hello
hello

📌 S Retain class distribution for seed 2:
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 2:
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: 2.3401	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3616	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3592	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3058	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2994	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3239	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.3366	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2903	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2500	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2715	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2128	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1846	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1870	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1630	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1026	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1530	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.1017	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.1218	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.1237	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0622	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0636	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9962	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.9482	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9804	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.0451	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9917	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9541	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9967	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9078	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9907	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8184	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8662	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8784	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8781	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8314	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8902	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8596	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7619	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8697	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8009	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8766	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8867	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7977	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8313	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8219	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8086	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7423	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7974	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.8003	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7351	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7546	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7989	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7762	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7597	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6991	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6952	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.6132	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7273	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6639	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7233	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7422	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.5936	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6265	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6817	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6361	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6487	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6686	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.5590	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6451	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6262	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6225	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.5581	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.5520	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.5685	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5147	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5849	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5817	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5876	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6772	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8340	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6573	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6751	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.6052	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6878	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.6954	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.4939	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6423	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6617	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6756	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.7059	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6473	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5372	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6234	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5994	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5380	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6497	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5752	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.4647	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.7853	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6364	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5360	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4305	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5406	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5194	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5048	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.4385	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.3951	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5056	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4795	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5618	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.3887	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6059	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.5427	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.6793	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5965	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5613	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5371	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.5225	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.3547	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4928	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4713	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4710	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4136	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5146	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4403	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.3664	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4205	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5707	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.3990	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3682	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.4494	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.3553	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.3337	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4478	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3523	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4389	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5572	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.3686	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4290	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4731	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4419	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4143	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.4812	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4652	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4062	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4866	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5048	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3818	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4257	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.3271	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.3744	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.2815	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3893	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4996	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.3127	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4025	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4664	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.5265	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4579	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5074	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4478	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3897	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3619	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4574	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4889	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3452	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4474	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.6118	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4504	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.5275	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4318	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4284	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3345	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3370	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3062	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3317	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6671, Train Accuracy: 0.3847
Epoch 1 training time consumed: 25.97s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0104, Accuracy: 0.3769, Time consumed:1.09s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3566	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3891	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4703	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3475	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.4284	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3822	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3989	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.4373	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3506	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3045	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3182	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4785	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.4504	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3437	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.4377	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3451	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3974	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.4080	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.4511	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3218	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3771	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4457	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.4913	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3720	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3592	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3295	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3291	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2742	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3461	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2462	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.2148	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3139	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2453	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2244	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3712	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2908	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2335	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.3684	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2297	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.2617	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2525	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2998	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3460	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.1933	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3787	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.1915	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.3349	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.4223	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.3022	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.1253	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.1520	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2712	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.1705	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2975	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2768	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2589	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.1162	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.4300	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.1265	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.1755	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.3225	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2816	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.3222	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2903	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.1141	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2077	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.1728	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2081	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.3268	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.3384	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2807	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2380	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.1892	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2933	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2632	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2333	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2445	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.3156	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1435	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.2171	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1749	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1866	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2367	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.1876	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2774	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.2119	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2248	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2579	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1984	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.2289	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2114	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1442	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2684	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.0949	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.0888	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2448	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.0906	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.0686	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1501	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2939	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.0924	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1110	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1426	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1590	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1926	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2388	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.2689	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.0546	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1887	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.0362	LR: 0.100000
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Training Epoch: 2 [29184/45000]	Loss: 1.1673	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1348	LR: 0.100000
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Training Epoch: 2 [35584/45000]	Loss: 1.1156	LR: 0.100000
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Training Epoch: 2 [36096/45000]	Loss: 1.1684	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.2270	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1015	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.1674	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1222	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.1538	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.3931	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.2200	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1197	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1517	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.1755	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.1317	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.2207	LR: 0.100000
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Training Epoch: 2 [39680/45000]	Loss: 1.1636	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1378	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0548	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0337	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.0938	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0573	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 0.9712	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1556	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.1565	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0148	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.2358	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0818	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0139	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 0.9540	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1134	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.9170	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0509	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1841	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.1608	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0507	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2145, Train Accuracy: 0.5602
Epoch 2 training time consumed: 25.46s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0059, Accuracy: 0.4874, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0769	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1320	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.1740	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.9183	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.9326	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0976	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0021	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0443	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0072	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0292	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.9945	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.1169	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1482	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0601	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0186	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.9690	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.1056	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0905	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0333	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0229	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.1652	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0685	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0578	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.9663	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0979	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.2347	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0602	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.1145	LR: 0.100000
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Training Epoch: 3 [8448/45000]	Loss: 1.0157	LR: 0.100000
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Training Epoch: 3 [9472/45000]	Loss: 0.9711	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.0546	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0576	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.1503	LR: 0.100000
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Training Epoch: 3 [27392/45000]	Loss: 1.0647	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 0.9747	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 0.9499	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.0540	LR: 0.100000
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Training Epoch: 3 [37120/45000]	Loss: 0.8445	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9973	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.0430	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9373	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9640	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9357	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9147	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9370	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9424	LR: 0.100000
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Training Epoch: 3 [39936/45000]	Loss: 0.9108	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.0658	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.8496	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9374	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9091	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8741	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9727	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9403	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.0194	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.8440	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8820	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9087	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.9336	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.8027	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.0046	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.0266	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9100	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9583	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.0187	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.7527	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9368	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9984, Train Accuracy: 0.6440
Epoch 3 training time consumed: 25.30s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0049, Accuracy: 0.5878, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8209	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9299	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.0027	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.9265	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9739	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9632	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9124	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9950	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8783	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.7640	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.9393	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9279	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.7972	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9105	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8475	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8700	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.9048	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.9168	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 1.0031	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9308	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.9958	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8542	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 1.0190	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.8929	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.8681	LR: 0.100000
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Training Epoch: 4 [7168/45000]	Loss: 1.0591	LR: 0.100000
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Training Epoch: 4 [10240/45000]	Loss: 0.9355	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8262	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.8573	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.9083	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.8958	LR: 0.100000
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Training Epoch: 4 [38144/45000]	Loss: 0.7638	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.7368	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.7658	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.8362	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.8052	LR: 0.100000
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Training Epoch: 4 [39936/45000]	Loss: 0.8665	LR: 0.100000
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Training Epoch: 4 [40448/45000]	Loss: 0.9340	LR: 0.100000
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Training Epoch: 4 [42240/45000]	Loss: 0.7934	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.9002	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.7958	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.9084	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.8937	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.9636	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.8659	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.8587	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.9186	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7903	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.7682	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7227	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8779, Train Accuracy: 0.6902
Epoch 4 training time consumed: 25.23s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0046, Accuracy: 0.6175, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8338	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.8434	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.7502	LR: 0.100000
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Training Epoch: 5 [1536/45000]	Loss: 0.7524	LR: 0.100000
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Training Epoch: 5 [2048/45000]	Loss: 0.7521	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.6672	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6792	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6899	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.6764	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7496	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6965	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7033	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7610	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7749	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.8408	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6922	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.8754	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7703, Train Accuracy: 0.7313
Epoch 5 training time consumed: 25.18s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0046, Accuracy: 0.6392, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6365	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7660	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.6970	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6717	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.7945	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6902	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6732	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.7870	LR: 0.100000
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Training Epoch: 6 [40448/45000]	Loss: 0.7288	LR: 0.100000
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Training Epoch: 6 [40960/45000]	Loss: 0.6883	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.5919	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6953	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6902	LR: 0.100000
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Training Epoch: 6 [42240/45000]	Loss: 0.6756	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.7353	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6426	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6526	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.7238	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.7743	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.7032	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6539	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6311	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6667	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6956	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.7160	LR: 0.100000
Epoch 6 - Average Train Loss: 0.7041, Train Accuracy: 0.7533
Epoch 6 training time consumed: 25.20s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0029, Accuracy: 0.7574, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6364	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6455	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.5882	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.7926	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6848	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.5725	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5819	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.5500	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5994	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6640	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6304	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6733	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5990	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6344	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.7742	LR: 0.100000
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Training Epoch: 7 [4608/45000]	Loss: 0.7119	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.7200	LR: 0.100000
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Training Epoch: 7 [26880/45000]	Loss: 0.6269	LR: 0.100000
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Training Epoch: 7 [38912/45000]	Loss: 0.6240	LR: 0.100000
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Training Epoch: 7 [43264/45000]	Loss: 0.6825	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.7271	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6589	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5937	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6579	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6823	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6886	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6937	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6416, Train Accuracy: 0.7768
Epoch 7 training time consumed: 25.27s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0029, Accuracy: 0.7591, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.6219	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6131	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5618	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6622	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.6778	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.6816	LR: 0.020000
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Training Epoch: 8 [37632/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4549	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.4757	LR: 0.020000
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Training Epoch: 8 [40704/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4055	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.5418	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.5022	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4858	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4845	LR: 0.020000
Epoch 8 - Average Train Loss: 0.5049, Train Accuracy: 0.8272
Epoch 8 training time consumed: 25.25s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0019, Accuracy: 0.8380, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.5051	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4704	LR: 0.020000
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Training Epoch: 9 [7680/45000]	Loss: 0.5084	LR: 0.020000
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Training Epoch: 9 [8704/45000]	Loss: 0.5331	LR: 0.020000
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Training Epoch: 9 [9216/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 9 [11008/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 9 [11264/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 9 [11520/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 9 [11776/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 9 [12032/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 9 [12288/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 9 [12544/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 9 [12800/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 9 [13056/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 9 [13312/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 9 [13568/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 9 [13824/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 9 [14080/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 9 [14336/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 9 [14592/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 9 [14848/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 9 [15104/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 9 [15360/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 9 [15616/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 9 [15872/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 9 [16128/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 9 [16384/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 9 [16640/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 9 [16896/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 9 [17152/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 9 [17408/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 9 [17664/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 9 [17920/45000]	Loss: 0.3576	LR: 0.020000
Training Epoch: 9 [18176/45000]	Loss: 0.4216	LR: 0.020000
Training Epoch: 9 [18432/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 9 [18688/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 9 [18944/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 9 [19200/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 9 [19456/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 9 [19712/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 9 [19968/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 9 [20224/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 9 [20480/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 9 [20736/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 9 [20992/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 9 [21248/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 9 [21504/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 9 [21760/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 9 [22016/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 9 [22272/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 9 [22528/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 9 [22784/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 9 [23040/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 9 [23296/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 9 [23552/45000]	Loss: 0.6166	LR: 0.020000
Training Epoch: 9 [23808/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 9 [24064/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 9 [24320/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 9 [24576/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 9 [24832/45000]	Loss: 0.4889	LR: 0.020000
Training Epoch: 9 [25088/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 9 [25344/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 9 [25600/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 9 [25856/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 9 [26112/45000]	Loss: 0.4348	LR: 0.020000
Training Epoch: 9 [26368/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 9 [26624/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 9 [26880/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 9 [27136/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 9 [27392/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 9 [27648/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 9 [27904/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 9 [28160/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 9 [28416/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 9 [28672/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 9 [28928/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 9 [29184/45000]	Loss: 0.4676	LR: 0.020000
Training Epoch: 9 [29440/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 9 [29696/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 9 [29952/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 9 [30208/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 9 [30464/45000]	Loss: 0.4547	LR: 0.020000
Training Epoch: 9 [30720/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 9 [30976/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 9 [31232/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 9 [31488/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 9 [31744/45000]	Loss: 0.4514	LR: 0.020000
Training Epoch: 9 [32000/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 9 [32256/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 9 [32512/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 9 [32768/45000]	Loss: 0.2856	LR: 0.020000
Training Epoch: 9 [33024/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 9 [33280/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 9 [33536/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 9 [33792/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 9 [34048/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 9 [34304/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 9 [34560/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 9 [34816/45000]	Loss: 0.5779	LR: 0.020000
Training Epoch: 9 [35072/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 9 [35328/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 9 [35584/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 9 [35840/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 9 [36096/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 9 [36352/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 9 [36608/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 9 [36864/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 9 [37120/45000]	Loss: 0.3487	LR: 0.020000
Training Epoch: 9 [37376/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 9 [37632/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 9 [37888/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 9 [38144/45000]	Loss: 0.4962	LR: 0.020000
Training Epoch: 9 [38400/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 9 [38656/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 9 [38912/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 9 [39168/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 9 [39424/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 9 [39680/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 9 [39936/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 9 [40192/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 9 [40448/45000]	Loss: 0.4534	LR: 0.020000
Training Epoch: 9 [40704/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 9 [40960/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 9 [41216/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 9 [41472/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 9 [41728/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 9 [41984/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 9 [42240/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 9 [42496/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 9 [42752/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 9 [43008/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 9 [43264/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 9 [43520/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 9 [43776/45000]	Loss: 0.5801	LR: 0.020000
Training Epoch: 9 [44032/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 9 [44288/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.5375	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4557, Train Accuracy: 0.8436
Epoch 9 training time consumed: 25.16s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0020, Accuracy: 0.8292, Time consumed:1.05s
Training Epoch: 10 [256/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 10 [3328/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 10 [3584/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 10 [3840/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 10 [4096/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 10 [4352/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 10 [4608/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 10 [4864/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 10 [5120/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 10 [5376/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 10 [5632/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 10 [5888/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 10 [6144/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 10 [6400/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 10 [6656/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 10 [6912/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 10 [7168/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 10 [7424/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 10 [7680/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 10 [7936/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 10 [8192/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 10 [8448/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 10 [8704/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 10 [8960/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 10 [9216/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 10 [9472/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 10 [9728/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 10 [9984/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 10 [10240/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 10 [10496/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 10 [10752/45000]	Loss: 0.5051	LR: 0.020000
Training Epoch: 10 [11008/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 10 [11776/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 10 [12032/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 10 [12288/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 10 [12544/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 10 [12800/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 10 [13056/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 10 [13312/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 10 [13568/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 10 [13824/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 10 [14080/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 10 [14336/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 10 [14592/45000]	Loss: 0.3566	LR: 0.020000
Training Epoch: 10 [14848/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 10 [15104/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 10 [15360/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 10 [15616/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 10 [15872/45000]	Loss: 0.2832	LR: 0.020000
Training Epoch: 10 [16128/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 10 [16384/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 10 [16640/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 10 [16896/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 10 [17152/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 10 [17408/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 10 [17664/45000]	Loss: 0.5318	LR: 0.020000
Training Epoch: 10 [17920/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 10 [18176/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 10 [18432/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 10 [18688/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 10 [18944/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 10 [19200/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 10 [19456/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 10 [19712/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 10 [19968/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 10 [20224/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 10 [20480/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 10 [20736/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 10 [20992/45000]	Loss: 0.4858	LR: 0.020000
Training Epoch: 10 [21248/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 10 [21504/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 10 [21760/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 10 [22016/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 10 [22272/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 10 [22528/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 10 [22784/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 10 [23040/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 10 [23296/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 10 [23552/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 10 [23808/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 10 [24064/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 10 [24320/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 10 [24576/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 10 [24832/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 10 [25088/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 10 [25344/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 10 [25600/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 10 [25856/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 10 [26112/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 10 [26368/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 10 [26624/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 10 [26880/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 10 [27136/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 10 [27392/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 10 [27648/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 10 [27904/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 10 [28160/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 10 [28416/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 10 [28672/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 10 [28928/45000]	Loss: 0.5424	LR: 0.020000
Training Epoch: 10 [29184/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 10 [29440/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 10 [29696/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 10 [29952/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 10 [30208/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 10 [30464/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 10 [30720/45000]	Loss: 0.5273	LR: 0.020000
Training Epoch: 10 [30976/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 10 [31232/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 10 [31488/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 10 [31744/45000]	Loss: 0.3899	LR: 0.020000
Training Epoch: 10 [32000/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 10 [32256/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 10 [32512/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 10 [32768/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 10 [33024/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 10 [33280/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 10 [33536/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 10 [33792/45000]	Loss: 0.3370	LR: 0.020000
Training Epoch: 10 [34048/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 10 [34304/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 10 [34560/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 10 [34816/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 10 [35072/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 10 [35328/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 10 [35584/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 10 [36352/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 10 [36608/45000]	Loss: 0.4368	LR: 0.020000
Training Epoch: 10 [36864/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.3429	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.3745	LR: 0.020000
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Training Epoch: 10 [40192/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3216	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.5077	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4796	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4344, Train Accuracy: 0.8502
Epoch 10 training time consumed: 25.45s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0018, Accuracy: 0.8408, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3385	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.5078	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3795	LR: 0.020000
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Training Epoch: 11 [4096/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3830	LR: 0.020000
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Training Epoch: 11 [6656/45000]	Loss: 0.4230	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.3721	LR: 0.020000
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Training Epoch: 11 [7680/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.4088	LR: 0.020000
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Training Epoch: 11 [8448/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.4343	LR: 0.020000
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Training Epoch: 11 [9984/45000]	Loss: 0.4353	LR: 0.020000
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Training Epoch: 11 [10496/45000]	Loss: 0.3967	LR: 0.020000
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Training Epoch: 11 [11264/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.4813	LR: 0.020000
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Training Epoch: 11 [12032/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3673	LR: 0.020000
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Training Epoch: 11 [13312/45000]	Loss: 0.4038	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.4645	LR: 0.020000
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Training Epoch: 11 [16640/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4749	LR: 0.020000
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Training Epoch: 11 [20224/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4189	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3773	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.4339	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4355	LR: 0.020000
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Training Epoch: 11 [36096/45000]	Loss: 0.4588	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3159	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4223	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4210, Train Accuracy: 0.8565
Epoch 11 training time consumed: 25.23s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0020, Accuracy: 0.8336, Time consumed:0.92s
Training Epoch: 12 [256/45000]	Loss: 0.3425	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.4174	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3793	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3270	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3833	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.4001	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3924	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.4243	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.4088	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4462	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.4224	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.4374	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.4097	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4838	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.4903	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.4613	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3920	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.4815	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3802	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.4081	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3908	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.4209	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3748	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3809	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.4163	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.4144	LR: 0.004000
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Training Epoch: 12 [9728/45000]	Loss: 0.4727	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.4608	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3295	LR: 0.004000
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Training Epoch: 12 [11008/45000]	Loss: 0.3903	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.3622	LR: 0.004000
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Training Epoch: 12 [12800/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3653	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3044	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3197	LR: 0.004000
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Training Epoch: 12 [15104/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.4054	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3876	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2529	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3420	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3719	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.4112	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3713	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.4097	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.4513	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3838	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.2727	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3701	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.4164	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.3914	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.3883	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.4347	LR: 0.004000
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Training Epoch: 12 [40960/45000]	Loss: 0.3640	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.2751	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3681	LR: 0.004000
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Training Epoch: 12 [42496/45000]	Loss: 0.3981	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.4354	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.4520	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3711	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.4721	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3418	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3714, Train Accuracy: 0.8736
Epoch 12 training time consumed: 25.18s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0016, Accuracy: 0.8640, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2972	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2442	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3801	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.4108	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3702	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.4327	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3370	LR: 0.004000
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Training Epoch: 13 [27904/45000]	Loss: 0.3132	LR: 0.004000
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Training Epoch: 13 [28416/45000]	Loss: 0.3751	LR: 0.004000
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Training Epoch: 13 [40960/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3348	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3825	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3942	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.4038	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3608	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3958	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3644	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.2772	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2805	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3560, Train Accuracy: 0.8785
Epoch 13 training time consumed: 25.20s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0016, Accuracy: 0.8658, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2898	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2399	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3661	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3715	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3986	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3484	LR: 0.004000
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Training Epoch: 14 [22016/45000]	Loss: 0.3496	LR: 0.004000
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Training Epoch: 14 [42496/45000]	Loss: 0.3293	LR: 0.004000
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Training Epoch: 14 [43520/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.4209	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.4000	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.4217	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3067	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3518, Train Accuracy: 0.8798
Epoch 14 training time consumed: 25.30s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0016, Accuracy: 0.8659, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3134	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.4019	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3895	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.4012	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3485	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.4388	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3940	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3057	LR: 0.004000
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Training Epoch: 15 [11008/45000]	Loss: 0.2973	LR: 0.004000
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Training Epoch: 15 [16896/45000]	Loss: 0.3593	LR: 0.004000
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Training Epoch: 15 [30464/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.4030	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3683	LR: 0.004000
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Training Epoch: 15 [35584/45000]	Loss: 0.3298	LR: 0.004000
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Training Epoch: 15 [37376/45000]	Loss: 0.3846	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.4167	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.4384	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.3816	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3781	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3629	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3928	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3906	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.4028	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3273	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3575	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3944	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3447, Train Accuracy: 0.8814
Epoch 15 training time consumed: 25.15s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0016, Accuracy: 0.8674, Time consumed:1.01s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3681	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3932	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3908	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2091	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.3692	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3531	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3060	LR: 0.000800
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Training Epoch: 16 [3840/45000]	Loss: 0.2381	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3778	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3201	LR: 0.000800
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Training Epoch: 16 [6144/45000]	Loss: 0.2917	LR: 0.000800
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Training Epoch: 16 [11008/45000]	Loss: 0.3243	LR: 0.000800
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Training Epoch: 16 [26368/45000]	Loss: 0.3562	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.3996	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3211	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.3974	LR: 0.000800
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Training Epoch: 16 [32512/45000]	Loss: 0.2991	LR: 0.000800
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Training Epoch: 16 [36352/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3271	LR: 0.000800
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Training Epoch: 16 [37632/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.4124	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.4189	LR: 0.000800
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Training Epoch: 16 [39936/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3636	LR: 0.000800
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Training Epoch: 16 [40704/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.4317	LR: 0.000800
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Training Epoch: 16 [41472/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.4055	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3644	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3696	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.4081	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3014	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3343, Train Accuracy: 0.8862
Epoch 16 training time consumed: 25.17s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0015, Accuracy: 0.8713, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3561	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3849	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3758	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3896	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2851	LR: 0.000800
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Training Epoch: 17 [5120/45000]	Loss: 0.3904	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.3606	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.3594	LR: 0.000800
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Training Epoch: 17 [11520/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.4073	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3720	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3427	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3721	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3482	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3802	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.4332	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3688	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.3683	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.4284	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3659	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.3729	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.3749	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.3683	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.3965	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.4374	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.4122	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.4003	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3790	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.4694	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3508	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3618	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3626	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3884	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2805	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3288, Train Accuracy: 0.8889
Epoch 17 training time consumed: 25.26s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8699, Time consumed:0.94s
Training Epoch: 18 [256/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.3857	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3689	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3506	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3577	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.3736	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.4242	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.3915	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.3708	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.3757	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.3957	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.3887	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3769	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.4115	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2347	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3486	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3971	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.3691	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3478	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3753	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3839	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.4231	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3916	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.4246	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3584	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3939	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.3639	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3971	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3472	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3892	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.4196	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.3774	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3778	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3834	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3767	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.3578	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.4322	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.4096	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3999	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2392	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.3904	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3956	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3907	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3642	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3247, Train Accuracy: 0.8902
Epoch 18 training time consumed: 25.36s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8718, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.3877	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3847	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3889	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.3486	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2243	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3833	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3525	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3662	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3969	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.4113	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.4056	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.3772	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.4050	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3433	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.4311	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3625	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.4129	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3708	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3677	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3856	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3724	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3855	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.3767	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3940	LR: 0.000800
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Training Epoch: 19 [24832/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3768	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3913	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3837	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2189	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3393	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3774	LR: 0.000800
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Training Epoch: 19 [32000/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2722	LR: 0.000800
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Training Epoch: 19 [34560/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.4588	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3675	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3888	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3612	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3866	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.4118	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3600	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3731	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3246, Train Accuracy: 0.8887
Epoch 19 training time consumed: 25.18s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8724, Time consumed:0.97s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_42m_01s/AllCNN-Cifar10-seed2-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3793	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3536	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3747	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3712	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.3427	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.3150	LR: 0.000800
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Training Epoch: 20 [6656/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3984	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.4075	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3665	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.4314	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3760	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3519	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.3984	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3745	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.3952	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3646	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3855	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3799	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.4003	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3778	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3710	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.4114	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.3898	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.3780	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3419	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3838	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.3671	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2506	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3865	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.3843	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3811	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3886	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3400	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3896	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3975	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3371	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3237, Train Accuracy: 0.8898
Epoch 20 training time consumed: 25.66s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8710, Time consumed:1.00s
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: 87.255859375
Retain Accuracy: 89.2341079711914
Zero-Retain Forget (ZRF): 0.8614171743392944
Membership Inference Attack (MIA): 0.4458
Forget vs Retain Membership Inference Attack (MIA): 0.5405
Forget vs Test Membership Inference Attack (MIA): 0.558
Test vs Retain Membership Inference Attack (MIA): 0.502
Train vs Test Membership Inference Attack (MIA): 0.51225
Forget Set Accuracy (Df): 85.59168243408203
Method Execution Time: 1029.35 seconds
