hello
hello

📌 S Retain class distribution for seed 10:
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 10:
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: 2.3235	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3098	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3340	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3050	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2985	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3173	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2874	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.3011	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2619	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2616	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2622	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.2168	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1969	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1903	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1691	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1225	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.1376	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.1247	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0955	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.1010	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0601	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.0241	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0039	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9678	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.9542	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9943	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9348	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9853	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9781	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8768	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.9092	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8960	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8918	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.9865	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8691	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8402	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8093	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7913	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.6958	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8471	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7234	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7469	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7367	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8950	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7569	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7117	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7368	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7313	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6682	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7838	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7439	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6110	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7294	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6591	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.8188	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7097	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7309	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7544	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7371	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6960	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7461	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6203	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7005	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7934	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6834	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6006	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6680	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6428	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6161	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.5815	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6616	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6558	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6594	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6215	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7479	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5937	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5400	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6538	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.5549	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6339	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5849	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.5936	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5640	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5225	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.4685	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5924	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5789	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.5808	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5741	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.4833	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6271	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5208	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5352	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6842	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5797	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6669	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5687	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6731	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5658	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6170	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5354	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.5990	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.4448	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.6062	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5472	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6088	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5371	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5591	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5034	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5375	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.4825	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.4258	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.5839	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4096	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.3677	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4589	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5228	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.3989	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.3889	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4196	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.5106	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5326	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4391	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4446	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4108	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.3507	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3671	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.4680	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4718	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.5142	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5868	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4416	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.5295	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5148	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.4603	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3464	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4358	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4439	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4821	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.3636	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.3963	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4475	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3702	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.3688	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.3685	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.2779	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4939	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.4152	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.3828	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4733	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.3039	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.2269	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.4920	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.3899	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.2923	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.2269	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4287	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3459	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3407	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5147	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3204	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3389	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4229	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3606	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3142	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.2948	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4261	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3776	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3916	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3327	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.2310	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.2568	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4257	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.2845	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4859	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.4430	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6507, Train Accuracy: 0.3852
Epoch 1 training time consumed: 26.14s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0086, Accuracy: 0.3402, Time consumed:1.08s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.2296	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3413	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3016	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.2445	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.2664	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.2540	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3204	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.2358	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3584	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.2130	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.2967	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3861	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3602	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.1561	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.1649	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.2959	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3482	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.1797	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.2615	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2325	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2466	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.2261	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.2613	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.1501	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3265	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2230	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.2102	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.1985	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.2557	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2762	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.1820	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.1751	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.1486	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2351	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.1714	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2756	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2736	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.1299	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2094	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.1763	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2203	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.1575	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2843	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.1922	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2213	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.0500	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.3723	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.1849	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.1957	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2121	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2176	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2381	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.1307	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2053	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2576	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2419	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.1985	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2047	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.1983	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.0740	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.1735	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.3362	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2290	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2318	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.3471	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.1295	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.3069	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2283	LR: 0.100000
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Training Epoch: 2 [17920/45000]	Loss: 1.1812	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2469	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2228	LR: 0.100000
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Training Epoch: 2 [18944/45000]	Loss: 1.2927	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1063	LR: 0.100000
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Training Epoch: 2 [19712/45000]	Loss: 1.2095	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1105	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2358	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.0471	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1845	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1962	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.1206	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2790	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.1091	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1128	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.0609	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1229	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1589	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1252	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2525	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1369	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2041	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2321	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1891	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.0434	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.0694	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.0551	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1304	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2059	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.3218	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1617	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1883	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.2642	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.0374	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1535	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.2198	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.1580	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.0789	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1847	LR: 0.100000
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Training Epoch: 2 [36096/45000]	Loss: 1.1429	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 0.9513	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1742	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.1513	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1065	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.2914	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.1227	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.1455	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1200	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0933	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0573	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0875	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.1151	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1539	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.1435	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.0543	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1999	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0804	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0734	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0020	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0556	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0575	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0782	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.1323	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0148	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1318	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1627	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0862	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1712	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.9308	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0113	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.1512	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0356	LR: 0.100000
Epoch 2 - Average Train Loss: 1.1685, Train Accuracy: 0.5784
Epoch 2 training time consumed: 25.05s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0052, Accuracy: 0.5831, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0623	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1067	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1566	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0479	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0695	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1156	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.9958	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.1129	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0314	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9789	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0808	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0012	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0931	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.9394	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.9379	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0335	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.9874	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9938	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 0.9605	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9814	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.9817	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0100	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.9146	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0836	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.9627	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.9704	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0767	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9488	LR: 0.100000
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Training Epoch: 3 [7680/45000]	Loss: 1.0752	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0891	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 0.9202	LR: 0.100000
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Training Epoch: 3 [27136/45000]	Loss: 1.1474	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.0199	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.0767	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.0026	LR: 0.100000
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Training Epoch: 3 [29184/45000]	Loss: 0.8240	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9931	LR: 0.100000
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Training Epoch: 3 [36096/45000]	Loss: 0.9699	LR: 0.100000
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Training Epoch: 3 [36608/45000]	Loss: 0.8915	LR: 0.100000
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Training Epoch: 3 [37376/45000]	Loss: 0.8868	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.8908	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9544	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.0481	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9060	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9315	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.0145	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.8213	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9611	LR: 0.100000
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Training Epoch: 3 [39936/45000]	Loss: 0.9325	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.0440	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.8234	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.8541	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.0378	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9696	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.8518	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.7763	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.7810	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9127	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9123	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.0013	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8344	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9440	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8861	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9651	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9215	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.8826	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8317	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8774	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.0146	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9676, Train Accuracy: 0.6574
Epoch 3 training time consumed: 25.12s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0040, Accuracy: 0.6604, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.9089	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9383	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9248	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8849	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8112	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8318	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9893	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9726	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.9366	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.7914	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9586	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.9595	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 1.0096	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.7937	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8279	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8637	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8725	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8294	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.7921	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8872	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.7825	LR: 0.100000
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Training Epoch: 4 [5888/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 1.0499	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.8550	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 1.0269	LR: 0.100000
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Training Epoch: 4 [7936/45000]	Loss: 0.8595	LR: 0.100000
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Training Epoch: 4 [9984/45000]	Loss: 1.0488	LR: 0.100000
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Training Epoch: 4 [10496/45000]	Loss: 0.8082	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.9338	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.7891	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.7795	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.9829	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.8015	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.8577	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.8987	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.8125	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.8404	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.8494	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.9534	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.7515	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 1.0310	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.8695	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.8847	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.9015	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.8182	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.8288	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.9168	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.9139	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.8461	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.8108	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.7604	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.7511	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.9116	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.7761	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.7945	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.9063	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.8785	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.8747	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.9499	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.9356	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.9263	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.8507	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.9514	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.7661	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.9062	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.8453	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.7848	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.8419	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.8118	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.8306	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.8732	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.8767	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.8578	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.8045	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.8037	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.8346	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.9712	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.8417	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.8431	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.8889	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.8189	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.7688	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.9029	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.9047	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.9590	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.8073	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.7478	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.8561	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.8463	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.7683	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.9053	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.8206	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.9797	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.8015	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.9276	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.8653	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.8583	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.8603	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.7416	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.8141	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.8243	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.8340	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.8186	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.8026	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.7657	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.9516	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.8936	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.8824	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.7769	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.8579	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.9654	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.8330	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.9197	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.7435	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.6797	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.7613	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.8443	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.9113	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.8565	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.8162	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.8453	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.7911	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.8145	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.8809	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.8058	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.8077	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.9009	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.8513	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.7976	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.9125	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.8902	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.8700	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.8378	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.7669	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.8591	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.8541	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.8510	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.8866	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.7807	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.8527	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.8020	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.9301	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.8310	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.8975	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.8718	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.9230	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.8221	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.6992	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.8900	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.7487	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.8402	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.7343	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.7992	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.7633	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.7271	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.8319	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.7427	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.7940	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.8012	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7656	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8812	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8175	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8550, Train Accuracy: 0.6983
Epoch 4 training time consumed: 25.07s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0039, Accuracy: 0.6580, Time consumed:1.00s
Training Epoch: 5 [256/45000]	Loss: 0.7715	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.8302	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.8163	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.9282	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.6805	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.7786	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.8295	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.8640	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.6590	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.7914	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.7447	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.8234	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.7804	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.9461	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.7440	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.7678	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.8227	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.7794	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.7756	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.7599	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.8919	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.8022	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.8865	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.7751	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.9102	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.8588	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.8055	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.8617	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.7851	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.8165	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.6673	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.7463	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.7795	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.7290	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.8161	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.8422	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.7994	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.7883	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.7400	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.8434	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.7618	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.7748	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.9595	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.8063	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.8414	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.8409	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.7775	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.7393	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.7946	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.7542	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.7384	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.7907	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.7506	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.7572	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.8400	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.7288	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.6590	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.8065	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.7575	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.7322	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.6566	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7661	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.8115	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.8331	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.7536	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.7247	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.7054	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.7985	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.8000	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.8200	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.7617	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.7916	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.6914	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.7532	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.7318	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.7156	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.8213	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.6068	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.6808	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.8178	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.6795	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.7730	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.6711	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.7310	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.8266	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.8309	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.6998	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.8034	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.7675	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.7339	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.7192	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.7367	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.8087	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.7584	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.6604	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.7288	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7089	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.8184	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.7479	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.8487	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.6774	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.6297	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.7305	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.8352	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.7424	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.7521	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.8712	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.6474	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.7956	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.7737	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.8710	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.6589	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.6803	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.6517	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.8419	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.7630	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.7225	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.7139	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.7445	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.7801	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.7594	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.7520	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.7509	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.6629	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.7478	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.7634	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.6296	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.8205	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.7263	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.7094	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.7309	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.7179	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.9184	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.7048	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.7303	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.7628	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.7887	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.8571	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.7495	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.7120	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.7524	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.6869	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.7308	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.7153	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.8680	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.7295	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.9636	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.7129	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.7670	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.7866	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.7249	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.9083	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.7907	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.7559	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.6758	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.6346	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.8634	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.7417	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.7099	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.7611	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.7248	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.6991	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.8701	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.5890	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7290	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.7172	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7210	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7912	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6806	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7054	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7133	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.8447	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.8363	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.7215	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7888	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7662, Train Accuracy: 0.7328
Epoch 5 training time consumed: 25.21s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0034, Accuracy: 0.7079, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6113	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6937	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7512	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.7681	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6998	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7904	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6871	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6438	LR: 0.100000
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Training Epoch: 6 [38912/45000]	Loss: 0.7354	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.6504	LR: 0.100000
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Training Epoch: 6 [40448/45000]	Loss: 0.7206	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6053	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.5864	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6940	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.7457	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.7248	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6738	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6023	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6164	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.7069	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6086	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.8860	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6961	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.4957	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7580	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6190	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6718	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6805	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.5916	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6905, Train Accuracy: 0.7601
Epoch 6 training time consumed: 25.14s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0032, Accuracy: 0.7252, Time consumed:1.04s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.7338	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.7790	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.5684	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.7400	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6423	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6526	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5764	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.5747	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6793	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6934	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.5966	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6992	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6486	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6793	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.5752	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 0.5658	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6701	LR: 0.100000
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Training Epoch: 7 [27392/45000]	Loss: 0.6013	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6779	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5148	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5947	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.6818	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.6565	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.6220	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6795	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.7507	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.7885	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.6422	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.7843	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6066	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.5036	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.6786	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.7114	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.5894	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.5982	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5663	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.5733	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.5962	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.7173	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.6178	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6017	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.6975	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.7920	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.5430	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.7117	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.6037	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.5174	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.6592	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.6670	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.5228	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6725	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6649	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.5859	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.7048	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6623	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.5946	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.6412	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6314	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.6077	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.5998	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.7196	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.5835	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.5906	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.7118	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6510	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5901	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.5095	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6685	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6242	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.6936	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.5611	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6712	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.6227	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.6195	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.6916	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6316	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.5715	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.6394	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.5876	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6330	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.7284	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6303	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.7712	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6647	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6692	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5511	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5906	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6384, Train Accuracy: 0.7774
Epoch 7 training time consumed: 25.15s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0036, Accuracy: 0.6983, Time consumed:0.97s
Training Epoch: 8 [256/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6193	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6019	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.6173	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.5883	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.5599	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5625	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5634	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5443	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.5766	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.6242	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.6156	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.5466	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.5129	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.4451	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.5076	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.5480	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5589	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.5285	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4989	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.5537	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.5145	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.5013	LR: 0.020000
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Training Epoch: 8 [24576/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.4971	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.5710	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.5378	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.5730	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.4225	LR: 0.020000
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Training Epoch: 8 [32000/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.4174	LR: 0.020000
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Training Epoch: 8 [34560/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.5785	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4305	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4630	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4744	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4336	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.5600	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4942, Train Accuracy: 0.8299
Epoch 8 training time consumed: 25.15s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0019, Accuracy: 0.8387, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.5378	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.3771	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.5292	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.5733	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.4999	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4193	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4469, Train Accuracy: 0.8458
Epoch 9 training time consumed: 25.17s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0019, Accuracy: 0.8408, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4616	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4092	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3381	LR: 0.020000
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Training Epoch: 10 [2560/45000]	Loss: 0.4368	LR: 0.020000
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Training Epoch: 10 [38656/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4989	LR: 0.020000
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Training Epoch: 10 [40192/45000]	Loss: 0.4020	LR: 0.020000
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Training Epoch: 10 [41216/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3821	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4275, Train Accuracy: 0.8530
Epoch 10 training time consumed: 25.23s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0018, Accuracy: 0.8466, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3659	LR: 0.020000
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Training Epoch: 11 [2560/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4777	LR: 0.020000
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Training Epoch: 11 [3840/45000]	Loss: 0.3430	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4170	LR: 0.020000
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Training Epoch: 11 [7936/45000]	Loss: 0.3716	LR: 0.020000
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Training Epoch: 11 [9472/45000]	Loss: 0.4379	LR: 0.020000
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Training Epoch: 11 [9984/45000]	Loss: 0.4552	LR: 0.020000
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Training Epoch: 11 [16896/45000]	Loss: 0.4542	LR: 0.020000
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Training Epoch: 11 [20224/45000]	Loss: 0.3568	LR: 0.020000
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Training Epoch: 11 [28160/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.5149	LR: 0.020000
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Training Epoch: 11 [37632/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3357	LR: 0.020000
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Training Epoch: 11 [38400/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3532	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4116	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3426	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4573	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4061, Train Accuracy: 0.8598
Epoch 11 training time consumed: 25.07s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0019, Accuracy: 0.8425, Time consumed:0.90s
Training Epoch: 12 [256/45000]	Loss: 0.4233	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3892	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3131	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3589	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3831	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.4269	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4245	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3975	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.4744	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3773	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3408	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.4487	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.4035	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.4322	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3813	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3585	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.2422	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3940	LR: 0.004000
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Training Epoch: 12 [7168/45000]	Loss: 0.3421	LR: 0.004000
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Training Epoch: 12 [7680/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.4314	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3240	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3821	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3349	LR: 0.004000
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Training Epoch: 12 [9728/45000]	Loss: 0.3567	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3429	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.4165	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3898	LR: 0.004000
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Training Epoch: 12 [11008/45000]	Loss: 0.3563	LR: 0.004000
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Training Epoch: 12 [13312/45000]	Loss: 0.4379	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3615	LR: 0.004000
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Training Epoch: 12 [15104/45000]	Loss: 0.3369	LR: 0.004000
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Training Epoch: 12 [15616/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.2769	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.4271	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3423	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3820	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.4026	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3500	LR: 0.004000
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Training Epoch: 12 [17920/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3538	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.2960	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3586	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3774	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3874	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.4485	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3665	LR: 0.004000
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Training Epoch: 12 [27904/45000]	Loss: 0.3331	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.2869	LR: 0.004000
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Training Epoch: 12 [40448/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3704	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.4317	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.2448	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3697	LR: 0.004000
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Training Epoch: 12 [42496/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.4064	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.4292	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3239	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3580	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3593, Train Accuracy: 0.8755
Epoch 12 training time consumed: 25.06s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0016, Accuracy: 0.8645, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2545	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.4193	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.4045	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2707	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3984	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.4087	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3457	LR: 0.004000
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Training Epoch: 13 [28416/45000]	Loss: 0.3584	LR: 0.004000
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Training Epoch: 13 [40192/45000]	Loss: 0.2577	LR: 0.004000
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Training Epoch: 13 [40704/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.3853	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3550	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3385	LR: 0.004000
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Training Epoch: 13 [43264/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3473	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3906	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3776	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.4451	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3720	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3451, Train Accuracy: 0.8816
Epoch 13 training time consumed: 25.06s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0016, Accuracy: 0.8667, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2858	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3423	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.4569	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3783	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.4217	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3022	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3429	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3089	LR: 0.004000
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Training Epoch: 14 [22016/45000]	Loss: 0.3031	LR: 0.004000
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Training Epoch: 14 [43520/45000]	Loss: 0.3498	LR: 0.004000
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Training Epoch: 14 [44288/45000]	Loss: 0.4197	LR: 0.004000
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Training Epoch: 14 [44800/45000]	Loss: 0.3493	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.2914	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3418, Train Accuracy: 0.8828
Epoch 14 training time consumed: 25.02s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0015, Accuracy: 0.8694, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.2677	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3969	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3998	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3893	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2614	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3464	LR: 0.004000
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Training Epoch: 15 [16896/45000]	Loss: 0.3281	LR: 0.004000
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Training Epoch: 15 [30976/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.4218	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.3599	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.2696	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.3119	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.3323	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.3753	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.3808	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.4045	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.3399	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3008	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.3688	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.4228	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.3864	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.3871	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3689	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.3317	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3657	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3413	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3055	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3860	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3663	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3292	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2995	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3691	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3312	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.4006	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2447	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3130	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3301, Train Accuracy: 0.8861
Epoch 15 training time consumed: 25.00s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0015, Accuracy: 0.8667, Time consumed:0.99s
Training Epoch: 16 [256/45000]	Loss: 0.3804	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.4131	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3719	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3763	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3696	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3543	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.3608	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.4197	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.4273	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.2397	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.4098	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.3783	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.4152	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.3892	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.3792	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.3602	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.4300	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.3783	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.3703	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.3645	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.2233	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.3692	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.3651	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.4021	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.4177	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.3398	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.3525	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.4384	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.3600	LR: 0.000800
Training Epoch: 16 [33280/45000]	Loss: 0.3849	LR: 0.000800
Training Epoch: 16 [33536/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 16 [33792/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 16 [34560/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.3472	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.3971	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3686	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3882	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3398	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3406	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3634	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2776	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3202, Train Accuracy: 0.8920
Epoch 16 training time consumed: 25.03s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0015, Accuracy: 0.8707, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2107	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3601	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3739	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.2381	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.3759	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.4176	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.3768	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.3457	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.4142	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3696	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2330	LR: 0.000800
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Training Epoch: 17 [20224/45000]	Loss: 0.3585	LR: 0.000800
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Training Epoch: 17 [21760/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3092	LR: 0.000800
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Training Epoch: 17 [23040/45000]	Loss: 0.2542	LR: 0.000800
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Training Epoch: 17 [24576/45000]	Loss: 0.3287	LR: 0.000800
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Training Epoch: 17 [27904/45000]	Loss: 0.4334	LR: 0.000800
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Training Epoch: 17 [28416/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.4218	LR: 0.000800
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Training Epoch: 17 [29696/45000]	Loss: 0.2792	LR: 0.000800
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Training Epoch: 17 [37632/45000]	Loss: 0.3347	LR: 0.000800
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Training Epoch: 17 [38912/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3118	LR: 0.000800
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Training Epoch: 17 [40448/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3210	LR: 0.000800
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Training Epoch: 17 [41216/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2125	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.4698	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3807	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.4357	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2860	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3169, Train Accuracy: 0.8927
Epoch 17 training time consumed: 25.04s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8710, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.4559	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3757	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2886	LR: 0.000800
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Training Epoch: 18 [3840/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3047	LR: 0.000800
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Training Epoch: 18 [12288/45000]	Loss: 0.3540	LR: 0.000800
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Training Epoch: 18 [13312/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2918	LR: 0.000800
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Training Epoch: 18 [14848/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3308	LR: 0.000800
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Training Epoch: 18 [16128/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2425	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2976	LR: 0.000800
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Training Epoch: 18 [17664/45000]	Loss: 0.3592	LR: 0.000800
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Training Epoch: 18 [19200/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3928	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2031	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3264	LR: 0.000800
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Training Epoch: 18 [21504/45000]	Loss: 0.3984	LR: 0.000800
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Training Epoch: 18 [22016/45000]	Loss: 0.3701	LR: 0.000800
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Training Epoch: 18 [24832/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3022	LR: 0.000800
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Training Epoch: 18 [25856/45000]	Loss: 0.2707	LR: 0.000800
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Training Epoch: 18 [26368/45000]	Loss: 0.2864	LR: 0.000800
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Training Epoch: 18 [26880/45000]	Loss: 0.2731	LR: 0.000800
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Training Epoch: 18 [27392/45000]	Loss: 0.3112	LR: 0.000800
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Training Epoch: 18 [28160/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3695	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3462	LR: 0.000800
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Training Epoch: 18 [35328/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3370	LR: 0.000800
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Training Epoch: 18 [37888/45000]	Loss: 0.3456	LR: 0.000800
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Training Epoch: 18 [38912/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.2792	LR: 0.000800
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Training Epoch: 18 [40192/45000]	Loss: 0.3183	LR: 0.000800
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Training Epoch: 18 [41472/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3583	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3899	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.4009	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3543	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2094	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3132, Train Accuracy: 0.8931
Epoch 18 training time consumed: 25.05s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8718, Time consumed:1.02s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2577	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3766	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3952	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2050	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.4303	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3733	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3857	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3594	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3851	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3906	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.1791	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3934	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3628	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3340	LR: 0.000800
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Training Epoch: 19 [24576/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3762	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3695	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.4074	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.4398	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3458	LR: 0.000800
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Training Epoch: 19 [32000/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3338	LR: 0.000800
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Training Epoch: 19 [34816/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3932	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.4415	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3486	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.3834	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3907	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3593	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3773	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3482	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3751	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2280	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2130	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3687	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3773	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2859	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3170, Train Accuracy: 0.8918
Epoch 19 training time consumed: 25.05s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8730, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_19h_00m_50s/AllCNN-Cifar10-seed10-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.4233	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3542	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.3686	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3716	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.4307	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3719	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3307	LR: 0.000800
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Training Epoch: 20 [8960/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3671	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2788	LR: 0.000800
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Training Epoch: 20 [14592/45000]	Loss: 0.3666	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3907	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3861	LR: 0.000800
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Training Epoch: 20 [17920/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2483	LR: 0.000800
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Training Epoch: 20 [18944/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3947	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3577	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3853	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.3924	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3691	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2232	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3800	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3383	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3829	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3426	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3845	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3947	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3897	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3652	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3823	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3541	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3270	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3140, Train Accuracy: 0.8926
Epoch 20 training time consumed: 25.47s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8724, Time consumed:1.01s
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: 87.392578125
Retain Accuracy: 89.65660858154297
Zero-Retain Forget (ZRF): 0.8559911251068115
Membership Inference Attack (MIA): 0.4218
Forget vs Retain Membership Inference Attack (MIA): 0.503
Forget vs Test Membership Inference Attack (MIA): 0.5375
Test vs Retain Membership Inference Attack (MIA): 0.5075
Train vs Test Membership Inference Attack (MIA): 0.51775
Forget Set Accuracy (Df): 86.24425506591797
Method Execution Time: 1028.10 seconds
