hello
hello

📌 S Retain class distribution for seed 5:
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 5:
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: 2.3073	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3154	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.2851	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.2876	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2979	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2930	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2691	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2607	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2589	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2191	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2114	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1711	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1679	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1612	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1346	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.0814	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0982	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0860	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0496	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0547	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0903	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.0430	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0323	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9783	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.9450	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9817	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9557	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9843	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9557	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9191	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8377	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8650	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.9631	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8706	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8582	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7861	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8330	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8114	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8532	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7980	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8033	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8583	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8617	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8494	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8185	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.6991	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7610	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7026	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.8477	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6928	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.6660	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6907	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6481	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6949	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6742	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.8241	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7188	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7077	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7176	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7906	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7060	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.5987	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7873	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7442	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.5928	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6875	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6078	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6439	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7166	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6122	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6971	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7659	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6838	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.5946	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6298	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5998	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6243	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6009	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6200	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6050	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6284	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.5685	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5345	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5627	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.6052	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5343	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5749	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6636	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5574	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6227	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5064	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5346	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6411	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6494	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6973	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5589	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4901	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6233	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5938	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.5815	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5511	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4511	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5327	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.4054	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5254	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5509	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5338	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5772	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5284	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.4686	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5589	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.4569	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4868	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4221	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4921	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4281	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5323	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4592	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.4541	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.5306	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.5543	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.3783	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4593	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5423	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4645	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.5611	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.6286	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.3614	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.3226	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3779	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5891	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4643	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.5032	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4387	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.4326	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4426	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.3540	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4780	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4952	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4195	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4646	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4144	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3970	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4107	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4236	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3398	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.3985	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3747	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4821	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.3807	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.3274	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.5632	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5197	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.2958	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.3795	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.3081	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4697	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3949	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3153	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3435	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3171	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4060	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4474	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.2875	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4512	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3687	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3706	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3860	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3591	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4224	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.2888	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.2607	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3133	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3391	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.5392	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.2481	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6554, Train Accuracy: 0.3803
Epoch 1 training time consumed: 25.19s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0069, Accuracy: 0.4020, Time consumed:1.05s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3336	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4113	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.2486	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3248	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.4380	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3434	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.5091	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3569	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3203	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3605	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3476	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3871	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3317	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3000	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3591	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3516	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.4463	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.2150	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3510	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3009	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3265	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4051	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.2384	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3184	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3371	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3339	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3052	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2383	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.4007	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2572	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3916	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3239	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2394	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2409	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3272	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4189	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2286	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2308	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2380	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.2796	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.1648	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2178	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3177	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.1529	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3879	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.2180	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.1819	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2128	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2882	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.1462	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2119	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2682	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.1606	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3060	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2038	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1555	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2743	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.1441	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2501	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.1275	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.1180	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.3102	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2897	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2862	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2162	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.3691	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.0488	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.0786	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.2796	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.1614	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.1469	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.1528	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2740	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2017	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2091	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2016	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.1257	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.2994	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2783	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1362	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1235	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.1156	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.1803	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2193	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1843	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.1441	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1848	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1994	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.2027	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2467	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2326	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.0833	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.1646	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1786	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2303	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1748	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2791	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1403	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2415	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.2686	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.2424	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.2242	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1541	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.2223	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1796	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1393	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1768	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1483	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.2627	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1882	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1797	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.1508	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.2005	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.2360	LR: 0.100000
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Training Epoch: 2 [29952/45000]	Loss: 1.1908	LR: 0.100000
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Training Epoch: 2 [35072/45000]	Loss: 1.2091	LR: 0.100000
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Training Epoch: 2 [35584/45000]	Loss: 1.1710	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.0114	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1511	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1483	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1533	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0794	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.0804	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.1448	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.9972	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.1526	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1036	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0501	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.1751	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.1593	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0066	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0415	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.0905	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0058	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1387	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1083	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0740	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0993	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0034	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0070	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1476	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0920	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1195	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0951	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0414	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1532	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0913	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.2413	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1211	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.1809	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0455	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 0.9784	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2006, Train Accuracy: 0.5659
Epoch 2 training time consumed: 24.50s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0046, Accuracy: 0.5931, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0696	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1439	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1573	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.2950	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.1614	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.9309	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.1416	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9684	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0795	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9775	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0597	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.9761	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0213	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1839	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.9621	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0295	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0123	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0640	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0789	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0106	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0591	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.9889	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0813	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.1257	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.1617	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0152	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9714	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.9956	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.9593	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 0.9083	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.0207	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0236	LR: 0.100000
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Training Epoch: 3 [8960/45000]	Loss: 1.1194	LR: 0.100000
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Training Epoch: 3 [9472/45000]	Loss: 0.9681	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 0.9753	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0322	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 0.9654	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0308	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0856	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9628	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.0899	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0367	LR: 0.100000
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Training Epoch: 3 [16640/45000]	Loss: 1.0406	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.0673	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.9486	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9230	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9094	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.0267	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9954	LR: 0.100000
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Training Epoch: 3 [28416/45000]	Loss: 1.0750	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 0.9550	LR: 0.100000
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Training Epoch: 3 [32768/45000]	Loss: 1.0848	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 0.9136	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.0352	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9956	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.9221	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.0160	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9705	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.0413	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9381	LR: 0.100000
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Training Epoch: 3 [38656/45000]	Loss: 0.8384	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9223	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.8640	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9536	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.0254	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.8941	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.7939	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9150	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.0109	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.0334	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8825	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.8258	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9370	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9276	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.0096	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9689	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.0243	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9574	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.8328	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9915	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8973	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.9174	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8820	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9988, Train Accuracy: 0.6430
Epoch 3 training time consumed: 24.43s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0041, Accuracy: 0.6502, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.9303	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9728	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9839	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.0025	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8809	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9712	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8567	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.9829	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9479	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8801	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.7437	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9508	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 1.0183	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8369	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8928	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.9742	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 1.0069	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 1.0188	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8922	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9596	LR: 0.100000
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Training Epoch: 4 [5888/45000]	Loss: 0.9896	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9862	LR: 0.100000
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Training Epoch: 4 [6656/45000]	Loss: 0.8642	LR: 0.100000
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Training Epoch: 4 [8192/45000]	Loss: 0.8688	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.7603	LR: 0.100000
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Training Epoch: 4 [9984/45000]	Loss: 0.9655	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.9276	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8597	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.9662	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 1.0063	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.9850	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.8051	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 1.0167	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.8826	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.9286	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8765, Train Accuracy: 0.6879
Epoch 4 training time consumed: 24.72s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0035, Accuracy: 0.6947, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8716	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.7665	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6779	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.8600	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.8761	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7857	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7172	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7310	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.8386	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7022	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.8079	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.7237	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7053	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7752, Train Accuracy: 0.7272
Epoch 5 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0038, Accuracy: 0.6988, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.8128	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6172	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.6546	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.8010	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.7327	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7856	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.8164	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.7188	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.6453	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.6919	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.8003	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7932	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.7311	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6005	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6361	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 0.6918	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6735	LR: 0.100000
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Training Epoch: 6 [39168/45000]	Loss: 0.6765	LR: 0.100000
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Training Epoch: 6 [40704/45000]	Loss: 0.6684	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.7638	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.8088	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6977	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6418	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6178	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.7656	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6973	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.7934	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.5595	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6321	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.5802	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.5932	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.8028	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6042	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6384	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6397	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.7844	LR: 0.100000
Epoch 6 - Average Train Loss: 0.7075, Train Accuracy: 0.7526
Epoch 6 training time consumed: 24.66s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0031, Accuracy: 0.7453, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.5881	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.7111	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6505	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.5410	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6248	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6887	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.7473	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6519	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.7178	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.7134	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6442	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6209	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6851	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.7617	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6343	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 0.7232	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6427	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.7003	LR: 0.100000
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Training Epoch: 7 [26880/45000]	Loss: 0.6543	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.5704	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.7138	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6723	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5917	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5436	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.6546	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.5997	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.6040	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6889	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.6220	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.6541	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.5714	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.5554	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6949	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6239	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.6062	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.5891	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.6192	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.6747	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.6654	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.5814	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.4942	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6137	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.6338	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6950	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.5263	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.6906	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.6832	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.6155	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.5903	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.7639	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.7666	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.6154	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.7606	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6600	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6185	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6564	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.6073	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6306	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.7356	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.6695	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6417	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.6139	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.5859	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.6028	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6615	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.7079	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6026	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6790	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5414	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.5908	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.7036	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6078	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.6793	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.6203	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6242	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.7369	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5966	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.5600	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6131	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6382	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.6436	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.6071	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.7257	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.7128	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6681	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5601	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6626	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6336	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6661	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6197	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6536, Train Accuracy: 0.7729
Epoch 7 training time consumed: 24.58s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0034, Accuracy: 0.7246, Time consumed:0.89s
Training Epoch: 8 [256/45000]	Loss: 0.6769	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5985	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6195	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6035	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5988	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.6593	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.6456	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.6157	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5041	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5696	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5151	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.6046	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.5501	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5577	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.5386	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.6220	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.5449	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.5741	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.5099	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.5222	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.5273	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.5254	LR: 0.020000
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Training Epoch: 8 [23808/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.4939	LR: 0.020000
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Training Epoch: 8 [24832/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.6347	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4836	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4948	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.4051	LR: 0.020000
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Training Epoch: 8 [34304/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4821	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.5855	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.6068	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.5455	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.5260	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4238	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.5099	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4643	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4972, Train Accuracy: 0.8289
Epoch 8 training time consumed: 24.77s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8399, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.5427	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4696	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.3440	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4934	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4846	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4147	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4532, Train Accuracy: 0.8418
Epoch 9 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0018, Accuracy: 0.8428, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.4084	LR: 0.020000
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Training Epoch: 10 [11008/45000]	Loss: 0.4347	LR: 0.020000
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Training Epoch: 10 [13824/45000]	Loss: 0.4219	LR: 0.020000
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Training Epoch: 10 [16896/45000]	Loss: 0.5152	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.4910	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.3810	LR: 0.020000
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Training Epoch: 10 [40192/45000]	Loss: 0.4727	LR: 0.020000
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Training Epoch: 10 [40704/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3569	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4549	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.5577	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4328, Train Accuracy: 0.8520
Epoch 10 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0018, Accuracy: 0.8484, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4570	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3557	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4288	LR: 0.020000
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Training Epoch: 11 [7680/45000]	Loss: 0.4092	LR: 0.020000
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Training Epoch: 11 [8192/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3318	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.4205	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3787	LR: 0.020000
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Training Epoch: 11 [9984/45000]	Loss: 0.4394	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.3824	LR: 0.020000
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Training Epoch: 11 [11520/45000]	Loss: 0.4363	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.3852	LR: 0.020000
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Training Epoch: 11 [16896/45000]	Loss: 0.3882	LR: 0.020000
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Training Epoch: 11 [20224/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3743	LR: 0.020000
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Training Epoch: 11 [29440/45000]	Loss: 0.3684	LR: 0.020000
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Training Epoch: 11 [38656/45000]	Loss: 0.4252	LR: 0.020000
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Training Epoch: 11 [39168/45000]	Loss: 0.3693	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3327	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3403	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3464	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4730	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4158, Train Accuracy: 0.8567
Epoch 11 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0018, Accuracy: 0.8490, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.4592	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.4193	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.4317	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3808	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.4519	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.4756	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3637	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3546	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.2783	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3914	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.4016	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4245	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.4337	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.4363	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.4413	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3439	LR: 0.004000
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Training Epoch: 12 [8448/45000]	Loss: 0.3766	LR: 0.004000
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Training Epoch: 12 [9984/45000]	Loss: 0.4249	LR: 0.004000
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Training Epoch: 12 [11520/45000]	Loss: 0.3572	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.4866	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.3531	LR: 0.004000
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Training Epoch: 12 [15360/45000]	Loss: 0.3964	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3365	LR: 0.004000
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Training Epoch: 12 [16128/45000]	Loss: 0.4057	LR: 0.004000
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Training Epoch: 12 [16896/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3900	LR: 0.004000
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Training Epoch: 12 [19200/45000]	Loss: 0.3716	LR: 0.004000
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Training Epoch: 12 [19712/45000]	Loss: 0.3740	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.2793	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3713	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3734	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.4255	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.3656	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.4096	LR: 0.004000
Training Epoch: 12 [23040/45000]	Loss: 0.4044	LR: 0.004000
Training Epoch: 12 [23296/45000]	Loss: 0.3901	LR: 0.004000
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Training Epoch: 12 [24576/45000]	Loss: 0.3820	LR: 0.004000
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Training Epoch: 12 [25088/45000]	Loss: 0.2906	LR: 0.004000
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Training Epoch: 12 [25600/45000]	Loss: 0.3829	LR: 0.004000
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Training Epoch: 12 [26112/45000]	Loss: 0.3814	LR: 0.004000
Training Epoch: 12 [26368/45000]	Loss: 0.3210	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.4109	LR: 0.004000
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Training Epoch: 12 [29440/45000]	Loss: 0.3410	LR: 0.004000
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Training Epoch: 12 [30208/45000]	Loss: 0.3308	LR: 0.004000
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Training Epoch: 12 [38912/45000]	Loss: 0.3147	LR: 0.004000
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Training Epoch: 12 [40192/45000]	Loss: 0.4042	LR: 0.004000
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Training Epoch: 12 [40704/45000]	Loss: 0.3599	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.2935	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.4740	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3156	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3824	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3698	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3993	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3745	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.2592	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3401	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3967	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3311	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.4778	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3338	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3745, Train Accuracy: 0.8718
Epoch 12 training time consumed: 24.79s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0016, Accuracy: 0.8670, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.4062	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3952	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3007	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3932	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 13 [2560/45000]	Loss: 0.4663	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.4486	LR: 0.004000
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Training Epoch: 13 [3840/45000]	Loss: 0.3876	LR: 0.004000
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Training Epoch: 13 [20480/45000]	Loss: 0.3934	LR: 0.004000
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Training Epoch: 13 [25088/45000]	Loss: 0.3809	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.4346	LR: 0.004000
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Training Epoch: 13 [26880/45000]	Loss: 0.3211	LR: 0.004000
Training Epoch: 13 [27136/45000]	Loss: 0.4025	LR: 0.004000
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Training Epoch: 13 [27904/45000]	Loss: 0.3760	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3923	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.3628	LR: 0.004000
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Training Epoch: 13 [29696/45000]	Loss: 0.4103	LR: 0.004000
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Training Epoch: 13 [39168/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 13 [39424/45000]	Loss: 0.3313	LR: 0.004000
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Training Epoch: 13 [40192/45000]	Loss: 0.3790	LR: 0.004000
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Training Epoch: 13 [40960/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.4151	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3838	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3842	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.4147	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3517	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3579, Train Accuracy: 0.8772
Epoch 13 training time consumed: 24.70s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0015, Accuracy: 0.8678, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3442	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2922	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.4031	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3723	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3368	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3495	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3430	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.4133	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3868	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.4434	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3829	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3694	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.3650	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3501	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3753	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.4278	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3656	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.4230	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.2728	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3928	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.4614	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.4136	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3856	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.2960	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.4338	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.2796	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.2594	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.4101	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3595	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.4248	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3493	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3661	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.4235	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.4185	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3582	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3548	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.4183	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3996	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3957	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.4097	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.4165	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.4440	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.4621	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3930	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.4357	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3607	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2669	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3237	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.4284	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.4462	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.4628	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3868	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3634	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3810	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3767	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3599	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.4025	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3958	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3858	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.3218	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.4827	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3392	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.2477	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3945	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3491	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3401	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3966	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3783	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3842	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.4017	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.4049	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.2513	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.2495	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3969	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3469	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3974	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2654	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.4051	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3989	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.4086	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3123	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.2163	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2845	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.4238	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.4580	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.4127	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.4447	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3517, Train Accuracy: 0.8807
Epoch 14 training time consumed: 24.81s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0016, Accuracy: 0.8653, Time consumed:0.91s
Training Epoch: 15 [256/45000]	Loss: 0.3655	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.2761	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3893	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3341	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3103	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3955	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2697	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.4310	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2464	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3899	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.3672	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.3916	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.2883	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.3420	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3983	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3679	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.2671	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3755	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2836	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3849	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3418	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3959	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.4327	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2928	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3477	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.3052	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3433	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.2941	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.4387	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3993	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2750	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.2920	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3666	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3538	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.4506	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.3766	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.4299	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.2624	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3649	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.3657	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.3578	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3099	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.3022	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.2783	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3839	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.4135	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.4409	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.4132	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.4010	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.4402	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.3713	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3571	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3737	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3762	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3608	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2892	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2537	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3359	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.2880	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3576	LR: 0.004000
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Training Epoch: 15 [35840/45000]	Loss: 0.3613	LR: 0.004000
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Training Epoch: 15 [36352/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.3393	LR: 0.004000
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Training Epoch: 15 [37120/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3382	LR: 0.004000
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Training Epoch: 15 [37888/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.4648	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3655	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3463	LR: 0.004000
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Training Epoch: 15 [40192/45000]	Loss: 0.3486	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3666	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3399	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3286	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3420	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3185	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.4115	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3035	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3556	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3801	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3745	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.4118	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3351	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3437, Train Accuracy: 0.8807
Epoch 15 training time consumed: 24.63s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0015, Accuracy: 0.8714, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.4022	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3584	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3940	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3680	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3716	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.3566	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3633	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.3687	LR: 0.000800
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Training Epoch: 16 [8448/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.3397	LR: 0.000800
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Training Epoch: 16 [10496/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3550	LR: 0.000800
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Training Epoch: 16 [11264/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2650	LR: 0.000800
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Training Epoch: 16 [12288/45000]	Loss: 0.2989	LR: 0.000800
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Training Epoch: 16 [16896/45000]	Loss: 0.3317	LR: 0.000800
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Training Epoch: 16 [20480/45000]	Loss: 0.3411	LR: 0.000800
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Training Epoch: 16 [26624/45000]	Loss: 0.3630	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3033	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3980	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3349	LR: 0.000800
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Training Epoch: 16 [29696/45000]	Loss: 0.3467	LR: 0.000800
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Training Epoch: 16 [30720/45000]	Loss: 0.2968	LR: 0.000800
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Training Epoch: 16 [32256/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.3493	LR: 0.000800
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Training Epoch: 16 [35072/45000]	Loss: 0.3185	LR: 0.000800
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Training Epoch: 16 [36096/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3898	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.4443	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2934	LR: 0.000800
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Training Epoch: 16 [37376/45000]	Loss: 0.3649	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3828	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3708	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3815	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.3770	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3349	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.4197	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2118	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3294, Train Accuracy: 0.8860
Epoch 16 training time consumed: 24.52s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0015, Accuracy: 0.8742, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3993	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3626	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3696	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.3907	LR: 0.000800
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Training Epoch: 17 [7680/45000]	Loss: 0.3309	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.3638	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.2812	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.3726	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3574	LR: 0.000800
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Training Epoch: 17 [12032/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.4090	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3861	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3918	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3751	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.3801	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3869	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.3697	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3830	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3828	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.4573	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.3756	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.3505	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2348	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.3938	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.4003	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3644	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3724	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.4054	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.4198	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.3964	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.4020	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.3806	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.4043	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2243	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.4058	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2135	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.4329	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.4126	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3951	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3650	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.3670	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2462	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2944	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3272, Train Accuracy: 0.8901
Epoch 17 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8734, Time consumed:0.88s
Training Epoch: 18 [256/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.3646	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.4581	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.4138	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3583	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3877	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.4351	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3443	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.3712	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.4051	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3894	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.3945	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3646	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3856	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3430	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2273	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3966	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.3889	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.3628	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3540	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.4035	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3807	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.3382	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3803	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.4051	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.2300	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3558	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.4254	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.3653	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3877	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.4415	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.4068	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3505	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.4138	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.3438	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3792	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.4500	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.3801	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3769	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3572	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.4332	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3262, Train Accuracy: 0.8894
Epoch 18 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8750, Time consumed:1.00s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_34m_03s/AllCNN-Cifar10-seed5-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3461	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.3639	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.3721	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3797	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3681	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.3691	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3776	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3770	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.4071	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3569	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3692	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3833	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.3673	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3481	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.4094	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.3608	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.4087	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3572	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3395	LR: 0.000800
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Training Epoch: 19 [24576/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3677	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3541	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3750	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.3819	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3390	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3786	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.4078	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.4079	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3947	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3784	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3787	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3691	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3947	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.4256	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.4121	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3847	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3719	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3914	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3917	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.3768	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.4290	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3540	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3676	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.4398	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3579	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3274, Train Accuracy: 0.8888
Epoch 19 training time consumed: 24.49s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8750, Time consumed:0.88s
Training Epoch: 20 [256/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.4037	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3643	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.3557	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3921	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2289	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3765	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.4024	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3767	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3659	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.4104	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.4509	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3669	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.3630	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.3648	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3684	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.4356	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3835	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2175	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.4107	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3883	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3735	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.4398	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.4030	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3785	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3956	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3761	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3646	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3617	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3724	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.3482	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3523	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3267	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3221, Train Accuracy: 0.8894
Epoch 20 training time consumed: 25.02s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8746, Time consumed:0.96s
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: 87.4609375
Retain Accuracy: 89.31481170654297
Zero-Retain Forget (ZRF): 0.8586430549621582
Membership Inference Attack (MIA): 0.4334
Forget vs Retain Membership Inference Attack (MIA): 0.521
Forget vs Test Membership Inference Attack (MIA): 0.554
Test vs Retain Membership Inference Attack (MIA): 0.5095
Train vs Test Membership Inference Attack (MIA): 0.5165
Forget Set Accuracy (Df): 86.74632263183594
Method Execution Time: 1010.50 seconds
