 12 [28416/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.3824	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.3286	LR: 0.004000
Training Epoch: 12 [29184/45000]	Loss: 0.4381	LR: 0.004000
Training Epoch: 12 [29440/45000]	Loss: 0.3085	LR: 0.004000
Training Epoch: 12 [29696/45000]	Loss: 0.3967	LR: 0.004000
Training Epoch: 12 [29952/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 12 [30208/45000]	Loss: 0.4027	LR: 0.004000
Training Epoch: 12 [30464/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 12 [30720/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 12 [30976/45000]	Loss: 0.4096	LR: 0.004000
Training Epoch: 12 [31232/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 12 [31488/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 12 [31744/45000]	Loss: 0.3795	LR: 0.004000
Training Epoch: 12 [32000/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 12 [32256/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 12 [32512/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 12 [32768/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 12 [33024/45000]	Loss: 0.3258	LR: 0.004000
Training Epoch: 12 [33280/45000]	Loss: 0.3662	LR: 0.004000
Training Epoch: 12 [33536/45000]	Loss: 0.3861	LR: 0.004000
Training Epoch: 12 [33792/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 12 [34048/45000]	Loss: 0.3839	LR: 0.004000
Training Epoch: 12 [34304/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 12 [34560/45000]	Loss: 0.4247	LR: 0.004000
Training Epoch: 12 [34816/45000]	Loss: 0.4262	LR: 0.004000
Training Epoch: 12 [35072/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 12 [35328/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 12 [35584/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 12 [35840/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 12 [36096/45000]	Loss: 0.3942	LR: 0.004000
Training Epoch: 12 [36352/45000]	Loss: 0.3895	LR: 0.004000
Training Epoch: 12 [36608/45000]	Loss: 0.3952	LR: 0.004000
Training Epoch: 12 [36864/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 12 [37120/45000]	Loss: 0.3599	LR: 0.004000
Training Epoch: 12 [37376/45000]	Loss: 0.3833	LR: 0.004000
Training Epoch: 12 [37632/45000]	Loss: 0.3779	LR: 0.004000
Training Epoch: 12 [37888/45000]	Loss: 0.3527	LR: 0.004000
Training Epoch: 12 [38144/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 12 [38400/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 12 [38656/45000]	Loss: 0.3430	LR: 0.004000
Training Epoch: 12 [38912/45000]	Loss: 0.2829	LR: 0.004000
Training Epoch: 12 [39168/45000]	Loss: 0.4285	LR: 0.004000
Training Epoch: 12 [39424/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 12 [39680/45000]	Loss: 0.3408	LR: 0.004000
Training Epoch: 12 [39936/45000]	Loss: 0.4113	LR: 0.004000
Training Epoch: 12 [40192/45000]	Loss: 0.3078	LR: 0.004000
Training Epoch: 12 [40448/45000]	Loss: 0.3826	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.4128	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3650	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3934	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.4080	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.4049	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3921	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3747	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.2806	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3870	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3711, Train Accuracy: 0.8718
Epoch 12 training time consumed: 25.15s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0016, Accuracy: 0.8645, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3472	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3750	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3721	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 13 [2560/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3757	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 13 [3328/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 13 [3584/45000]	Loss: 0.2214	LR: 0.004000
Training Epoch: 13 [3840/45000]	Loss: 0.3813	LR: 0.004000
Training Epoch: 13 [4096/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 13 [4352/45000]	Loss: 0.3973	LR: 0.004000
Training Epoch: 13 [4608/45000]	Loss: 0.2728	LR: 0.004000
Training Epoch: 13 [4864/45000]	Loss: 0.3872	LR: 0.004000
Training Epoch: 13 [5120/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 13 [5376/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 13 [5632/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 13 [5888/45000]	Loss: 0.3874	LR: 0.004000
Training Epoch: 13 [6144/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 13 [6400/45000]	Loss: 0.3422	LR: 0.004000
Training Epoch: 13 [6656/45000]	Loss: 0.4261	LR: 0.004000
Training Epoch: 13 [6912/45000]	Loss: 0.3413	LR: 0.004000
Training Epoch: 13 [7168/45000]	Loss: 0.3781	LR: 0.004000
Training Epoch: 13 [7424/45000]	Loss: 0.4150	LR: 0.004000
Training Epoch: 13 [7680/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 13 [7936/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 13 [8192/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 13 [8448/45000]	Loss: 0.3851	LR: 0.004000
Training Epoch: 13 [8704/45000]	Loss: 0.3611	LR: 0.004000
Training Epoch: 13 [8960/45000]	Loss: 0.4008	LR: 0.004000
Training Epoch: 13 [9216/45000]	Loss: 0.2688	LR: 0.004000
Training Epoch: 13 [9472/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 13 [9728/45000]	Loss: 0.3426	LR: 0.004000
Training Epoch: 13 [9984/45000]	Loss: 0.3801	LR: 0.004000
Training Epoch: 13 [10240/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 13 [10496/45000]	Loss: 0.4123	LR: 0.004000
Training Epoch: 13 [10752/45000]	Loss: 0.4272	LR: 0.004000
Training Epoch: 13 [11008/45000]	Loss: 0.4689	LR: 0.004000
Training Epoch: 13 [11264/45000]	Loss: 0.3979	LR: 0.004000
Training Epoch: 13 [11520/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 13 [11776/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 13 [12032/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 13 [12288/45000]	Loss: 0.3894	LR: 0.004000
Training Epoch: 13 [12544/45000]	Loss: 0.2390	LR: 0.004000
Training Epoch: 13 [12800/45000]	Loss: 0.3424	LR: 0.004000
Training Epoch: 13 [13056/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 13 [13312/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 13 [13568/45000]	Loss: 0.3890	LR: 0.004000
Training Epoch: 13 [13824/45000]	Loss: 0.3723	LR: 0.004000
Training Epoch: 13 [14080/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 13 [14336/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 13 [14592/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 13 [14848/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 13 [15104/45000]	Loss: 0.4322	LR: 0.004000
Training Epoch: 13 [15360/45000]	Loss: 0.3916	LR: 0.004000
Training Epoch: 13 [15616/45000]	Loss: 0.3672	LR: 0.004000
Training Epoch: 13 [15872/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 13 [16128/45000]	Loss: 0.3840	LR: 0.004000
Training Epoch: 13 [16384/45000]	Loss: 0.3700	LR: 0.004000
Training Epoch: 13 [16640/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 13 [16896/45000]	Loss: 0.4575	LR: 0.004000
Training Epoch: 13 [17152/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 13 [17408/45000]	Loss: 0.3920	LR: 0.004000
Training Epoch: 13 [17664/45000]	Loss: 0.4035	LR: 0.004000
Training Epoch: 13 [17920/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 13 [18176/45000]	Loss: 0.4567	LR: 0.004000
Training Epoch: 13 [18432/45000]	Loss: 0.3548	LR: 0.004000
Training Epoch: 13 [18688/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 13 [18944/45000]	Loss: 0.3456	LR: 0.004000
Training Epoch: 13 [19200/45000]	Loss: 0.3351	LR: 0.004000
Training Epoch: 13 [19456/45000]	Loss: 0.3831	LR: 0.004000
Training Epoch: 13 [19712/45000]	Loss: 0.4142	LR: 0.004000
Training Epoch: 13 [19968/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.3839	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3941	LR: 0.004000
Training Epoch: 13 [20736/45000]	Loss: 0.3305	LR: 0.004000
Training Epoch: 13 [20992/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 13 [21248/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 13 [21504/45000]	Loss: 0.4458	LR: 0.004000
Training Epoch: 13 [21760/45000]	Loss: 0.3623	LR: 0.004000
Training Epoch: 13 [22016/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 13 [22272/45000]	Loss: 0.2766	LR: 0.004000
Training Epoch: 13 [22528/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 13 [22784/45000]	Loss: 0.3044	LR: 0.004000
Training Epoch: 13 [23040/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 13 [23296/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 13 [23552/45000]	Loss: 0.3448	LR: 0.004000
Training Epoch: 13 [23808/45000]	Loss: 0.3644	LR: 0.004000
Training Epoch: 13 [24064/45000]	Loss: 0.3360	LR: 0.004000
Training Epoch: 13 [24320/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 13 [24576/45000]	Loss: 0.3997	LR: 0.004000
Training Epoch: 13 [24832/45000]	Loss: 0.4019	LR: 0.004000
Training Epoch: 13 [25088/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 13 [25344/45000]	Loss: 0.3896	LR: 0.004000
Training Epoch: 13 [25600/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 13 [25856/45000]	Loss: 0.4047	LR: 0.004000
Training Epoch: 13 [26112/45000]	Loss: 0.3923	LR: 0.004000
Training Epoch: 13 [26368/45000]	Loss: 0.3934	LR: 0.004000
Training Epoch: 13 [26624/45000]	Loss: 0.4139	LR: 0.004000
Training Epoch: 13 [26880/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 13 [27136/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 13 [27392/45000]	Loss: 0.3873	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.2710	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 13 [29952/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 13 [30208/45000]	Loss: 0.3759	LR: 0.004000
Training Epoch: 13 [30464/45000]	Loss: 0.3517	LR: 0.004000
Training Epoch: 13 [30720/45000]	Loss: 0.3798	LR: 0.004000
Training Epoch: 13 [30976/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 13 [31232/45000]	Loss: 0.3314	LR: 0.004000
Training Epoch: 13 [31488/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 13 [31744/45000]	Loss: 0.4548	LR: 0.004000
Training Epoch: 13 [32000/45000]	Loss: 0.4031	LR: 0.004000
Training Epoch: 13 [32256/45000]	Loss: 0.3786	LR: 0.004000
Training Epoch: 13 [32512/45000]	Loss: 0.4078	LR: 0.004000
Training Epoch: 13 [32768/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 13 [33024/45000]	Loss: 0.3625	LR: 0.004000
Training Epoch: 13 [33280/45000]	Loss: 0.3629	LR: 0.004000
Training Epoch: 13 [33536/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 13 [33792/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 13 [34048/45000]	Loss: 0.3213	LR: 0.004000
Training Epoch: 13 [34304/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 13 [34560/45000]	Loss: 0.3646	LR: 0.004000
Training Epoch: 13 [34816/45000]	Loss: 0.3767	LR: 0.004000
Training Epoch: 13 [35072/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 13 [35328/45000]	Loss: 0.3792	LR: 0.004000
Training Epoch: 13 [35584/45000]	Loss: 0.3652	LR: 0.004000
Training Epoch: 13 [35840/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 13 [36096/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 13 [36352/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 13 [36608/45000]	Loss: 0.4328	LR: 0.004000
Training Epoch: 13 [36864/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 13 [37120/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 13 [37376/45000]	Loss: 0.4355	LR: 0.004000
Training Epoch: 13 [37632/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 13 [37888/45000]	Loss: 0.3134	LR: 0.004000
Training Epoch: 13 [38144/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 13 [38400/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 13 [38656/45000]	Loss: 0.4349	LR: 0.004000
Training Epoch: 13 [38912/45000]	Loss: 0.3645	LR: 0.004000
Training Epoch: 13 [39168/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 13 [39424/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 13 [39680/45000]	Loss: 0.3898	LR: 0.004000
Training Epoch: 13 [39936/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 13 [40192/45000]	Loss: 0.3923	LR: 0.004000
Training Epoch: 13 [40448/45000]	Loss: 0.3700	LR: 0.004000
Training Epoch: 13 [40704/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.2828	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3852	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3837	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.4230	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3905	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3524	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.4399	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3556	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3553, Train Accuracy: 0.8780
Epoch 13 training time consumed: 24.96s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0016, Accuracy: 0.8659, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.4139	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3545	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2755	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3952	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3010	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.4274	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.4085	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3578	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3891	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3808	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3981	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3756	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3766	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.4093	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.2752	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3715	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.4004	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3643	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3288	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.4075	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3008	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3545	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.4345	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.2807	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3860	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3873	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.2769	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.4063	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.2653	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3897	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3967	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3072	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.4079	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3502	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.4152	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.4267	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3237	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3479	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3643	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.2875	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.4034	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.4549	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.4162	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2789	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.4164	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3794	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3640	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3420	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3226	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.2715	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3611	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.4734	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3642	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3781	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.3813	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3312	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.2997	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3368	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3899	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.3052	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.2947	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.3802	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.4294	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.4301	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.3119	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3597	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.4206	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.4403	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.2707	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3195	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3983	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3507	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3315	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2576	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3827	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3442	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3871	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3713	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3792	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3826	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3493	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.2601	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3958	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.4292	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3392	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3132	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3316	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3461, Train Accuracy: 0.8815
Epoch 14 training time consumed: 25.03s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0016, Accuracy: 0.8679, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3384	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2913	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3652	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3880	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3029	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2738	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.4213	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3462	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2862	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3941	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.3243	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3821	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3315	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.4089	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3774	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.3043	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3968	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.2890	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3413	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3104	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.3666	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.3586	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.4069	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.3691	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.4153	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3653	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3897	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3976	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2865	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3693	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3565	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3646	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.3859	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3589	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3335	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.2570	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2750	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3908	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.4066	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3650	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.4258	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.3526	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3649	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3836	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3947	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.4189	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2784	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3412	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.3424	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.4269	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3906	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.2553	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.4058	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3762	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.4218	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3941	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.4971	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3875	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3872	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3485	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.3773	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.2517	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.2594	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.3418	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.3858	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.3407	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.2998	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.3427	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.4262	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3802	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.2817	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.3866	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2850	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.4054	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2746	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3663	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3576	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3010	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3482	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3414, Train Accuracy: 0.8819
Epoch 15 training time consumed: 24.95s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0016, Accuracy: 0.8670, Time consumed:0.99s
Training Epoch: 16 [256/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3898	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3743	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3729	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2140	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3565	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.4399	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3791	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3832	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2263	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3633	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3738	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.4135	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.3978	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.3689	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.4556	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.3776	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.3619	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.4226	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.3983	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.3856	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.3612	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.3958	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.4038	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.3896	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.3500	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.3524	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.3866	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.4506	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.3939	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.2401	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.3646	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.3782	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.3710	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3656	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.3760	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.3733	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 16 [33280/45000]	Loss: 0.3776	LR: 0.000800
Training Epoch: 16 [33536/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 16 [33792/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 16 [34560/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.3768	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.4072	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3699	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3700	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3683	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.4522	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3596	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3796	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3472	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.3859	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.3975	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3759	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3496	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3336, Train Accuracy: 0.8859
Epoch 16 training time consumed: 24.89s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0015, Accuracy: 0.8698, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.4009	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3952	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3467	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3773	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.3227	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.3815	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.3625	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.3926	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.3946	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.3679	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3765	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.3920	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.4332	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3888	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.3390	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3682	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2224	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3825	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3751	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3648	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.3766	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3644	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.3585	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3866	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.3405	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3438	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.3905	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.3666	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.3738	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.3799	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.4183	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3684	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.4068	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.4429	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3903	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.3570	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.4129	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.4019	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3542	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.4202	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.3638	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.3694	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.4038	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3754	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3274	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3283, Train Accuracy: 0.8879
Epoch 17 training time consumed: 25.07s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8703, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3929	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3683	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3736	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.3705	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.3702	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.4095	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.3745	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.3776	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.4135	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2254	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3788	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3600	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.3791	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3777	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3956	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.4264	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.3809	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3584	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3956	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.4143	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3500	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.4007	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.4062	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3654	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.4121	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3715	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3816	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.3843	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3764	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3866	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3166	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3227, Train Accuracy: 0.8889
Epoch 18 training time consumed: 24.94s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8703, Time consumed:0.97s
Training Epoch: 19 [256/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3643	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3909	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3734	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.3827	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3733	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.4293	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.4259	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3719	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.3443	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3581	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.4073	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3565	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3874	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.4266	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3558	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.4426	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3852	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3772	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3733	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.1826	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3900	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.3747	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.4207	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.4022	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.4042	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.4278	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3984	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2504	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.3671	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3565	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3822	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3891	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3916	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3383	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.3705	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3608	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3940	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3841	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.3684	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3038	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3237, Train Accuracy: 0.8892
Epoch 19 training time consumed: 25.06s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8709, Time consumed:1.00s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.3823	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3911	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3519	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3928	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3430	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3713	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2152	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3941	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.4192	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3815	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3868	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.4204	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.3862	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.4311	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3875	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.4115	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3647	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3737	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3936	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3714	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3889	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.4002	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3810	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2336	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3814	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3789	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3823	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2202	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3847	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3678	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3743	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3836	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3829	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2618	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3211, Train Accuracy: 0.8904
Epoch 20 training time consumed: 25.41s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8718, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_43m_30s/AllCNN-Cifar10-seed9-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: 87.041015625
Retain Accuracy: 89.39453125
Zero-Retain Forget (ZRF): 0.8583522439002991
Membership Inference Attack (MIA): 0.4366
Forget vs Retain Membership Inference Attack (MIA): 0.5415
Forget vs Test Membership Inference Attack (MIA): 0.5625
Test vs Retain Membership Inference Attack (MIA): 0.49075
Train vs Test Membership Inference Attack (MIA): 0.517
Forget Set Accuracy (Df): 85.59857177734375
Method Execution Time: 1021.66 seconds
